id sid tid token lemma pos alkej-736 1 1 microsoft microsoft PROPN alkej-736 1 2 word word NOUN alkej-736 1 3 ? ? PUNCT alkej-736 1 4 ? ? PUNCT alkej-736 1 5 ? ? PUNCT alkej-736 1 6 ? ? PUNCT alkej-736 1 7 ? ? PUNCT alkej-736 1 8 ? ? PUNCT alkej-736 1 9 ? ? PUNCT alkej-736 1 10 ? ? PUNCT alkej-736 1 11 ? ? PUNCT alkej-736 1 12 8 8 NUM alkej-736 1 13 - - SYM alkej-736 1 14 17 17 NUM alkej-736 1 15 al al PROPN alkej-736 1 16 - - PUNCT alkej-736 1 17 khwarizmi khwarizmi PROPN alkej-736 1 18 engineering engineering PROPN alkej-736 1 19 journal journal PROPN alkej-736 1 20 al al PROPN alkej-736 1 21 - - PUNCT alkej-736 1 22 khwarizmi khwarizmi PROPN alkej-736 1 23 engineering engineering NOUN alkej-736 1 24 journal journal PROPN alkej-736 1 25 , , PUNCT alkej-736 1 26 vol vol NOUN alkej-736 1 27 . . PROPN alkej-736 1 28 17 17 NUM alkej-736 1 29 , , PUNCT alkej-736 1 30 no no INTJ alkej-736 1 31 . . NOUN alkej-736 1 32 2 2 NUM alkej-736 1 33 , , PUNCT alkej-736 1 34 june june PROPN alkej-736 1 35 , , PUNCT alkej-736 1 36 ( ( PUNCT alkej-736 1 37 2021 2021 NUM alkej-736 1 38 ) ) PUNCT alkej-736 2 1 p. p. NOUN alkej-736 2 2 p. p. NOUN alkej-736 2 3 8 8 NUM alkej-736 2 4 - - SYM alkej-736 2 5 17 17 NUM alkej-736 2 6 prediction prediction NOUN alkej-736 2 7 of of ADP alkej-736 2 8 surface surface NOUN alkej-736 2 9 roughness roughness NOUN alkej-736 2 10 after after ADP alkej-736 2 11 turning turn VERB alkej-736 2 12 of of ADP alkej-736 2 13 duplex duplex NOUN alkej-736 2 14 stainless stainless ADJ alkej-736 2 15 steel steel NOUN alkej-736 2 16 ( ( PUNCT alkej-736 2 17 dss dss NOUN alkej-736 2 18 ) ) PUNCT alkej-736 2 19 osamah osamah PROPN alkej-736 2 20 f. f. PROPN alkej-736 2 21 abdulateef abdulateef PROPN alkej-736 2 22 department department PROPN alkej-736 2 23 of of ADP alkej-736 2 24 automated automate VERB alkej-736 2 25 manufacturing manufacturing NOUN alkej-736 2 26 engineering engineering NOUN alkej-736 2 27 / / SYM alkej-736 2 28 al al PROPN alkej-736 2 29 - - PUNCT alkej-736 2 30 khwairzmi khwairzmi PROPN alkej-736 2 31 college college PROPN alkej-736 2 32 of of ADP alkej-736 2 33 engineering/ engineering/ NUM alkej-736 2 34 university university NOUN alkej-736 2 35 of of ADP alkej-736 2 36 baghdad/ baghdad/ NUM alkej-736 2 37 iraq iraq PROPN alkej-736 2 38 email email NOUN alkej-736 2 39 : : PUNCT alkej-736 2 40 drosamah@kecbu.uobaghdad.edu.iq drosamah@kecbu.uobaghdad.edu.iq PROPN alkej-736 2 41 ( ( PUNCT alkej-736 2 42 received receive VERB alkej-736 2 43 8 8 NUM alkej-736 2 44 december december PROPN alkej-736 2 45 2020 2020 NUM alkej-736 2 46 ; ; PUNCT alkej-736 2 47 revised revise VERB alkej-736 2 48 4 4 NUM alkej-736 2 49 january january PROPN alkej-736 2 50 2021 2021 NUM alkej-736 2 51 ; ; PUNCT alkej-736 2 52 accepted accept VERB alkej-736 2 53 19 19 NUM alkej-736 2 54 january january NOUN alkej-736 2 55 2021 2021 NUM alkej-736 2 56 ) ) PUNCT alkej-736 3 1 https://doi.org/10.22153/kej.2021.01.001 https://doi.org/10.22153/kej.2021.01.001 X alkej-736 3 2 abstract abstract ADJ alkej-736 3 3 feed feed VERB alkej-736 3 4 forward forward ADV alkej-736 3 5 back back ADV alkej-736 3 6 propagation propagation NOUN alkej-736 3 7 artificial artificial ADJ alkej-736 3 8 neural neural ADJ alkej-736 3 9 network network NOUN alkej-736 3 10 ( ( PUNCT alkej-736 3 11 ann ann PROPN alkej-736 3 12 ) ) PUNCT alkej-736 3 13 model model NOUN alkej-736 3 14 utilizing utilize VERB alkej-736 3 15 the the DET alkej-736 3 16 matlab matlab PROPN alkej-736 3 17 neural neural ADJ alkej-736 3 18 network network NOUN alkej-736 3 19 toolbox toolbox NOUN alkej-736 3 20 is be AUX alkej-736 3 21 designed design VERB alkej-736 3 22 for for ADP alkej-736 3 23 the the DET alkej-736 3 24 prediction prediction NOUN alkej-736 3 25 of of ADP alkej-736 3 26 surface surface NOUN alkej-736 3 27 roughness roughness NOUN alkej-736 3 28 of of ADP alkej-736 3 29 duplex duplex NOUN alkej-736 3 30 stainless stainless ADJ alkej-736 3 31 steel steel NOUN alkej-736 3 32 during during ADP alkej-736 3 33 orthogonal orthogonal ADJ alkej-736 3 34 turning turning NOUN alkej-736 3 35 with with ADP alkej-736 3 36 uncoated uncoated ADJ alkej-736 3 37 carbide carbide NOUN alkej-736 3 38 insert insert NOUN alkej-736 3 39 tool tool NOUN alkej-736 3 40 . . PUNCT alkej-736 4 1 turning turn VERB alkej-736 4 2 experiments experiment NOUN alkej-736 4 3 were be AUX alkej-736 4 4 performed perform VERB alkej-736 4 5 at at ADP alkej-736 4 6 various various ADJ alkej-736 4 7 process process NOUN alkej-736 4 8 conditions condition NOUN alkej-736 4 9 ( ( PUNCT alkej-736 4 10 feed feed NOUN alkej-736 4 11 rate rate NOUN alkej-736 4 12 , , PUNCT alkej-736 4 13 cutting cut VERB alkej-736 4 14 speed speed NOUN alkej-736 4 15 , , PUNCT alkej-736 4 16 and and CCONJ alkej-736 4 17 cutting cut VERB alkej-736 4 18 depth depth NOUN alkej-736 4 19 ) ) PUNCT alkej-736 4 20 . . PUNCT alkej-736 5 1 utilizing utilize VERB alkej-736 5 2 the the DET alkej-736 5 3 taguchi taguchi PROPN alkej-736 5 4 experimental experimental ADJ alkej-736 5 5 design design NOUN alkej-736 5 6 method method NOUN alkej-736 5 7 , , PUNCT alkej-736 5 8 an an DET alkej-736 5 9 optimum optimum ADJ alkej-736 5 10 ann ann NOUN alkej-736 5 11 architecture architecture NOUN alkej-736 5 12 with with ADP alkej-736 5 13 the the DET alkej-736 5 14 levenberg levenberg PROPN alkej-736 5 15 - - PUNCT alkej-736 5 16 marquardt marquardt PROPN alkej-736 5 17 training training NOUN alkej-736 5 18 algorithm algorithm NOUN alkej-736 5 19 was be AUX alkej-736 5 20 obtained obtain VERB alkej-736 5 21 . . PUNCT alkej-736 6 1 parametric parametric ADJ alkej-736 6 2 research research NOUN alkej-736 6 3 was be AUX alkej-736 6 4 performed perform VERB alkej-736 6 5 with with ADP alkej-736 6 6 the the DET alkej-736 6 7 optimized optimize VERB alkej-736 6 8 ann ann PROPN alkej-736 6 9 architecture architecture NOUN alkej-736 6 10 to to PART alkej-736 6 11 report report VERB alkej-736 6 12 the the DET alkej-736 6 13 impact impact NOUN alkej-736 6 14 of of ADP alkej-736 6 15 every every DET alkej-736 6 16 turning turning NOUN alkej-736 6 17 parameter parameter NOUN alkej-736 6 18 on on ADP alkej-736 6 19 the the DET alkej-736 6 20 roughness roughness NOUN alkej-736 6 21 of of ADP alkej-736 6 22 the the DET alkej-736 6 23 surface surface NOUN alkej-736 6 24 . . PUNCT alkej-736 7 1 the the DET alkej-736 7 2 results result NOUN alkej-736 7 3 suggested suggest VERB alkej-736 7 4 that that SCONJ alkej-736 7 5 machining machining NOUN alkej-736 7 6 at at ADP alkej-736 7 7 a a DET alkej-736 7 8 cutting cut VERB alkej-736 7 9 speed speed NOUN alkej-736 7 10 of of ADP alkej-736 7 11 355 355 NUM alkej-736 7 12 rpm rpm NOUN alkej-736 7 13 with with ADP alkej-736 7 14 a a DET alkej-736 7 15 feed feed NOUN alkej-736 7 16 rate rate NOUN alkej-736 7 17 of of ADP alkej-736 7 18 0.07 0.07 NUM alkej-736 7 19 mm mm NOUN alkej-736 7 20 / / SYM alkej-736 7 21 rev rev X alkej-736 7 22 and and CCONJ alkej-736 7 23 a a DET alkej-736 7 24 depth depth NOUN alkej-736 7 25 of of ADP alkej-736 7 26 cut cut NOUN alkej-736 7 27 0.4 0.4 NUM alkej-736 7 28 mm mm PROPN alkej-736 7 29 was be AUX alkej-736 7 30 found find VERB alkej-736 7 31 to to PART alkej-736 7 32 achieve achieve VERB alkej-736 7 33 lower low ADJ alkej-736 7 34 surface surface NOUN alkej-736 7 35 roughness roughness NOUN alkej-736 7 36 with with ADP alkej-736 7 37 , , PUNCT alkej-736 7 38 an an DET alkej-736 7 39 increase increase NOUN alkej-736 7 40 in in ADP alkej-736 7 41 the the DET alkej-736 7 42 cutting cut VERB alkej-736 7 43 speed speed NOUN alkej-736 7 44 and and CCONJ alkej-736 7 45 feed feed NOUN alkej-736 7 46 rate rate NOUN alkej-736 7 47 with with ADP alkej-736 7 48 the the DET alkej-736 7 49 increases increase NOUN alkej-736 7 50 of of ADP alkej-736 7 51 the the DET alkej-736 7 52 surface surface NOUN alkej-736 7 53 roughness roughness NOUN alkej-736 7 54 . . PUNCT alkej-736 8 1 in in ADP alkej-736 8 2 addition addition NOUN alkej-736 8 3 , , PUNCT alkej-736 8 4 an an DET alkej-736 8 5 increase increase NOUN alkej-736 8 6 in in ADP alkej-736 8 7 the the DET alkej-736 8 8 depth depth NOUN alkej-736 8 9 of of ADP alkej-736 8 10 cut cut NOUN alkej-736 8 11 was be AUX alkej-736 8 12 found find VERB alkej-736 8 13 to to PART alkej-736 8 14 reduces reduce VERB alkej-736 8 15 the the DET alkej-736 8 16 surface surface NOUN alkej-736 8 17 roughness roughness NOUN alkej-736 8 18 . . PUNCT alkej-736 9 1 the the DET alkej-736 9 2 outcome outcome NOUN alkej-736 9 3 of of ADP alkej-736 9 4 this this DET alkej-736 9 5 study study NOUN alkej-736 9 6 showed show VERB alkej-736 9 7 that that SCONJ alkej-736 9 8 ann ann PROPN alkej-736 9 9 is be AUX alkej-736 9 10 a a DET alkej-736 9 11 versatile versatile ADJ alkej-736 9 12 tool tool NOUN alkej-736 9 13 for for ADP alkej-736 9 14 prediction prediction NOUN alkej-736 9 15 of of ADP alkej-736 9 16 surface surface NOUN alkej-736 9 17 roughness roughness NOUN alkej-736 9 18 and and CCONJ alkej-736 9 19 may may AUX alkej-736 9 20 be be AUX alkej-736 9 21 easily easily ADV alkej-736 9 22 extended extend VERB alkej-736 9 23 with with ADP alkej-736 9 24 greater great ADJ alkej-736 9 25 confidence confidence NOUN alkej-736 9 26 to to ADP alkej-736 9 27 various various ADJ alkej-736 9 28 metal metal NOUN alkej-736 9 29 cutting cutting NOUN alkej-736 9 30 processes process NOUN alkej-736 9 31 . . PUNCT alkej-736 10 1 keywords keyword NOUN alkej-736 10 2 : : PUNCT alkej-736 10 3 artificial artificial ADJ alkej-736 10 4 neural neural ADJ alkej-736 10 5 network network NOUN alkej-736 10 6 , , PUNCT alkej-736 10 7 cutting cut VERB alkej-736 10 8 depth depth NOUN alkej-736 10 9 , , PUNCT alkej-736 10 10 cutting cut VERB alkej-736 10 11 speed speed NOUN alkej-736 10 12 , , PUNCT alkej-736 10 13 feed feed NOUN alkej-736 10 14 rate rate NOUN alkej-736 10 15 , , PUNCT alkej-736 10 16 orthogonal orthogonal ADJ alkej-736 10 17 array array NOUN alkej-736 10 18 , , PUNCT alkej-736 10 19 taguchi taguchi PROPN alkej-736 10 20 method method PROPN alkej-736 10 21 . . PUNCT alkej-736 11 1 1 1 X alkej-736 11 2 . . X alkej-736 11 3 introduction introduction NOUN alkej-736 11 4 metal metal NOUN alkej-736 11 5 cutting cutting NOUN alkej-736 11 6 is be AUX alkej-736 11 7 one one NUM alkej-736 11 8 of of ADP alkej-736 11 9 the the DET alkej-736 11 10 most most ADV alkej-736 11 11 commonly commonly ADV alkej-736 11 12 utilized utilize VERB alkej-736 11 13 manufacturing manufacturing NOUN alkej-736 11 14 processes process NOUN alkej-736 11 15 , , PUNCT alkej-736 11 16 the the DET alkej-736 11 17 improvement improvement NOUN alkej-736 11 18 in in ADP alkej-736 11 19 the the DET alkej-736 11 20 performance performance NOUN alkej-736 11 21 of of ADP alkej-736 11 22 these these DET alkej-736 11 23 processes process NOUN alkej-736 11 24 and and CCONJ alkej-736 11 25 productivity productivity NOUN alkej-736 11 26 based base VERB alkej-736 11 27 on on ADP alkej-736 11 28 cutting cut VERB alkej-736 11 29 parameters parameter NOUN alkej-736 11 30 like like ADP alkej-736 11 31 cutting cut VERB alkej-736 11 32 tool tool NOUN alkej-736 11 33 geometry geometry NOUN alkej-736 11 34 , , PUNCT alkej-736 11 35 cutting cut VERB alkej-736 11 36 conditions condition NOUN alkej-736 11 37 in in ADP alkej-736 11 38 addition addition NOUN alkej-736 11 39 to to ADP alkej-736 11 40 the the DET alkej-736 11 41 tool tool NOUN alkej-736 11 42 material material NOUN alkej-736 11 43 and and CCONJ alkej-736 11 44 workpiece workpiece NOUN alkej-736 11 45 is be AUX alkej-736 11 46 essential essential ADJ alkej-736 11 47 . . PUNCT alkej-736 12 1 the the DET alkej-736 12 2 surface surface NOUN alkej-736 12 3 feature feature NOUN alkej-736 12 4 is be AUX alkej-736 12 5 an an DET alkej-736 12 6 essential essential ADJ alkej-736 12 7 parameter parameter NOUN alkej-736 12 8 for for ADP alkej-736 12 9 determining determine VERB alkej-736 12 10 the the DET alkej-736 12 11 performance performance NOUN alkej-736 12 12 of of ADP alkej-736 12 13 machine machine NOUN alkej-736 12 14 tools tool NOUN alkej-736 12 15 and and CCONJ alkej-736 12 16 parts part NOUN alkej-736 12 17 . . PUNCT alkej-736 13 1 therefore therefore ADV alkej-736 13 2 , , PUNCT alkej-736 13 3 achieving achieve VERB alkej-736 13 4 the the DET alkej-736 13 5 required require VERB alkej-736 13 6 surface surface NOUN alkej-736 13 7 quality quality NOUN alkej-736 13 8 is be AUX alkej-736 13 9 of of ADP alkej-736 13 10 great great ADJ alkej-736 13 11 importance importance NOUN alkej-736 13 12 for for ADP alkej-736 13 13 the the DET alkej-736 13 14 practical practical ADJ alkej-736 13 15 behavior behavior NOUN alkej-736 13 16 of of ADP alkej-736 13 17 mechanical mechanical ADJ alkej-736 13 18 parts part NOUN alkej-736 13 19 . . PUNCT alkej-736 14 1 the the DET alkej-736 14 2 surface surface NOUN alkej-736 14 3 roughness roughness NOUN alkej-736 14 4 is be AUX alkej-736 14 5 a a DET alkej-736 14 6 widely widely ADV alkej-736 14 7 utilized utilize VERB alkej-736 14 8 indicator indicator NOUN alkej-736 14 9 of of ADP alkej-736 14 10 product product NOUN alkej-736 14 11 quality quality NOUN alkej-736 14 12 in in ADP alkej-736 14 13 terms term NOUN alkej-736 14 14 of of ADP alkej-736 14 15 various various ADJ alkej-736 14 16 parameters parameter NOUN alkej-736 14 17 such such ADJ alkej-736 14 18 as as ADP alkej-736 14 19 fatigue fatigue NOUN alkej-736 14 20 life life NOUN alkej-736 14 21 improvement improvement NOUN alkej-736 14 22 , , PUNCT alkej-736 14 23 tribological tribological ADJ alkej-736 14 24 considerations consideration NOUN alkej-736 14 25 , , PUNCT alkej-736 14 26 corrosion corrosion NOUN alkej-736 14 27 resistance resistance NOUN alkej-736 14 28 , , PUNCT alkej-736 14 29 etc etc X alkej-736 14 30 . . X alkej-736 14 31 today today NOUN alkej-736 14 32 , , PUNCT alkej-736 14 33 particular particular ADJ alkej-736 14 34 consideration consideration NOUN alkej-736 14 35 is be AUX alkej-736 14 36 given give VERB alkej-736 14 37 to to ADP alkej-736 14 38 dimensional dimensional ADJ alkej-736 14 39 precision precision NOUN alkej-736 14 40 and and CCONJ alkej-736 14 41 surface surface NOUN alkej-736 14 42 finish finish NOUN alkej-736 14 43 in in ADP alkej-736 14 44 every every DET alkej-736 14 45 manufacturing manufacturing NOUN alkej-736 14 46 industry industry NOUN alkej-736 15 1 [ [ X alkej-736 15 2 1 1 NUM alkej-736 15 3 ] ] PUNCT alkej-736 15 4 . . PUNCT alkej-736 16 1 thus thus ADV alkej-736 16 2 , , PUNCT alkej-736 16 3 it it PRON alkej-736 16 4 is be AUX alkej-736 16 5 possible possible ADJ alkej-736 16 6 to to PART alkej-736 16 7 consider consider VERB alkej-736 16 8 the the DET alkej-736 16 9 measurement measurement NOUN alkej-736 16 10 and and CCONJ alkej-736 16 11 characterization characterization NOUN alkej-736 16 12 of of ADP alkej-736 16 13 the the DET alkej-736 16 14 surface surface NOUN alkej-736 16 15 finish finish NOUN alkej-736 16 16 as as ADP alkej-736 16 17 a a DET alkej-736 16 18 predictor predictor NOUN alkej-736 16 19 of of ADP alkej-736 16 20 machining machining NOUN alkej-736 16 21 efficiency efficiency NOUN alkej-736 16 22 . . PUNCT alkej-736 17 1 the the DET alkej-736 17 2 mechanism mechanism NOUN alkej-736 17 3 of of ADP alkej-736 17 4 surface surface NOUN alkej-736 17 5 roughness roughness NOUN alkej-736 17 6 creation creation NOUN alkej-736 17 7 is be AUX alkej-736 17 8 very very ADV alkej-736 17 9 dynamic dynamic ADJ alkej-736 17 10 , , PUNCT alkej-736 17 11 complex complex ADJ alkej-736 17 12 , , PUNCT alkej-736 17 13 and and CCONJ alkej-736 17 14 processdependent processdependent NOUN alkej-736 17 15 . . PUNCT alkej-736 18 1 variety variety NOUN alkej-736 18 2 of of ADP alkej-736 18 3 factors factor NOUN alkej-736 18 4 like like ADP alkej-736 18 5 cutting cut VERB alkej-736 18 6 fluid fluid NOUN alkej-736 18 7 , , PUNCT alkej-736 18 8 cutting cut VERB alkej-736 18 9 parameters parameter NOUN alkej-736 18 10 , , PUNCT alkej-736 18 11 and and CCONJ alkej-736 18 12 the the DET alkej-736 18 13 hardness hardness NOUN alkej-736 18 14 of of ADP alkej-736 18 15 the the DET alkej-736 18 16 workpiece workpiece NOUN alkej-736 18 17 have have AUX alkej-736 18 18 been be AUX alkej-736 18 19 found find VERB alkej-736 18 20 to to PART alkej-736 18 21 affect affect VERB alkej-736 18 22 surface surface NOUN alkej-736 18 23 roughness roughness NOUN alkej-736 18 24 in in ADP alkej-736 18 25 the the DET alkej-736 18 26 turning turning NOUN alkej-736 18 27 process process NOUN alkej-736 18 28 in in ADP alkej-736 18 29 different different ADJ alkej-736 18 30 amounts amount NOUN alkej-736 19 1 [ [ X alkej-736 19 2 2 2 NUM alkej-736 19 3 ] ] PUNCT alkej-736 19 4 . . PUNCT alkej-736 20 1 several several ADJ alkej-736 20 2 studies study NOUN alkej-736 20 3 on on ADP alkej-736 20 4 surface surface NOUN alkej-736 20 5 roughness roughness NOUN alkej-736 20 6 of of ADP alkej-736 20 7 different different ADJ alkej-736 20 8 materials material NOUN alkej-736 20 9 have have AUX alkej-736 20 10 been be AUX alkej-736 20 11 performed perform VERB alkej-736 20 12 ; ; PUNCT alkej-736 20 13 the the DET alkej-736 20 14 optimal optimal ADJ alkej-736 20 15 cutting cutting NOUN alkej-736 20 16 conditions condition NOUN alkej-736 20 17 are be AUX alkej-736 20 18 calculated calculate VERB alkej-736 20 19 most most ADJ alkej-736 20 20 of of ADP alkej-736 20 21 the the DET alkej-736 20 22 time time NOUN alkej-736 20 23 utilizing utilize VERB alkej-736 20 24 the the DET alkej-736 20 25 “ " PUNCT alkej-736 20 26 taguchi taguchi PROPN alkej-736 20 27 method method PROPN alkej-736 20 28 ” " PUNCT alkej-736 20 29 and and CCONJ alkej-736 20 30 by by ADP alkej-736 20 31 combining combine VERB alkej-736 20 32 empirical empirical ADJ alkej-736 20 33 models model NOUN alkej-736 20 34 with with ADP alkej-736 20 35 different different ADJ alkej-736 20 36 optimization optimization NOUN alkej-736 20 37 algorithms algorithm NOUN alkej-736 20 38 based base VERB alkej-736 20 39 on on ADP alkej-736 20 40 roughness roughness NOUN alkej-736 20 41 and and CCONJ alkej-736 20 42 artificial artificial ADJ alkej-736 20 43 neural neural ADJ alkej-736 20 44 network network NOUN alkej-736 20 45 ( ( PUNCT alkej-736 20 46 ann ann PROPN alkej-736 20 47 ) ) PUNCT alkej-736 20 48 . . PUNCT alkej-736 21 1 gokkaya gokkaya NOUN alkej-736 21 2 and and CCONJ alkej-736 21 3 nalbant nalbant VERB alkej-736 21 4 [ [ X alkej-736 21 5 3 3 NUM alkej-736 21 6 ] ] PUNCT alkej-736 21 7 examined examine VERB alkej-736 21 8 the the DET alkej-736 21 9 impact impact NOUN alkej-736 21 10 of of ADP alkej-736 21 11 feed feed NOUN alkej-736 21 12 , , PUNCT alkej-736 21 13 spindle spindle NOUN alkej-736 21 14 speed speed NOUN alkej-736 21 15 , , PUNCT alkej-736 21 16 and and CCONJ alkej-736 21 17 coating coating NOUN alkej-736 21 18 type type NOUN alkej-736 21 19 on on ADP alkej-736 21 20 surface surface NOUN alkej-736 21 21 roughness roughness NOUN alkej-736 21 22 with with ADP alkej-736 21 23 osamah osamah PROPN alkej-736 21 24 f. f. PROPN alkej-736 21 25 abdulateef abdulateef PROPN alkej-736 21 26 al al PROPN alkej-736 21 27 - - PUNCT alkej-736 21 28 khwarizmi khwarizmi PROPN alkej-736 21 29 engineering engineering NOUN alkej-736 21 30 journal journal PROPN alkej-736 21 31 , , PUNCT alkej-736 21 32 vol vol NOUN alkej-736 21 33 . . PROPN alkej-736 22 1 17 17 NUM alkej-736 22 2 , , PUNCT alkej-736 22 3 no no INTJ alkej-736 22 4 . . NOUN alkej-736 22 5 2 2 NUM alkej-736 22 6 , , PUNCT alkej-736 22 7 p.p p.p PROPN alkej-736 22 8 . . NOUN alkej-736 22 9 817 817 NUM alkej-736 22 10 ( ( PUNCT alkej-736 22 11 2021 2021 NUM alkej-736 22 12 ) ) PUNCT alkej-736 22 13         SPACE alkej-736 22 14 9 9 NUM alkej-736 22 15 various various ADJ alkej-736 22 16 spindle spindle NOUN alkej-736 22 17 speeds speed NOUN alkej-736 22 18 . . PUNCT alkej-736 23 1 they they PRON alkej-736 23 2 finalized finalize VERB alkej-736 23 3 that that SCONJ alkej-736 23 4 surface surface NOUN alkej-736 23 5 roughness roughness NOUN alkej-736 23 6 is be AUX alkej-736 23 7 inversely inversely ADV alkej-736 23 8 commensurate commensurate ADJ alkej-736 23 9 with with ADP alkej-736 23 10 the the DET alkej-736 23 11 spindle spindle NOUN alkej-736 23 12 speed speed NOUN alkej-736 23 13 . . PUNCT alkej-736 24 1 nalbant nalbant PROPN alkej-736 24 2 et et PROPN alkej-736 24 3 al al PROPN alkej-736 24 4 . . PUNCT alkej-736 25 1 [ [ X alkej-736 25 2 4 4 X alkej-736 25 3 ] ] PUNCT alkej-736 25 4 examined examine VERB alkej-736 25 5 the the DET alkej-736 25 6 prediction prediction NOUN alkej-736 25 7 of of ADP alkej-736 25 8 surface surface NOUN alkej-736 25 9 roughness roughness NOUN alkej-736 25 10 considering consider VERB alkej-736 25 11 process process NOUN alkej-736 25 12 parameters parameter NOUN alkej-736 25 13 in in ADP alkej-736 25 14 the the DET alkej-736 25 15 operation operation NOUN alkej-736 25 16 of of ADP alkej-736 25 17 cnc cnc PROPN alkej-736 25 18 turning turning NOUN alkej-736 25 19 . . PUNCT alkej-736 26 1 to to PART alkej-736 26 2 predict predict VERB alkej-736 26 3 the the DET alkej-736 26 4 surface surface NOUN alkej-736 26 5 roughness roughness NOUN alkej-736 26 6 , , PUNCT alkej-736 26 7 they they PRON alkej-736 26 8 utilized utilize VERB alkej-736 26 9 a a DET alkej-736 26 10 neural neural ADJ alkej-736 26 11 network network NOUN alkej-736 26 12 with with ADP alkej-736 26 13 regression regression NOUN alkej-736 26 14 models model NOUN alkej-736 26 15 . . PUNCT alkej-736 27 1 they they PRON alkej-736 27 2 concluded conclude VERB alkej-736 27 3 that that SCONJ alkej-736 27 4 the the DET alkej-736 27 5 estimation estimation NOUN alkej-736 27 6 of of ADP alkej-736 27 7 surface surface NOUN alkej-736 27 8 roughness roughness NOUN alkej-736 27 9 utilizing utilize VERB alkej-736 27 10 neural neural ADJ alkej-736 27 11 networks network NOUN alkej-736 27 12 was be AUX alkej-736 27 13 consistent consistent ADJ alkej-736 27 14 with with ADP alkej-736 27 15 regression regression NOUN alkej-736 27 16 models model NOUN alkej-736 27 17 . . PUNCT alkej-736 28 1 the the DET alkej-736 28 2 impacts impact NOUN alkej-736 28 3 of of ADP alkej-736 28 4 cutting cut VERB alkej-736 28 5 parameters parameter NOUN alkej-736 28 6 on on ADP alkej-736 28 7 surface surface NOUN alkej-736 28 8 finish finish NOUN alkej-736 28 9 when when SCONJ alkej-736 28 10 turning turn VERB alkej-736 28 11 composite composite ADJ alkej-736 28 12 materials material NOUN alkej-736 28 13 utilizing utilize VERB alkej-736 28 14 “ " PUNCT alkej-736 28 15 taguchi taguchi PROPN alkej-736 28 16 experimental experimental PROPN alkej-736 28 17 design design NOUN alkej-736 28 18 techniques technique NOUN alkej-736 28 19 ” " PUNCT alkej-736 28 20 have have AUX alkej-736 28 21 been be AUX alkej-736 28 22 studied study VERB alkej-736 28 23 by by ADP alkej-736 28 24 palanikumar palanikumar PROPN alkej-736 28 25 and and CCONJ alkej-736 28 26 karthikeyan karthikeyan NOUN alkej-736 29 1 [ [ X alkej-736 29 2 5 5 NUM alkej-736 29 3 ] ] PUNCT alkej-736 29 4 . . PUNCT alkej-736 30 1 they they PRON alkej-736 30 2 concluded conclude VERB alkej-736 30 3 that that SCONJ alkej-736 30 4 the the DET alkej-736 30 5 approach approach NOUN alkej-736 30 6 studied study VERB alkej-736 30 7 may may AUX alkej-736 30 8 be be AUX alkej-736 30 9 utilized utilize VERB alkej-736 30 10 to to PART alkej-736 30 11 research research VERB alkej-736 30 12 the the DET alkej-736 30 13 impact impact NOUN alkej-736 30 14 of of ADP alkej-736 30 15 surface surface NOUN alkej-736 30 16 roughness roughness NOUN alkej-736 30 17 with with ADP alkej-736 30 18 a a DET alkej-736 30 19 95 95 NUM alkej-736 30 20 percent percent NOUN alkej-736 30 21 confidence confidence NOUN alkej-736 30 22 level level NOUN alkej-736 30 23 in in ADP alkej-736 30 24 al al PROPN alkej-736 30 25 / / SYM alkej-736 30 26 sic sic ADJ alkej-736 30 27 - - PUNCT alkej-736 30 28 mmc mmc NOUN alkej-736 30 29 composites composite NOUN alkej-736 30 30 . . PUNCT alkej-736 31 1 javidi javidi PROPN alkej-736 31 2 et et PROPN alkej-736 31 3 al al PROPN alkej-736 31 4 . . PUNCT alkej-736 32 1 [ [ X alkej-736 32 2 6 6 NUM alkej-736 32 3 ] ] PUNCT alkej-736 32 4 investigated investigate VERB alkej-736 32 5 the the DET alkej-736 32 6 impact impact NOUN alkej-736 32 7 of of ADP alkej-736 32 8 feed feed NOUN alkej-736 32 9 rate rate NOUN alkej-736 32 10 and and CCONJ alkej-736 32 11 tool tool NOUN alkej-736 32 12 nose nose NOUN alkej-736 32 13 radius radius NOUN alkej-736 32 14 on on ADP alkej-736 32 15 maximum maximum ADJ alkej-736 32 16 surface surface NOUN alkej-736 32 17 roughness roughness NOUN alkej-736 32 18 . . PUNCT alkej-736 33 1 to to PART alkej-736 33 2 evaluate evaluate VERB alkej-736 33 3 optimum optimum ADJ alkej-736 33 4 cutting cutting NOUN alkej-736 33 5 conditions condition NOUN alkej-736 33 6 utilizing utilize VERB alkej-736 33 7 the the DET alkej-736 33 8 “ " PUNCT alkej-736 33 9 taguchi taguchi PROPN alkej-736 33 10 method method PROPN alkej-736 33 11 ” " PUNCT alkej-736 33 12 , , PUNCT alkej-736 33 13 dave dave PROPN alkej-736 33 14 et et PROPN alkej-736 33 15 al al PROPN alkej-736 33 16 . . PUNCT alkej-736 34 1 [ [ X alkej-736 34 2 7 7 NUM alkej-736 34 3 ] ] X alkej-736 34 4 examined examine VERB alkej-736 34 5 surface surface NOUN alkej-736 34 6 roughness roughness NOUN alkej-736 34 7 in in ADP alkej-736 34 8 turned turn VERB alkej-736 34 9 machine machine NOUN alkej-736 34 10 parts part NOUN alkej-736 34 11 . . PUNCT alkej-736 35 1 they they PRON alkej-736 35 2 concluded conclude VERB alkej-736 35 3 that that SCONJ alkej-736 35 4 in in ADP alkej-736 35 5 machining machining NOUN alkej-736 35 6 processes process NOUN alkej-736 35 7 , , PUNCT alkej-736 35 8 surface surface NOUN alkej-736 35 9 roughness roughness NOUN alkej-736 35 10 has have VERB alkej-736 35 11 a a DET alkej-736 35 12 significant significant ADJ alkej-736 35 13 effect effect NOUN alkej-736 35 14 . . PUNCT alkej-736 36 1 lavanya lavanya INTJ alkej-736 36 2 et et PROPN alkej-736 36 3 al al PROPN alkej-736 36 4 . . PUNCT alkej-736 37 1 [ [ X alkej-736 37 2 8 8 NUM alkej-736 37 3 ] ] PUNCT alkej-736 37 4 developed develop VERB alkej-736 37 5 a a DET alkej-736 37 6 predictive predictive ADJ alkej-736 37 7 model model NOUN alkej-736 37 8 on on ADP alkej-736 37 9 the the DET alkej-736 37 10 basis basis NOUN alkej-736 37 11 of of ADP alkej-736 37 12 “ " PUNCT alkej-736 37 13 ann ann PROPN alkej-736 37 14 ” " PUNCT alkej-736 37 15 for for ADP alkej-736 37 16 the the DET alkej-736 37 17 prediction prediction NOUN alkej-736 37 18 of of ADP alkej-736 37 19 aisi-1016 aisi-1016 PROPN alkej-736 37 20 surface surface NOUN alkej-736 37 21 roughness roughness NOUN alkej-736 37 22 during during ADP alkej-736 37 23 orthogonal orthogonal ADJ alkej-736 37 24 turning turning NOUN alkej-736 37 25 with with ADP alkej-736 37 26 cbn cbn PROPN alkej-736 37 27 insert insert PROPN alkej-736 37 28 tool tool NOUN alkej-736 37 29 . . PUNCT alkej-736 38 1 the the DET alkej-736 38 2 experiments experiment NOUN alkej-736 38 3 of of ADP alkej-736 38 4 turning turning NOUN alkej-736 38 5 were be AUX alkej-736 38 6 performed perform VERB alkej-736 38 7 at at ADP alkej-736 38 8 various various ADJ alkej-736 38 9 process process NOUN alkej-736 38 10 conditions condition NOUN alkej-736 38 11 utilizing utilize VERB alkej-736 38 12 full full ADJ alkej-736 38 13 factorial factorial ADJ alkej-736 38 14 design design NOUN alkej-736 38 15 . . PUNCT alkej-736 39 1 feed feed NOUN alkej-736 39 2 rate rate NOUN alkej-736 39 3 , , PUNCT alkej-736 39 4 cutting cut VERB alkej-736 39 5 speed speed NOUN alkej-736 39 6 and and CCONJ alkej-736 39 7 depth depth NOUN alkej-736 39 8 of of ADP alkej-736 39 9 cut cut NOUN alkej-736 39 10 , , PUNCT alkej-736 39 11 were be AUX alkej-736 39 12 the the DET alkej-736 39 13 input input NOUN alkej-736 39 14 parameters parameter NOUN alkej-736 39 15 while while SCONJ alkej-736 39 16 the the DET alkej-736 39 17 surface surface NOUN alkej-736 39 18 roughness roughness NOUN alkej-736 39 19 was be AUX alkej-736 39 20 the the DET alkej-736 39 21 output output NOUN alkej-736 39 22 variable variable NOUN alkej-736 39 23 . . PUNCT alkej-736 40 1 the the DET alkej-736 40 2 obtained obtain VERB alkej-736 40 3 results result NOUN alkej-736 40 4 concluded conclude VERB alkej-736 40 5 that that SCONJ alkej-736 40 6 ann ann PROPN alkej-736 40 7 is be AUX alkej-736 40 8 dependable dependable ADJ alkej-736 40 9 method method NOUN alkej-736 40 10 , , PUNCT alkej-736 40 11 and and CCONJ alkej-736 40 12 it it PRON alkej-736 40 13 can can AUX alkej-736 40 14 be be AUX alkej-736 40 15 easily easily ADV alkej-736 40 16 used use VERB alkej-736 40 17 to to ADP alkej-736 40 18 various various ADJ alkej-736 40 19 metal metal NOUN alkej-736 40 20 cutting cutting NOUN alkej-736 40 21 processes process NOUN alkej-736 40 22 with with ADP alkej-736 40 23 higher high ADJ alkej-736 40 24 confidence confidence NOUN alkej-736 40 25 . . PUNCT alkej-736 41 1 kant kant PROPN alkej-736 41 2 et et PROPN alkej-736 41 3 al al PROPN alkej-736 41 4 . . PUNCT alkej-736 42 1 [ [ X alkej-736 42 2 9 9 NUM alkej-736 42 3 ] ] PUNCT alkej-736 42 4 joined join VERB alkej-736 42 5 the the DET alkej-736 42 6 ann ann PROPN alkej-736 42 7 along along ADP alkej-736 42 8 with with ADP alkej-736 42 9 a a DET alkej-736 42 10 geneticalgorithm geneticalgorithm PROPN alkej-736 42 11 ( ( PUNCT alkej-736 42 12 ga ga PROPN alkej-736 42 13 ) ) PUNCT alkej-736 42 14 for for ADP alkej-736 42 15 surface surface NOUN alkej-736 42 16 roughness roughness NOUN alkej-736 42 17 prediction prediction NOUN alkej-736 42 18 and and CCONJ alkej-736 42 19 optimization optimization NOUN alkej-736 42 20 . . PUNCT alkej-736 43 1 vaibhav vaibhav PROPN alkej-736 43 2 and and CCONJ alkej-736 43 3 sachin sachin PROPN alkej-736 44 1 [ [ X alkej-736 44 2 10 10 NUM alkej-736 44 3 ] ] PUNCT alkej-736 44 4 investigated investigate VERB alkej-736 44 5 boring boring ADJ alkej-736 44 6 aluminum aluminum NOUN alkej-736 44 7 material material NOUN alkej-736 44 8 on on ADP alkej-736 44 9 cnc cnc PROPN alkej-736 44 10 machining machining NOUN alkej-736 44 11 taking taking NOUN alkej-736 44 12 into into ADP alkej-736 44 13 account account NOUN alkej-736 44 14 spindle spindle NOUN alkej-736 44 15 speed speed NOUN alkej-736 44 16 , , PUNCT alkej-736 44 17 feed feed NOUN alkej-736 44 18 rate rate NOUN alkej-736 44 19 , , PUNCT alkej-736 44 20 and and CCONJ alkej-736 44 21 depth depth NOUN alkej-736 44 22 of of ADP alkej-736 44 23 cut cut NOUN alkej-736 44 24 to to PART alkej-736 44 25 get get VERB alkej-736 44 26 minimum minimum ADJ alkej-736 44 27 surface surface NOUN alkej-736 44 28 roughness roughness NOUN alkej-736 44 29 utilizing utilize VERB alkej-736 44 30 the the DET alkej-736 44 31 " " PUNCT alkej-736 44 32 taguchi taguchi PROPN alkej-736 44 33 method method PROPN alkej-736 44 34 " " PUNCT alkej-736 44 35 . . PUNCT alkej-736 45 1 they they PRON alkej-736 45 2 suggested suggest VERB alkej-736 45 3 that that SCONJ alkej-736 45 4 the the DET alkej-736 45 5 most most ADV alkej-736 45 6 important important ADJ alkej-736 45 7 parameters parameter NOUN alkej-736 45 8 for for ADP alkej-736 45 9 surface surface NOUN alkej-736 45 10 roughness roughness NOUN alkej-736 45 11 are be AUX alkej-736 45 12 depth depth NOUN alkej-736 45 13 of of ADP alkej-736 45 14 cut cut NOUN alkej-736 45 15 and and CCONJ alkej-736 45 16 spindle spindle ADJ alkej-736 45 17 speed speed NOUN alkej-736 45 18 . . PUNCT alkej-736 46 1 das das PROPN alkej-736 46 2 et et PROPN alkej-736 46 3 al al PROPN alkej-736 46 4 . . PUNCT alkej-736 47 1 [ [ X alkej-736 47 2 11 11 NUM alkej-736 47 3 ] ] PUNCT alkej-736 47 4 investigated investigate VERB alkej-736 47 5 surface surface NOUN alkej-736 47 6 roughness roughness NOUN alkej-736 47 7 in in ADP alkej-736 47 8 cnc cnc PROPN alkej-736 47 9 turning turning NOUN alkej-736 47 10 taking take VERB alkej-736 47 11 into into ADP alkej-736 47 12 account account NOUN alkej-736 47 13 feed feed NOUN alkej-736 47 14 rate rate NOUN alkej-736 47 15 , , PUNCT alkej-736 47 16 cutting cut VERB alkej-736 47 17 depth depth NOUN alkej-736 47 18 , , PUNCT alkej-736 47 19 and and CCONJ alkej-736 47 20 spindle spindle NOUN alkej-736 47 21 speed speed NOUN alkej-736 47 22 utilizing utilize VERB alkej-736 47 23 the the DET alkej-736 47 24 " " PUNCT alkej-736 47 25 taguchi taguchi PROPN alkej-736 47 26 method method PROPN alkej-736 47 27 " " PUNCT alkej-736 47 28 . . PUNCT alkej-736 48 1 the the DET alkej-736 48 2 verification verification NOUN alkej-736 48 3 of of ADP alkej-736 48 4 these these DET alkej-736 48 5 parameters parameter NOUN alkej-736 48 6 was be AUX alkej-736 48 7 justified justify VERB alkej-736 48 8 by by ADP alkej-736 48 9 utilizing utilize VERB alkej-736 48 10 " " PUNCT alkej-736 48 11 taguchi taguchi PROPN alkej-736 48 12 method method PROPN alkej-736 48 13 " " PUNCT alkej-736 48 14 . . PUNCT alkej-736 49 1 gupta gupta PROPN alkej-736 49 2 and and CCONJ alkej-736 49 3 kumar kumar PROPN alkej-736 49 4 [ [ X alkej-736 49 5 12 12 NUM alkej-736 49 6 ] ] PUNCT alkej-736 49 7 examined examine VERB alkej-736 49 8 surface surface NOUN alkej-736 49 9 roughness roughness NOUN alkej-736 49 10 and and CCONJ alkej-736 49 11 material material NOUN alkej-736 49 12 removal removal NOUN alkej-736 49 13 rate rate NOUN alkej-736 49 14 in in ADP alkej-736 49 15 turning turn VERB alkej-736 49 16 operation operation NOUN alkej-736 49 17 utilizing utilize VERB alkej-736 49 18 the the DET alkej-736 49 19 " " PUNCT alkej-736 49 20 taguchi taguchi PROPN alkej-736 49 21 method method PROPN alkej-736 49 22 " " PUNCT alkej-736 49 23 , , PUNCT alkej-736 49 24 taking take VERB alkej-736 49 25 into into ADP alkej-736 49 26 account account NOUN alkej-736 49 27 rake rake NOUN alkej-736 49 28 angle angle NOUN alkej-736 49 29 and and CCONJ alkej-736 49 30 nose nose NOUN alkej-736 49 31 radius radius NOUN alkej-736 49 32 of of ADP alkej-736 49 33 the the DET alkej-736 49 34 tool tool NOUN alkej-736 49 35 , , PUNCT alkej-736 49 36 feed feed NOUN alkej-736 49 37 rate rate NOUN alkej-736 49 38 , , PUNCT alkej-736 49 39 spindle spindle NOUN alkej-736 49 40 speed speed NOUN alkej-736 49 41 , , PUNCT alkej-736 49 42 and and CCONJ alkej-736 49 43 cutting cut VERB alkej-736 49 44 depth depth NOUN alkej-736 49 45 . . PUNCT alkej-736 50 1 they they PRON alkej-736 50 2 finalized finalize VERB alkej-736 50 3 that that SCONJ alkej-736 50 4 surface surface NOUN alkej-736 50 5 roughness roughness NOUN alkej-736 50 6 increases increase VERB alkej-736 50 7 with with ADP alkej-736 50 8 feed feed NOUN alkej-736 50 9 rate rate NOUN alkej-736 50 10 . . PUNCT alkej-736 51 1 sonali sonali PROPN alkej-736 51 2 et et PROPN alkej-736 51 3 al al PROPN alkej-736 51 4 . . PUNCT alkej-736 52 1 [ [ X alkej-736 52 2 13 13 NUM alkej-736 52 3 ] ] PUNCT alkej-736 52 4 examined examine VERB alkej-736 52 5 optimum optimum ADJ alkej-736 52 6 machining machining NOUN alkej-736 52 7 parameters parameter NOUN alkej-736 52 8 considering consider VERB alkej-736 52 9 surface surface NOUN alkej-736 52 10 roughness roughness NOUN alkej-736 52 11 on on ADP alkej-736 52 12 aluminum aluminum NOUN alkej-736 52 13 6061 6061 NUM alkej-736 52 14 . . PUNCT alkej-736 53 1 they they PRON alkej-736 53 2 concluded conclude VERB alkej-736 53 3 that that SCONJ alkej-736 53 4 feed feed NOUN alkej-736 53 5 rate rate NOUN alkej-736 53 6 , , PUNCT alkej-736 53 7 depth depth NOUN alkej-736 53 8 of of ADP alkej-736 53 9 cut cut NOUN alkej-736 53 10 , , PUNCT alkej-736 53 11 spindle spindle NOUN alkej-736 53 12 speed speed NOUN alkej-736 53 13 , , PUNCT alkej-736 53 14 and and CCONJ alkej-736 53 15 nose nose NOUN alkej-736 53 16 radius radius NOUN alkej-736 53 17 had have VERB alkej-736 53 18 a a DET alkej-736 53 19 significant significant ADJ alkej-736 53 20 effect effect NOUN alkej-736 53 21 on on ADP alkej-736 53 22 surface surface NOUN alkej-736 53 23 roughness roughness NOUN alkej-736 53 24 . . PUNCT alkej-736 54 1 dahbi dahbi PROPN alkej-736 54 2 et et PROPN alkej-736 54 3 al.[14 al.[14 PROPN alkej-736 54 4 ] ] PUNCT alkej-736 54 5 researched research VERB alkej-736 54 6 turning turn VERB alkej-736 54 7 2017a 2017a NUM alkej-736 54 8 aluminum aluminum NOUN alkej-736 54 9 alloy alloy NOUN alkej-736 54 10 utilizing utilize VERB alkej-736 54 11 a a DET alkej-736 54 12 cnc cnc PROPN alkej-736 54 13 lathe lathe NOUN alkej-736 54 14 machine machine NOUN alkej-736 54 15 to to PART alkej-736 54 16 calculate calculate VERB alkej-736 54 17 different different ADJ alkej-736 54 18 cutting cutting NOUN alkej-736 54 19 parameters parameter NOUN alkej-736 54 20 . . PUNCT alkej-736 55 1 utilizing utilize VERB alkej-736 55 2 ann ann PROPN alkej-736 55 3 , , PUNCT alkej-736 55 4 they they PRON alkej-736 55 5 investigated investigate VERB alkej-736 55 6 the the DET alkej-736 55 7 cutting cut VERB alkej-736 55 8 parameters parameter NOUN alkej-736 55 9 and and CCONJ alkej-736 55 10 their their PRON alkej-736 55 11 impact impact NOUN alkej-736 55 12 on on ADP alkej-736 55 13 surface surface NOUN alkej-736 55 14 roughness roughness NOUN alkej-736 55 15 . . PUNCT alkej-736 56 1 the the DET alkej-736 56 2 formulated formulated ADJ alkej-736 56 3 ann ann PROPN alkej-736 56 4 network network NOUN alkej-736 56 5 founded found VERB alkej-736 56 6 that that SCONJ alkej-736 56 7 the the DET alkej-736 56 8 experimental experimental ADJ alkej-736 56 9 result result NOUN alkej-736 56 10 was be AUX alkej-736 56 11 in in ADP alkej-736 56 12 near near ADJ alkej-736 56 13 agreement agreement NOUN alkej-736 56 14 with with ADP alkej-736 56 15 the the DET alkej-736 56 16 predicted predict VERB alkej-736 56 17 results result NOUN alkej-736 56 18 . . PUNCT alkej-736 57 1 pawan pawan NOUN alkej-736 57 2 and and CCONJ alkej-736 57 3 misra misra VERB alkej-736 58 1 [ [ X alkej-736 58 2 15 15 NUM alkej-736 58 3 ] ] PUNCT alkej-736 58 4 suggested suggest VERB alkej-736 58 5 an an DET alkej-736 58 6 enhanced enhanced ADJ alkej-736 58 7 predictive predictive ADJ alkej-736 58 8 model model NOUN alkej-736 58 9 for for ADP alkej-736 58 10 dss dss NOUN alkej-736 58 11 turned turn VERB alkej-736 58 12 component component NOUN alkej-736 58 13     SPACE alkej-736 58 14 surface surface NOUN alkej-736 58 15 roughness roughness NOUN alkej-736 58 16 . . PUNCT alkej-736 59 1 the the DET alkej-736 59 2 impact impact NOUN alkej-736 59 3 of of ADP alkej-736 59 4 different different ADJ alkej-736 59 5 input input NOUN alkej-736 59 6 cutting cut VERB alkej-736 59 7 parameter parameter NOUN alkej-736 59 8 namely namely ADV alkej-736 59 9 feed feed NOUN alkej-736 59 10 rate rate NOUN alkej-736 59 11 , , PUNCT alkej-736 59 12 cutting cut VERB alkej-736 59 13 speed speed NOUN alkej-736 59 14 , , PUNCT alkej-736 59 15 and and CCONJ alkej-736 59 16 approach approach NOUN alkej-736 59 17 angle angle NOUN alkej-736 59 18 are be AUX alkej-736 59 19 taken take VERB alkej-736 59 20 into into ADP alkej-736 59 21 account account NOUN alkej-736 59 22 for for ADP alkej-736 59 23 the the DET alkej-736 59 24 established establish VERB alkej-736 59 25 model model NOUN alkej-736 59 26 . . PUNCT alkej-736 60 1 the the DET alkej-736 60 2 l9 l9 PROPN alkej-736 60 3 orthogonal orthogonal ADJ alkej-736 60 4 array array NOUN alkej-736 60 5 on on ADP alkej-736 60 6 a a DET alkej-736 60 7 turning turn VERB alkej-736 60 8 machine machine NOUN alkej-736 60 9 with with ADP alkej-736 60 10 analysis analysis NOUN alkej-736 60 11 of of ADP alkej-736 60 12 variance variance NOUN alkej-736 60 13 were be AUX alkej-736 60 14 utilized utilize VERB alkej-736 60 15 to to PART alkej-736 60 16 examine examine VERB alkej-736 60 17 the the DET alkej-736 60 18 impact impact NOUN alkej-736 60 19 of of ADP alkej-736 60 20 process process NOUN alkej-736 60 21 parameters parameter NOUN alkej-736 60 22 on on ADP alkej-736 60 23 surface surface NOUN alkej-736 60 24 roughness roughness NOUN alkej-736 60 25 . . PUNCT alkej-736 61 1 they they PRON alkej-736 61 2 concluded conclude VERB alkej-736 61 3 that that SCONJ alkej-736 61 4 the the DET alkej-736 61 5 feed feed NOUN alkej-736 61 6 rate rate NOUN alkej-736 61 7 was be AUX alkej-736 61 8 the the DET alkej-736 61 9 most most ADV alkej-736 61 10 important important ADJ alkej-736 61 11 factor factor NOUN alkej-736 61 12 followed follow VERB alkej-736 61 13 by by ADP alkej-736 61 14 cutting cut VERB alkej-736 61 15 speed speed NOUN alkej-736 61 16 and and CCONJ alkej-736 61 17 approach approach NOUN alkej-736 61 18 angle angle NOUN alkej-736 61 19 . . PUNCT alkej-736 62 1 joshy joshy PROPN alkej-736 62 2 et et PROPN alkej-736 62 3 al al PROPN alkej-736 62 4 . . PUNCT alkej-736 63 1 [ [ X alkej-736 63 2 16 16 NUM alkej-736 63 3 ] ] PUNCT alkej-736 63 4 performed perform VERB alkej-736 63 5 cnc cnc PROPN alkej-736 63 6 turning turn VERB alkej-736 63 7 operation operation NOUN alkej-736 63 8 on on ADP alkej-736 63 9 the the DET alkej-736 63 10 material material NOUN alkej-736 63 11 of of ADP alkej-736 63 12 aluminum aluminum NOUN alkej-736 63 13 alloy alloy NOUN alkej-736 63 14 7075 7075 NUM alkej-736 63 15 and and CCONJ alkej-736 63 16 the the DET alkej-736 63 17 surface surface NOUN alkej-736 63 18 roughness roughness NOUN alkej-736 63 19 was be AUX alkej-736 63 20 conducted conduct VERB alkej-736 63 21 by by ADP alkej-736 63 22 considering consider VERB alkej-736 63 23 machining machine VERB alkej-736 63 24 parameters parameter NOUN alkej-736 63 25 like like ADP alkej-736 63 26 feed feed NOUN alkej-736 63 27 rate rate NOUN alkej-736 63 28 , , PUNCT alkej-736 63 29 depth depth NOUN alkej-736 63 30 of of ADP alkej-736 63 31 cut cut NOUN alkej-736 63 32 , , PUNCT alkej-736 63 33 and and CCONJ alkej-736 63 34 spindle spindle NOUN alkej-736 63 35 speed speed NOUN alkej-736 63 36 . . PUNCT alkej-736 64 1 the the DET alkej-736 64 2 optimization optimization NOUN alkej-736 64 3 of of ADP alkej-736 64 4 the the DET alkej-736 64 5 process process NOUN alkej-736 64 6 was be AUX alkej-736 64 7 carried carry VERB alkej-736 64 8 out out ADP alkej-736 64 9 utilizing utilize VERB alkej-736 64 10 “ " PUNCT alkej-736 64 11 analysis analysis NOUN alkej-736 64 12 of of ADP alkej-736 64 13 variance variance NOUN alkej-736 64 14 ( ( PUNCT alkej-736 64 15 anova anova PROPN alkej-736 64 16 ) ) PUNCT alkej-736 64 17 ” " PUNCT alkej-736 64 18 . . PUNCT alkej-736 65 1 the the DET alkej-736 65 2 prediction prediction NOUN alkej-736 65 3 of of ADP alkej-736 65 4 surface surface NOUN alkej-736 65 5 roughness roughness NOUN alkej-736 65 6 has have AUX alkej-736 65 7 been be AUX alkej-736 65 8 carried carry VERB alkej-736 65 9 out out ADP alkej-736 65 10 utilizing utilize VERB alkej-736 65 11 the the DET alkej-736 65 12 " " PUNCT alkej-736 65 13 feed feed NOUN alkej-736 65 14 - - PUNCT alkej-736 65 15 forward forward NOUN alkej-736 65 16 backpropagation backpropagation NOUN alkej-736 65 17 ann ann PROPN alkej-736 65 18 method method PROPN alkej-736 65 19 ” " PUNCT alkej-736 65 20 . . PUNCT alkej-736 66 1 suresh suresh PROPN alkej-736 66 2 et et PROPN alkej-736 66 3 al al PROPN alkej-736 66 4 . . PUNCT alkej-736 67 1 [ [ X alkej-736 67 2 17 17 NUM alkej-736 67 3 ] ] PUNCT alkej-736 67 4 investigated investigate VERB alkej-736 67 5 the the DET alkej-736 67 6 impact impact NOUN alkej-736 67 7 of of ADP alkej-736 67 8 cutting cut VERB alkej-736 67 9 parameters parameter NOUN alkej-736 67 10 on on ADP alkej-736 67 11 surface surface NOUN alkej-736 67 12 roughness roughness NOUN alkej-736 67 13 creation creation NOUN alkej-736 67 14 in in ADP alkej-736 67 15 machining machining NOUN alkej-736 67 16 of of ADP alkej-736 67 17 duplex duplex NOUN alkej-736 67 18 stainless stainless ADJ alkej-736 67 19 steel steel NOUN alkej-736 67 20 ( ( PUNCT alkej-736 67 21 dss dss NOUN alkej-736 67 22 ) ) PUNCT alkej-736 67 23 with with ADP alkej-736 67 24 tin tin NOUN alkej-736 67 25 coated coat VERB alkej-736 67 26 carbide carbide NOUN alkej-736 67 27 tool tool NOUN alkej-736 67 28 . . PUNCT alkej-736 68 1 taguchi taguchi PROPN alkej-736 68 2 technique technique NOUN alkej-736 68 3 is be AUX alkej-736 68 4 utilized utilize VERB alkej-736 68 5 for for ADP alkej-736 68 6 optimizing optimize VERB alkej-736 68 7 the the DET alkej-736 68 8 cutting cut VERB alkej-736 68 9 parameters parameter NOUN alkej-736 68 10 . . PUNCT alkej-736 69 1 l27 l27 PROPN alkej-736 69 2 orthogonal orthogonal ADJ alkej-736 69 3 array array NOUN alkej-736 69 4 was be AUX alkej-736 69 5 utilized utilize VERB alkej-736 69 6 to to PART alkej-736 69 7 conduct conduct VERB alkej-736 69 8 the the DET alkej-736 69 9 experimental experimental ADJ alkej-736 69 10 trials trial NOUN alkej-736 69 11 . . PUNCT alkej-736 70 1 the the DET alkej-736 70 2 obtained obtain VERB alkej-736 70 3 results result NOUN alkej-736 70 4 indicated indicate VERB alkej-736 70 5 that that SCONJ alkej-736 70 6 the the DET alkej-736 70 7 surface surface NOUN alkej-736 70 8 roughness roughness NOUN alkej-736 70 9 decreases decrease VERB alkej-736 70 10 with with ADP alkej-736 70 11 increase increase NOUN alkej-736 70 12 in in ADP alkej-736 70 13 cutting cut VERB alkej-736 70 14 speed speed NOUN alkej-736 70 15 and and CCONJ alkej-736 70 16 low low ADJ alkej-736 70 17 feed feed NOUN alkej-736 70 18 rate rate NOUN alkej-736 70 19 . . PUNCT alkej-736 71 1 elsadek elsadek PROPN alkej-736 71 2 et et PROPN alkej-736 71 3 al al PROPN alkej-736 71 4 . . PUNCT alkej-736 72 1 [ [ X alkej-736 72 2 18 18 NUM alkej-736 72 3 ] ] PUNCT alkej-736 72 4 applied apply VERB alkej-736 72 5 “ " PUNCT alkej-736 72 6 ann ann PROPN alkej-736 72 7 ” " PUNCT alkej-736 72 8 and and CCONJ alkej-736 72 9 response response NOUN alkej-736 72 10 surface surface NOUN alkej-736 72 11 methodology methodology NOUN alkej-736 72 12 ( ( PUNCT alkej-736 72 13 rsm rsm NOUN alkej-736 72 14 ) ) PUNCT alkej-736 72 15 predictive predictive ADJ alkej-736 72 16 tools tool NOUN alkej-736 72 17 for for ADP alkej-736 72 18 predicting predict VERB alkej-736 72 19 " " PUNCT alkej-736 72 20 surface surface NOUN alkej-736 72 21 roughness roughness NOUN alkej-736 72 22 " " PUNCT alkej-736 72 23 on on ADP alkej-736 72 24 hardturning hardturning NOUN alkej-736 72 25 of of ADP alkej-736 72 26 aisi aisi PROPN alkej-736 72 27 h13 h13 PROPN alkej-736 72 28 hot hot ADJ alkej-736 72 29 work work NOUN alkej-736 72 30 steel steel NOUN alkej-736 72 31 . . PUNCT alkej-736 73 1 it it PRON alkej-736 73 2 is be AUX alkej-736 73 3 noted note VERB alkej-736 73 4 from from ADP alkej-736 73 5 the the DET alkej-736 73 6 above above ADJ alkej-736 73 7 literature literature NOUN alkej-736 73 8 that that PRON alkej-736 73 9 many many ADJ alkej-736 73 10 studies study NOUN alkej-736 73 11 have have AUX alkej-736 73 12 been be AUX alkej-736 73 13 studied study VERB alkej-736 73 14 for for ADP alkej-736 73 15 different different ADJ alkej-736 73 16 materials material NOUN alkej-736 73 17 utilizing utilize VERB alkej-736 73 18 the the DET alkej-736 73 19 ann ann PROPN alkej-736 73 20 method method NOUN alkej-736 73 21 to to PART alkej-736 73 22 optimize optimize VERB alkej-736 73 23 surface surface NOUN alkej-736 73 24 roughness roughness NOUN alkej-736 73 25 . . PUNCT alkej-736 74 1 hence hence ADV alkej-736 74 2 , , PUNCT alkej-736 74 3 the the DET alkej-736 74 4 present present ADJ alkej-736 74 5 study study NOUN alkej-736 74 6 analyzes analyze VERB alkej-736 74 7 the the DET alkej-736 74 8 effects effect NOUN alkej-736 74 9 of of ADP alkej-736 74 10 cutting cut VERB alkej-736 74 11 speed speed NOUN alkej-736 74 12 , , PUNCT alkej-736 74 13 feed feed NOUN alkej-736 74 14 rate rate NOUN alkej-736 74 15 , , PUNCT alkej-736 74 16 and and CCONJ alkej-736 74 17 depth depth NOUN alkej-736 74 18 of of ADP alkej-736 74 19 cut cut NOUN alkej-736 74 20 on on ADP alkej-736 74 21 surface surface NOUN alkej-736 74 22 roughness roughness NOUN alkej-736 74 23 ra ra PROPN alkej-736 74 24 by by ADP alkej-736 74 25 developing develop VERB alkej-736 74 26 ann ann PROPN alkej-736 74 27 models model NOUN alkej-736 74 28 during during ADP alkej-736 74 29 turning turn VERB alkej-736 74 30 of of ADP alkej-736 74 31 dss dss NOUN alkej-736 74 32 by by ADP alkej-736 74 33 utilizing utilize VERB alkej-736 74 34 an an DET alkej-736 74 35 uncoated uncoated ADJ alkej-736 74 36 carbide carbide NOUN alkej-736 74 37 insert insert NOUN alkej-736 74 38 tool tool NOUN alkej-736 74 39 . . PUNCT alkej-736 75 1 firstly firstly ADV alkej-736 75 2 , , PUNCT alkej-736 75 3 process process NOUN alkej-736 75 4 parameters parameter NOUN alkej-736 75 5 influencing influence VERB alkej-736 75 6 surface surface NOUN alkej-736 75 7 roughness roughness NOUN alkej-736 75 8 were be AUX alkej-736 75 9 osamah osamah PROPN alkej-736 75 10 f. f. PROPN alkej-736 75 11 abdulateef abdulateef PROPN alkej-736 75 12 al al PROPN alkej-736 75 13 - - PUNCT alkej-736 75 14 khwarizmi khwarizmi PROPN alkej-736 75 15 engineering engineering NOUN alkej-736 75 16 journal journal PROPN alkej-736 75 17 , , PUNCT alkej-736 75 18 vol vol NOUN alkej-736 75 19 . . PROPN alkej-736 75 20 17 17 NUM alkej-736 75 21 , , PUNCT alkej-736 75 22 no no INTJ alkej-736 75 23 . . NOUN alkej-736 75 24 2 2 NUM alkej-736 75 25 , , PUNCT alkej-736 75 26 p.p p.p PROPN alkej-736 75 27 . . NOUN alkej-736 75 28 817 817 NUM alkej-736 75 29 ( ( PUNCT alkej-736 75 30 2021 2021 NUM alkej-736 75 31 ) ) PUNCT alkej-736 75 32         SPACE alkej-736 75 33 10 10 NUM alkej-736 75 34 covered cover VERB alkej-736 75 35 by by ADP alkej-736 75 36 utilizing utilize VERB alkej-736 75 37 the the DET alkej-736 75 38 " " PUNCT alkej-736 75 39 taguchi taguchi PROPN alkej-736 75 40 method method PROPN alkej-736 75 41 " " PUNCT alkej-736 75 42 . . PUNCT alkej-736 76 1 the the DET alkej-736 76 2 experimental experimental ADJ alkej-736 76 3 results result NOUN alkej-736 76 4 are be AUX alkej-736 76 5 based base VERB alkej-736 76 6 on on ADP alkej-736 76 7 the the DET alkej-736 76 8 design design NOUN alkej-736 76 9 of of ADP alkej-736 76 10 the the DET alkej-736 76 11 experiment experiment NOUN alkej-736 76 12 that that PRON alkej-736 76 13 has have AUX alkej-736 76 14 subsequently subsequently ADV alkej-736 76 15 been be AUX alkej-736 76 16 utilized utilize VERB alkej-736 76 17 for for ADP alkej-736 76 18 training train VERB alkej-736 76 19 the the DET alkej-736 76 20 ann ann PROPN alkej-736 76 21 model model NOUN alkej-736 76 22 . . PUNCT alkej-736 77 1 finally finally ADV alkej-736 77 2 , , PUNCT alkej-736 77 3 experimental experimental ADJ alkej-736 77 4 confirmations confirmation NOUN alkej-736 77 5 are be AUX alkej-736 77 6 carried carry VERB alkej-736 77 7 out out ADP alkej-736 77 8 on on ADP alkej-736 77 9 the the DET alkej-736 77 10 developed develop VERB alkej-736 77 11 model model NOUN alkej-736 77 12 , , PUNCT alkej-736 77 13 and and CCONJ alkej-736 77 14 comparisons comparison NOUN alkej-736 77 15 are be AUX alkej-736 77 16 made make VERB alkej-736 77 17 between between ADP alkej-736 77 18 experimental experimental ADJ alkej-736 77 19 and and CCONJ alkej-736 77 20 predicted predict VERB alkej-736 77 21 results result NOUN alkej-736 77 22 of of ADP alkej-736 77 23 ann ann PROPN alkej-736 77 24 . . PROPN alkej-736 78 1 2 2 NUM alkej-736 78 2 . . X alkej-736 78 3 methodology methodology NOUN alkej-736 78 4 2.1 2.1 NUM alkej-736 78 5 experimental experimental ADJ alkej-736 78 6 procedure procedure NOUN alkej-736 78 7 in in ADP alkej-736 78 8 the the DET alkej-736 78 9 present present ADJ alkej-736 78 10 work work NOUN alkej-736 78 11 , , PUNCT alkej-736 78 12 the the DET alkej-736 78 13 used used ADJ alkej-736 78 14 workpiece workpiece NOUN alkej-736 78 15 material material NOUN alkej-736 78 16 is be AUX alkej-736 78 17 dss dss NOUN alkej-736 78 18 bar bar NOUN alkej-736 78 19 of of ADP alkej-736 78 20 300 300 NUM alkej-736 78 21 mm mm NOUN alkej-736 78 22 length length NOUN alkej-736 78 23 and and CCONJ alkej-736 78 24 50 50 NUM alkej-736 78 25 mm mm NOUN alkej-736 78 26 in in ADP alkej-736 78 27 diameter diameter NOUN alkej-736 78 28 . . PUNCT alkej-736 79 1 utilizing utilize VERB alkej-736 79 2 the the DET alkej-736 79 3 psg psg PROPN alkej-736 79 4 - - PUNCT alkej-736 79 5 a141 a141 PROPN alkej-736 79 6 traditional traditional ADJ alkej-736 79 7 lathe lathe NOUN alkej-736 79 8 machine machine NOUN alkej-736 79 9 with with ADP alkej-736 79 10 an an DET alkej-736 79 11 uncoated uncoated ADJ alkej-736 79 12 carbide carbide NOUN alkej-736 79 13 insert insert NOUN alkej-736 79 14 tool tool NOUN alkej-736 79 15 , , PUNCT alkej-736 79 16 dry dry ADJ alkej-736 79 17 turning turning NOUN alkej-736 79 18 is be AUX alkej-736 79 19 performed perform VERB alkej-736 79 20 on on ADP alkej-736 79 21 all all DET alkej-736 79 22 workpieces workpiece NOUN alkej-736 79 23 as as SCONJ alkej-736 79 24 shown show VERB alkej-736 79 25 in in ADP alkej-736 79 26 figure figure NOUN alkej-736 79 27 1 1 NUM alkej-736 79 28 . . PUNCT alkej-736 80 1 for for ADP alkej-736 80 2 the the DET alkej-736 80 3 experimental experimental ADJ alkej-736 80 4 design design NOUN alkej-736 80 5 , , PUNCT alkej-736 80 6 taguchi taguchi PROPN alkej-736 80 7 's 's PART alkej-736 80 8 l27 l27 PROPN alkej-736 80 9 orthogonal orthogonal ADJ alkej-736 80 10 array array NOUN alkej-736 80 11 is be AUX alkej-736 80 12 selected select VERB alkej-736 80 13 . . PUNCT alkej-736 81 1 the the DET alkej-736 81 2 experiments experiment NOUN alkej-736 81 3 are be AUX alkej-736 81 4 carried carry VERB alkej-736 81 5 out out ADP alkej-736 81 6 by by ADP alkej-736 81 7 changing change VERB alkej-736 81 8 the the DET alkej-736 81 9 process process NOUN alkej-736 81 10 parameters parameter NOUN alkej-736 81 11 and and CCONJ alkej-736 81 12 the the DET alkej-736 81 13 mean mean ADJ alkej-736 81 14 surface surface NOUN alkej-736 81 15 roughness roughness NOUN alkej-736 81 16 values value NOUN alkej-736 81 17 ( ( PUNCT alkej-736 81 18 ra ra NOUN alkej-736 81 19 ) ) PUNCT alkej-736 81 20 with with ADP alkej-736 81 21 a a DET alkej-736 81 22 sampling sampling NOUN alkej-736 81 23 length length NOUN alkej-736 81 24 of of ADP alkej-736 81 25 5 5 NUM alkej-736 81 26 mm mm NOUN alkej-736 81 27 were be AUX alkej-736 81 28 measured measure VERB alkej-736 81 29 . . PUNCT alkej-736 82 1 table table NOUN alkej-736 82 2 1 1 NUM alkej-736 82 3 shows show VERB alkej-736 82 4 the the DET alkej-736 82 5 considered consider VERB alkej-736 82 6 cutting cut VERB alkej-736 82 7 parameters parameter NOUN alkej-736 82 8 and and CCONJ alkej-736 82 9 their their PRON alkej-736 82 10 levels level NOUN alkej-736 82 11 . . PUNCT alkej-736 83 1 fig fig NOUN alkej-736 83 2 . . PUNCT alkej-736 84 1 1 1 X alkej-736 84 2 . . X alkej-736 84 3 turning turn VERB alkej-736 84 4 process process NOUN alkej-736 84 5 in in ADP alkej-736 84 6 experimental experimental ADJ alkej-736 84 7 work work NOUN alkej-736 84 8 . . PUNCT alkej-736 85 1 table table NOUN alkej-736 85 2 1 1 NUM alkej-736 85 3 , , PUNCT alkej-736 85 4 control control NOUN alkej-736 85 5 factors factor NOUN alkej-736 85 6 and and CCONJ alkej-736 85 7 levels level NOUN alkej-736 85 8 control control VERB alkej-736 85 9 factors factor NOUN alkej-736 85 10 units unit NOUN alkej-736 85 11 level level VERB alkej-736 85 12 1 1 NUM alkej-736 85 13 level level NOUN alkej-736 85 14 2 2 NUM alkej-736 85 15 level level NOUN alkej-736 85 16 3 3 NUM alkej-736 85 17 cutting cut VERB alkej-736 85 18 speed speed NOUN alkej-736 85 19 , , PUNCT alkej-736 85 20 v v ADP alkej-736 85 21 rev/ rev/ ADJ alkej-736 85 22 min min NOUN alkej-736 85 23 355 355 NUM alkej-736 85 24 230 230 NUM alkej-736 85 25 150 150 NUM alkej-736 85 26 feed feed NOUN alkej-736 85 27 rate rate NOUN alkej-736 85 28 , , PUNCT alkej-736 85 29 f f PROPN alkej-736 85 30 mm mm PROPN alkej-736 85 31 / / SYM alkej-736 85 32 min min PROPN alkej-736 85 33 0.3 0.3 NUM alkej-736 85 34 0.13 0.13 NUM alkej-736 85 35 0.07 0.07 NUM alkej-736 85 36 cutting cutting NOUN alkej-736 85 37 depth depth NOUN alkej-736 85 38 , , PUNCT alkej-736 86 1 d d NOUN alkej-736 86 2 mm mm PROPN alkej-736 86 3 0.6 0.6 NUM alkej-736 86 4 0.4 0.4 NUM alkej-736 86 5 0.2 0.2 NUM alkej-736 86 6 an an DET alkej-736 86 7 experimental experimental ADJ alkej-736 86 8 plan plan NOUN alkej-736 86 9 is be AUX alkej-736 86 10 needed need VERB alkej-736 86 11 to to PART alkej-736 86 12 build build VERB alkej-736 86 13 a a DET alkej-736 86 14 simulation simulation NOUN alkej-736 86 15 model model NOUN alkej-736 86 16 on on ADP alkej-736 86 17 the the DET alkej-736 86 18 basis basis NOUN alkej-736 86 19 of of ADP alkej-736 86 20 the the DET alkej-736 86 21 ann ann PROPN alkej-736 86 22 that that PRON alkej-736 86 23 concerns concern VERB alkej-736 86 24 to to ADP alkej-736 86 25 the the DET alkej-736 86 26 average average ADJ alkej-736 86 27 surface surface NOUN alkej-736 86 28 roughness roughness NOUN alkej-736 86 29 and and CCONJ alkej-736 86 30 cutting cut VERB alkej-736 86 31 parameters parameter NOUN alkej-736 86 32 . . PUNCT alkej-736 87 1 often often ADV alkej-736 87 2 , , PUNCT alkej-736 87 3 the the DET alkej-736 87 4 classic classic ADJ alkej-736 87 5 experiment experiment NOUN alkej-736 87 6 design design NOUN alkej-736 87 7 is be AUX alkej-736 87 8 too too ADV alkej-736 87 9 complicated complicated ADJ alkej-736 87 10 , , PUNCT alkej-736 87 11 considerable considerable ADJ alkej-736 87 12 time time NOUN alkej-736 87 13 , , PUNCT alkej-736 87 14 and and CCONJ alkej-736 87 15 difficult difficult ADJ alkej-736 87 16 to to PART alkej-736 87 17 use use VERB alkej-736 87 18 . . PUNCT alkej-736 88 1 therefore therefore ADV alkej-736 88 2 , , PUNCT alkej-736 88 3 the the DET alkej-736 88 4 taguchi taguchi PROPN alkej-736 88 5 design design NOUN alkej-736 88 6 of of ADP alkej-736 88 7 the the DET alkej-736 88 8 experiment experiment NOUN alkej-736 88 9 has have AUX alkej-736 88 10 been be AUX alkej-736 88 11 included include VERB alkej-736 88 12 in in ADP alkej-736 88 13 the the DET alkej-736 88 14 current current ADJ alkej-736 88 15 investigation investigation NOUN alkej-736 88 16 . . PUNCT alkej-736 89 1 three three NUM alkej-736 89 2 cutting cut VERB alkej-736 89 3 parameters parameter NOUN alkej-736 89 4 were be AUX alkej-736 89 5 considered consider VERB alkej-736 89 6 , , PUNCT alkej-736 89 7 cutting cut VERB alkej-736 89 8 speed speed NOUN alkej-736 89 9 ( ( PUNCT alkej-736 89 10 v v NOUN alkej-736 89 11 ) ) PUNCT alkej-736 89 12 , , PUNCT alkej-736 89 13 feed feed NOUN alkej-736 89 14 rate rate NOUN alkej-736 89 15 ( ( PUNCT alkej-736 89 16 f f NOUN alkej-736 89 17 ) ) PUNCT alkej-736 89 18 , , PUNCT alkej-736 89 19 and and CCONJ alkej-736 89 20 cutting cut VERB alkej-736 89 21 depth depth NOUN alkej-736 89 22 ( ( PUNCT alkej-736 89 23 d d NOUN alkej-736 89 24 ) ) PUNCT alkej-736 89 25 . . PUNCT alkej-736 90 1 based base VERB alkej-736 90 2 on on ADP alkej-736 90 3 the the DET alkej-736 90 4 prior prior ADJ alkej-736 90 5 studies study NOUN alkej-736 90 6 , , PUNCT alkej-736 90 7 the the DET alkej-736 90 8 process process NOUN alkej-736 90 9 parameter parameter NOUN alkej-736 90 10 ranges range NOUN alkej-736 90 11 were be AUX alkej-736 90 12 chosen choose VERB alkej-736 90 13 . . PUNCT alkej-736 91 1 the the DET alkej-736 91 2 process process NOUN alkej-736 91 3 parameters parameter NOUN alkej-736 91 4 were be AUX alkej-736 91 5 organized organize VERB alkej-736 91 6 in in ADP alkej-736 91 7 the the DET alkej-736 91 8 l27 l27 ADJ alkej-736 91 9 orthogonal orthogonal ADJ alkej-736 91 10 array array NOUN alkej-736 91 11 of of ADP alkej-736 91 12 standard standard PROPN alkej-736 91 13 taguchi taguchi PROPN alkej-736 91 14 . . PUNCT alkej-736 92 1 the the DET alkej-736 92 2 twenty twenty NUM alkej-736 92 3 - - PUNCT alkej-736 92 4 seven seven NUM alkej-736 92 5 pieces piece NOUN alkej-736 92 6 are be AUX alkej-736 92 7 machined machine VERB alkej-736 92 8 utilizing utilize VERB alkej-736 92 9 the the DET alkej-736 92 10 above above ADJ alkej-736 92 11 set set NOUN alkej-736 92 12 of of ADP alkej-736 92 13 values value NOUN alkej-736 92 14 and and CCONJ alkej-736 92 15 surface surface NOUN alkej-736 92 16 roughness roughness NOUN alkej-736 92 17 ( ( PUNCT alkej-736 92 18 ra ra NOUN alkej-736 92 19 ) ) PUNCT alkej-736 92 20 values value NOUN alkej-736 92 21 are be AUX alkej-736 92 22 reported report VERB alkej-736 92 23 in in ADP alkej-736 92 24 table table NOUN alkej-736 92 25 2 2 NUM alkej-736 92 26 utilizing utilize VERB alkej-736 92 27 the the DET alkej-736 92 28 microroughness microroughness ADJ alkej-736 92 29 tester tester NOUN alkej-736 92 30 tr220 tr220 PROPN alkej-736 92 31 as as SCONJ alkej-736 92 32 shown show VERB alkej-736 92 33 in in ADP alkej-736 92 34 figure figure NOUN alkej-736 92 35 2 2 NUM alkej-736 92 36 . . PUNCT alkej-736 92 37 fig fig NOUN alkej-736 92 38 . . PUNCT alkej-736 93 1 2 2 X alkej-736 93 2 . . X alkej-736 94 1 tr220 tr220 ADP alkej-736 94 2 micro micro ADJ alkej-736 94 3 roughness roughness NOUN alkej-736 94 4 device device NOUN alkej-736 94 5 when when SCONJ alkej-736 94 6 measuring measure VERB alkej-736 94 7 surface surface NOUN alkej-736 94 8 roughness roughness NOUN alkej-736 94 9 . . PUNCT alkej-736 95 1 osamah osamah PROPN alkej-736 95 2 f. f. PROPN alkej-736 95 3 abdulateef abdulateef PROPN alkej-736 95 4 al al PROPN alkej-736 95 5 - - PUNCT alkej-736 95 6 khwarizmi khwarizmi PROPN alkej-736 95 7 engineering engineering NOUN alkej-736 95 8 journal journal PROPN alkej-736 95 9 , , PUNCT alkej-736 95 10 vol vol NOUN alkej-736 95 11 . . PROPN alkej-736 95 12 17 17 NUM alkej-736 95 13 , , PUNCT alkej-736 95 14 no no INTJ alkej-736 95 15 . . NOUN alkej-736 95 16 2 2 NUM alkej-736 95 17 , , PUNCT alkej-736 95 18 p.p p.p PROPN alkej-736 95 19 . . NOUN alkej-736 95 20 817 817 NUM alkej-736 95 21 ( ( PUNCT alkej-736 95 22 2021 2021 NUM alkej-736 95 23 ) ) PUNCT alkej-736 95 24         SPACE alkej-736 95 25 11 11 NUM alkej-736 95 26 table table NOUN alkej-736 95 27 2 2 NUM alkej-736 95 28 , , PUNCT alkej-736 95 29 experimental experimental ADJ alkej-736 95 30 values value NOUN alkej-736 95 31 of of ADP alkej-736 95 32 surface surface NOUN alkej-736 95 33 roughness roughness NOUN alkej-736 95 34 ra ra PROPN alkej-736 95 35 . . PUNCT alkej-736 96 1 exp exp PROPN alkej-736 96 2 . . PUNCT alkej-736 97 1 no no PRON alkej-736 97 2 . . PUNCT alkej-736 98 1 cutting cut VERB alkej-736 98 2 speed speed NOUN alkej-736 98 3 ( ( PUNCT alkej-736 98 4 v v NOUN alkej-736 98 5 ) ) PUNCT alkej-736 98 6 rev rev PROPN alkej-736 98 7 / / SYM alkej-736 98 8 min min NOUN alkej-736 98 9 feed feed NOUN alkej-736 98 10 rate rate NOUN alkej-736 98 11 ( ( PUNCT alkej-736 98 12 f f X alkej-736 98 13 ) ) PUNCT alkej-736 98 14 mm mm PROPN alkej-736 98 15 / / SYM alkej-736 98 16 min min NOUN alkej-736 98 17 cutting cut VERB alkej-736 98 18 depth depth NOUN alkej-736 98 19 ( ( PUNCT alkej-736 98 20 d d NOUN alkej-736 98 21 ) ) PUNCT alkej-736 98 22 mm mm PROPN alkej-736 98 23 roughness roughness NOUN alkej-736 98 24 ( ( PUNCT alkej-736 98 25 experimental experimental ADJ alkej-736 98 26 ) ) PUNCT alkej-736 98 27 µm µm ADP alkej-736 98 28 1 1 NUM alkej-736 98 29 355 355 NUM alkej-736 98 30 0.3 0.3 NUM alkej-736 98 31 0.6 0.6 NUM alkej-736 98 32 2.577 2.577 NUM alkej-736 98 33 2 2 NUM alkej-736 98 34 355 355 NUM alkej-736 98 35 0.3 0.3 NUM alkej-736 98 36 0.4 0.4 NUM alkej-736 98 37 2.789 2.789 NUM alkej-736 98 38 3 3 NUM alkej-736 98 39 355 355 NUM alkej-736 98 40 0.3 0.3 NUM alkej-736 98 41 0.2 0.2 NUM alkej-736 98 42 2.89 2.89 NUM alkej-736 98 43 4 4 NUM alkej-736 98 44 355 355 NUM alkej-736 98 45 0.13 0.13 NUM alkej-736 98 46 0.6 0.6 NUM alkej-736 98 47 2.376 2.376 NUM alkej-736 98 48 5 5 NUM alkej-736 98 49 355 355 NUM alkej-736 98 50 0.13 0.13 NUM alkej-736 98 51 0.4 0.4 NUM alkej-736 98 52 2.949 2.949 NUM alkej-736 98 53 6 6 NUM alkej-736 98 54 355 355 NUM alkej-736 98 55 0.13 0.13 NUM alkej-736 98 56 0.2 0.2 NUM alkej-736 98 57 2.819 2.819 NUM alkej-736 98 58 7 7 NUM alkej-736 98 59 355 355 NUM alkej-736 98 60 0.07 0.07 NUM alkej-736 98 61 0.6 0.6 NUM alkej-736 98 62 2.14 2.14 NUM alkej-736 98 63 8 8 NUM alkej-736 98 64 355 355 NUM alkej-736 98 65 0.07 0.07 NUM alkej-736 98 66 0.4 0.4 NUM alkej-736 98 67 1.7545 1.7545 NUM alkej-736 98 68 9 9 NUM alkej-736 98 69 355 355 NUM alkej-736 98 70 0.07 0.07 NUM alkej-736 98 71 0.2 0.2 NUM alkej-736 98 72 3.647 3.647 NUM alkej-736 98 73 10 10 NUM alkej-736 98 74 230 230 NUM alkej-736 98 75 0.3 0.3 NUM alkej-736 98 76 0.6 0.6 NUM alkej-736 98 77 2.464 2.464 NUM alkej-736 98 78 11 11 NUM alkej-736 98 79 230 230 NUM alkej-736 98 80 0.3 0.3 NUM alkej-736 98 81 0.4 0.4 NUM alkej-736 98 82 3.216 3.216 NUM alkej-736 98 83 12 12 NUM alkej-736 98 84 230 230 NUM alkej-736 98 85 0.3 0.3 NUM alkej-736 98 86 0.2 0.2 NUM alkej-736 98 87 3.53 3.53 NUM alkej-736 98 88 13 13 NUM alkej-736 98 89 230 230 NUM alkej-736 98 90 0.13 0.13 NUM alkej-736 98 91 0.6 0.6 NUM alkej-736 98 92 2.714 2.714 NUM alkej-736 98 93 14 14 NUM alkej-736 98 94 230 230 NUM alkej-736 98 95 0.13 0.13 NUM alkej-736 98 96 0.4 0.4 NUM alkej-736 98 97 2.975 2.975 NUM alkej-736 98 98 15 15 NUM alkej-736 98 99 230 230 NUM alkej-736 98 100 0.13 0.13 NUM alkej-736 98 101 0.2 0.2 NUM alkej-736 98 102 3.096 3.096 NUM alkej-736 98 103 16 16 NUM alkej-736 98 104 230 230 NUM alkej-736 98 105 0.07 0.07 NUM alkej-736 98 106 0.6 0.6 NUM alkej-736 98 107 2.3 2.3 NUM alkej-736 98 108 17 17 NUM alkej-736 98 109 230 230 NUM alkej-736 98 110 0.07 0.07 NUM alkej-736 98 111 0.4 0.4 NUM alkej-736 98 112 2.45 2.45 NUM alkej-736 98 113 18 18 NUM alkej-736 98 114 230 230 NUM alkej-736 98 115 0.07 0.07 NUM alkej-736 98 116 0.2 0.2 NUM alkej-736 98 117 3.8 3.8 NUM alkej-736 98 118 19 19 NUM alkej-736 98 119 150 150 NUM alkej-736 98 120 0.3 0.3 NUM alkej-736 98 121 0.6 0.6 NUM alkej-736 98 122 2.21 2.21 NUM alkej-736 98 123 20 20 NUM alkej-736 98 124 150 150 NUM alkej-736 98 125 0.3 0.3 NUM alkej-736 98 126 0.4 0.4 NUM alkej-736 98 127 2.813 2.813 NUM alkej-736 98 128 21 21 NUM alkej-736 98 129 150 150 NUM alkej-736 98 130 0.3 0.3 NUM alkej-736 98 131 0.2 0.2 NUM alkej-736 98 132 3.8 3.8 NUM alkej-736 98 133 22 22 NUM alkej-736 98 134 150 150 NUM alkej-736 98 135 0.13 0.13 NUM alkej-736 98 136 0.6 0.6 NUM alkej-736 98 137 2.161 2.161 NUM alkej-736 98 138 23 23 NUM alkej-736 98 139 150 150 NUM alkej-736 98 140 0.13 0.13 NUM alkej-736 98 141 0.4 0.4 NUM alkej-736 98 142 2.596 2.596 NUM alkej-736 98 143 24 24 NUM alkej-736 98 144 150 150 NUM alkej-736 98 145 0.13 0.13 NUM alkej-736 98 146 0.2 0.2 NUM alkej-736 98 147 3.711 3.711 NUM alkej-736 98 148 25 25 NUM alkej-736 98 149 150 150 NUM alkej-736 98 150 0.07 0.07 NUM alkej-736 98 151 0.6 0.6 NUM alkej-736 98 152 3 3 NUM alkej-736 98 153 26 26 NUM alkej-736 98 154 150 150 NUM alkej-736 98 155 0.07 0.07 NUM alkej-736 98 156 0.4 0.4 NUM alkej-736 98 157 3.4 3.4 NUM alkej-736 98 158 27 27 NUM alkej-736 98 159 150 150 NUM alkej-736 98 160 0.07 0.07 NUM alkej-736 98 161 0.2 0.2 NUM alkej-736 98 162 3.6 3.6 NUM alkej-736 98 163 2.2 2.2 NUM alkej-736 98 164 artificial artificial ADJ alkej-736 98 165 neural neural ADJ alkej-736 98 166 network network NOUN alkej-736 98 167 ( ( PUNCT alkej-736 98 168 ann)model ann)model VERB alkej-736 98 169 the the DET alkej-736 98 170 input input NOUN alkej-736 98 171 layer layer NOUN alkej-736 98 172 of of ADP alkej-736 98 173 ann ann PROPN alkej-736 98 174 in in ADP alkej-736 98 175 this this DET alkej-736 98 176 work work NOUN alkej-736 98 177 has have VERB alkej-736 98 178 three three NUM alkej-736 98 179 neurons neuron NOUN alkej-736 98 180 in in ADP alkej-736 98 181 terms term NOUN alkej-736 98 182 of of ADP alkej-736 98 183 the the DET alkej-736 98 184 three three NUM alkej-736 98 185 process process NOUN alkej-736 98 186 parameters parameter NOUN alkej-736 98 187 and and CCONJ alkej-736 98 188 one one NUM alkej-736 98 189 neuron neuron NOUN alkej-736 98 190 in in ADP alkej-736 98 191 terms term NOUN alkej-736 98 192 of of ADP alkej-736 98 193 surface surface NOUN alkej-736 98 194 roughness roughness NOUN alkej-736 98 195 in in ADP alkej-736 98 196 the the DET alkej-736 98 197 output output NOUN alkej-736 98 198 layer layer NOUN alkej-736 98 199 . . PUNCT alkej-736 99 1 different different ADJ alkej-736 99 2 networks network NOUN alkej-736 99 3 with with ADP alkej-736 99 4 different different ADJ alkej-736 99 5 numbers number NOUN alkej-736 99 6 of of ADP alkej-736 99 7 hidden hidden ADJ alkej-736 99 8 layers layer NOUN alkej-736 99 9 and and CCONJ alkej-736 99 10 neurons neuron NOUN alkej-736 99 11 in in ADP alkej-736 99 12 the the DET alkej-736 99 13 hidden hide VERB alkej-736 99 14 layer layer NOUN alkej-736 99 15 were be AUX alkej-736 99 16 constructed construct VERB alkej-736 99 17 and and CCONJ alkej-736 99 18 verified verify VERB alkej-736 99 19 to to PART alkej-736 99 20 find find VERB alkej-736 99 21 the the DET alkej-736 99 22 best good ADJ alkej-736 99 23 network network NOUN alkej-736 99 24 architecture architecture NOUN alkej-736 99 25 ; ; PUNCT alkej-736 99 26 various various ADJ alkej-736 99 27 training training NOUN alkej-736 99 28 algorithms algorithm NOUN alkej-736 99 29 were be AUX alkej-736 99 30 utilized utilize VERB alkej-736 99 31 ( ( PUNCT alkej-736 99 32 gradient gradient ADJ alkej-736 99 33 descent descent NOUN alkej-736 99 34 , , PUNCT alkej-736 99 35 newton newton PROPN alkej-736 99 36 method method PROPN alkej-736 99 37 , , PUNCT alkej-736 99 38 conjugate conjugate ADJ alkej-736 99 39 gradient gradient NOUN alkej-736 99 40 , , PUNCT alkej-736 99 41 quasinewton quasinewton PROPN alkej-736 99 42 , , PUNCT alkej-736 99 43 and and CCONJ alkej-736 99 44 levenberg levenberg PROPN alkej-736 99 45 - - PUNCT alkej-736 99 46 marquardt marquardt PROPN alkej-736 99 47 ) ) PUNCT alkej-736 99 48 ; ; PUNCT alkej-736 99 49 log log NOUN alkej-736 99 50 sigmoid sigmoid NOUN alkej-736 99 51 transfer transfer NOUN alkej-736 99 52 functions function NOUN alkej-736 99 53 in in ADP alkej-736 99 54 the the DET alkej-736 99 55 hidden hide VERB alkej-736 99 56 layer layer NOUN alkej-736 99 57 and and CCONJ alkej-736 99 58 output output NOUN alkej-736 99 59 layer layer NOUN alkej-736 99 60 were be AUX alkej-736 99 61 modified modify VERB alkej-736 99 62 and and CCONJ alkej-736 99 63 the the DET alkej-736 99 64 generalization generalization NOUN alkej-736 99 65 potential potential NOUN alkej-736 99 66 of of ADP alkej-736 99 67 the the DET alkej-736 99 68 various various ADJ alkej-736 99 69 networks network NOUN alkej-736 99 70 was be AUX alkej-736 99 71 observed observe VERB alkej-736 99 72 and and CCONJ alkej-736 99 73 eventually eventually ADV alkej-736 99 74 , , PUNCT alkej-736 99 75 the the DET alkej-736 99 76 optimum optimum ADJ alkej-736 99 77 network network NOUN alkej-736 99 78 was be AUX alkej-736 99 79 chosen choose VERB alkej-736 99 80 with with ADP alkej-736 99 81 best good ADJ alkej-736 99 82 performance performance NOUN alkej-736 99 83 ( ( PUNCT alkej-736 99 84 minimum minimum NOUN alkej-736 99 85 mse mse NOUN alkej-736 99 86 ) ) PUNCT alkej-736 99 87 to to PART alkej-736 99 88 precede precede VERB alkej-736 99 89 . . PUNCT alkej-736 100 1 the the DET alkej-736 100 2 configuration configuration NOUN alkej-736 100 3 of of ADP alkej-736 100 4 the the DET alkej-736 100 5 ann ann PROPN alkej-736 100 6 is be AUX alkej-736 100 7 indicated indicate VERB alkej-736 100 8 as as ADP alkej-736 100 9 3 3 NUM alkej-736 100 10 - - SYM alkej-736 100 11 40 40 NUM alkej-736 100 12 - - SYM alkej-736 100 13 1 1 NUM alkej-736 100 14 , , PUNCT alkej-736 100 15 consisting consist VERB alkej-736 100 16 of of ADP alkej-736 100 17 three three NUM alkej-736 100 18 input input NOUN alkej-736 100 19 neurons neuron NOUN alkej-736 100 20 ; ; PUNCT alkej-736 100 21 the the DET alkej-736 100 22 hidden hide VERB alkej-736 100 23 layer layer NOUN alkej-736 100 24 is be AUX alkej-736 100 25 composed compose VERB alkej-736 100 26 of of ADP alkej-736 100 27 forty forty NUM alkej-736 100 28 neurons neuron NOUN alkej-736 100 29 , , PUNCT alkej-736 100 30 and and CCONJ alkej-736 100 31 the the DET alkej-736 100 32 output output NOUN alkej-736 100 33 layer layer NOUN alkej-736 100 34 composed compose VERB alkej-736 100 35 of of ADP alkej-736 100 36 one one NUM alkej-736 100 37 output output NOUN alkej-736 100 38 neuron neuron NOUN alkej-736 100 39 , , PUNCT alkej-736 100 40 as as SCONJ alkej-736 100 41 shown show VERB alkej-736 100 42 in in ADP alkej-736 100 43 figure figure NOUN alkej-736 100 44 3 3 NUM alkej-736 100 45 . . PUNCT alkej-736 101 1 after after ADP alkej-736 101 2 designing design VERB alkej-736 101 3 and and CCONJ alkej-736 101 4 examining examine VERB alkej-736 101 5 several several ADJ alkej-736 101 6 networks network NOUN alkej-736 101 7 that that PRON alkej-736 101 8 differ differ VERB alkej-736 101 9 in in ADP alkej-736 101 10 their their PRON alkej-736 101 11 structure structure NOUN alkej-736 101 12 , , PUNCT alkej-736 101 13 transfer transfer NOUN alkej-736 101 14 mechanism mechanism NOUN alkej-736 101 15 , , PUNCT alkej-736 101 16 training training NOUN alkej-736 101 17 algorithm algorithm NOUN alkej-736 101 18 , , PUNCT alkej-736 101 19 etc etc X alkej-736 101 20 . . X alkej-736 102 1 the the DET alkej-736 102 2 number number NOUN alkej-736 102 3 of of ADP alkej-736 102 4 neurons neuron NOUN alkej-736 102 5 in in ADP alkej-736 102 6 the the DET alkej-736 102 7 hidden hide VERB alkej-736 102 8 layer layer NOUN alkej-736 102 9 is be AUX alkej-736 102 10 calculated calculate VERB alkej-736 102 11 by by ADP alkej-736 102 12 the the DET alkej-736 102 13 trial trial NOUN alkej-736 102 14 - - PUNCT alkej-736 102 15 and and CCONJ alkej-736 102 16 - - PUNCT alkej-736 102 17 error error NOUN alkej-736 102 18 process process NOUN alkej-736 102 19 . . PUNCT alkej-736 103 1 a a DET alkej-736 103 2 fig fig NOUN alkej-736 103 3 . . PUNCT alkej-736 104 1 3 3 X alkej-736 104 2 . . X alkej-736 104 3 neural neural ADJ alkej-736 104 4 network network PROPN alkej-736 104 5 schematic schematic ADJ alkej-736 104 6 diagram diagram NOUN alkej-736 104 7 for for ADP alkej-736 104 8 ra ra PROPN alkej-736 104 9 . . PUNCT alkej-736 105 1 cutting cut VERB alkej-736 105 2 speed speed NOUN alkej-736 105 3 feed feed NOUN alkej-736 105 4 rate rate NOUN alkej-736 105 5 depth depth NOUN alkej-736 105 6 of of ADP alkej-736 105 7 cut cut NOUN alkej-736 105 8     SPACE alkej-736 105 9 roughness roughness NOUN alkej-736 105 10 artificial artificial ADJ alkej-736 105 11 network network NOUN alkej-736 105 12 osamah osamah PROPN alkej-736 105 13 f. f. PROPN alkej-736 105 14 abdulateef abdulateef PROPN alkej-736 105 15 al al PROPN alkej-736 105 16 - - PUNCT alkej-736 105 17 khwarizmi khwarizmi PROPN alkej-736 105 18 engineering engineering NOUN alkej-736 105 19 journal journal PROPN alkej-736 105 20 , , PUNCT alkej-736 105 21 vol vol NOUN alkej-736 105 22 . . PROPN alkej-736 105 23 17 17 NUM alkej-736 105 24 , , PUNCT alkej-736 105 25 no no INTJ alkej-736 105 26 . . NOUN alkej-736 105 27 2 2 NUM alkej-736 105 28 , , PUNCT alkej-736 105 29 p.p p.p PROPN alkej-736 105 30 . . NOUN alkej-736 105 31 817 817 NUM alkej-736 105 32 ( ( PUNCT alkej-736 105 33 2021 2021 NUM alkej-736 105 34 ) ) PUNCT alkej-736 105 35         SPACE alkej-736 105 36 12 12 NUM alkej-736 105 37 training training NOUN alkej-736 105 38 of of ADP alkej-736 105 39 an an DET alkej-736 105 40 ann ann PROPN alkej-736 105 41 represents represent VERB alkej-736 105 42 an an DET alkej-736 105 43 essential essential ADJ alkej-736 105 44 task task NOUN alkej-736 105 45 in in ADP alkej-736 105 46 the the DET alkej-736 105 47 design design NOUN alkej-736 105 48 of of ADP alkej-736 105 49 an an DET alkej-736 105 50 estimation estimation NOUN alkej-736 105 51 model model NOUN alkej-736 105 52 . . PUNCT alkej-736 106 1 the the DET alkej-736 106 2 reliability reliability NOUN alkej-736 106 3 of of ADP alkej-736 106 4 the the DET alkej-736 106 5 forecast forecast NOUN alkej-736 106 6 relies rely VERB alkej-736 106 7 on on ADP alkej-736 106 8 how how SCONJ alkej-736 106 9 well well ADV alkej-736 106 10 it it PRON alkej-736 106 11 has have AUX alkej-736 106 12 been be AUX alkej-736 106 13 trained train VERB alkej-736 106 14 . . PUNCT alkej-736 107 1 in in ADP alkej-736 107 2 the the DET alkej-736 107 3 work work NOUN alkej-736 107 4 , , PUNCT alkej-736 107 5 the the DET alkej-736 107 6 training training NOUN alkej-736 107 7 of of ADP alkej-736 107 8 the the DET alkej-736 107 9 neural neural ADJ alkej-736 107 10 network network NOUN alkej-736 107 11 was be AUX alkej-736 107 12 done do VERB alkej-736 107 13 utilizing utilize VERB alkej-736 107 14 a a DET alkej-736 107 15 “ " PUNCT alkej-736 107 16 feed feed NOUN alkej-736 107 17 - - PUNCT alkej-736 107 18 forward forward NOUN alkej-736 107 19 back back ADJ alkej-736 107 20 - - PUNCT alkej-736 107 21 propagation propagation NOUN alkej-736 107 22 algorithm algorithm NOUN alkej-736 107 23 ” " PUNCT alkej-736 107 24 . . PUNCT alkej-736 108 1 two two NUM alkej-736 108 2 levels level NOUN alkej-736 108 3 of of ADP alkej-736 108 4 data datum NOUN alkej-736 108 5 flow flow NOUN alkej-736 108 6 are be AUX alkej-736 108 7 carried carry VERB alkej-736 108 8 out out ADP alkej-736 108 9 by by ADP alkej-736 108 10 the the DET alkej-736 108 11 network network NOUN alkej-736 108 12 . . PUNCT alkej-736 109 1 the the DET alkej-736 109 2 input input NOUN alkej-736 109 3 data data NOUN alkej-736 109 4 is be AUX alkej-736 109 5 first first ADV alkej-736 109 6 spread spread VERB alkej-736 109 7 from from ADP alkej-736 109 8 the the DET alkej-736 109 9 input input NOUN alkej-736 109 10 to to ADP alkej-736 109 11 the the DET alkej-736 109 12 output output NOUN alkej-736 109 13 layers layer NOUN alkej-736 109 14 and and CCONJ alkej-736 109 15 generates generate VERB alkej-736 109 16 an an DET alkej-736 109 17 output output NOUN alkej-736 109 18 as as ADP alkej-736 109 19 a a DET alkej-736 109 20 result result NOUN alkej-736 109 21 . . PUNCT alkej-736 110 1 then then ADV alkej-736 110 2 , , PUNCT alkej-736 110 3 the the DET alkej-736 110 4 error error NOUN alkej-736 110 5 signals signal NOUN alkej-736 110 6 arising arise VERB alkej-736 110 7 from from ADP alkej-736 110 8 the the DET alkej-736 110 9 disparity disparity NOUN alkej-736 110 10 between between ADP alkej-736 110 11 the the DET alkej-736 110 12 expected expect VERB alkej-736 110 13 values value NOUN alkej-736 110 14 of of ADP alkej-736 110 15 the the DET alkej-736 110 16 networks network NOUN alkej-736 110 17 and and CCONJ alkej-736 110 18 the the DET alkej-736 110 19 real real ADJ alkej-736 110 20 values value NOUN alkej-736 110 21 are be AUX alkej-736 110 22 propagated propagate VERB alkej-736 110 23 back back ADV alkej-736 110 24 to to ADP alkej-736 110 25 the the DET alkej-736 110 26 previous previous ADJ alkej-736 110 27 layers layer NOUN alkej-736 110 28 from from ADP alkej-736 110 29 the the DET alkej-736 110 30 output output NOUN alkej-736 110 31 layer layer NOUN alkej-736 110 32 to to PART alkej-736 110 33 change change VERB alkej-736 110 34 their their PRON alkej-736 110 35 weights weight NOUN alkej-736 110 36 consequently consequently ADV alkej-736 110 37 . . PUNCT alkej-736 111 1 the the DET alkej-736 111 2 weights weight NOUN alkej-736 111 3 upgrade upgrade NOUN alkej-736 111 4 continues continue VERB alkej-736 111 5 till till SCONJ alkej-736 111 6 the the DET alkej-736 111 7 objective objective NOUN alkej-736 111 8 of of ADP alkej-736 111 9 network network NOUN alkej-736 111 10 error error NOUN alkej-736 111 11 is be AUX alkej-736 111 12 achieved achieve VERB alkej-736 111 13 . . PUNCT alkej-736 112 1 the the DET alkej-736 112 2 number number NOUN alkej-736 112 3 of of ADP alkej-736 112 4 neurons neuron NOUN alkej-736 112 5 in in ADP alkej-736 112 6 the the DET alkej-736 112 7 hidden hide VERB alkej-736 112 8 layer layer NOUN alkej-736 112 9 is be AUX alkej-736 112 10 deliberately deliberately ADV alkej-736 112 11 selected select VERB alkej-736 112 12 to to PART alkej-736 112 13 begin begin VERB alkej-736 112 14 with with ADP alkej-736 112 15 five five NUM alkej-736 112 16 neurons neuron NOUN alkej-736 112 17 , , PUNCT alkej-736 112 18 and and CCONJ alkej-736 112 19 the the DET alkej-736 112 20 hidden hide VERB alkej-736 112 21 neurons neuron NOUN alkej-736 112 22 are be AUX alkej-736 112 23 progressively progressively ADV alkej-736 112 24 added add VERB alkej-736 112 25 to to ADP alkej-736 112 26 the the DET alkej-736 112 27 hidden hide VERB alkej-736 112 28 layer layer NOUN alkej-736 112 29 . . PUNCT alkej-736 113 1 until until SCONJ alkej-736 113 2 there there PRON alkej-736 113 3 is be VERB alkej-736 113 4 no no DET alkej-736 113 5 substantial substantial ADJ alkej-736 113 6 advance advance NOUN alkej-736 113 7 in in ADP alkej-736 113 8 network network NOUN alkej-736 113 9 output output NOUN alkej-736 113 10 , , PUNCT alkej-736 113 11 the the DET alkej-736 113 12 addition addition NOUN alkej-736 113 13 of of ADP alkej-736 113 14 hidden hidden ADJ alkej-736 113 15 neurons neuron NOUN alkej-736 113 16 continues continue VERB alkej-736 113 17 . . PUNCT alkej-736 114 1 in in ADP alkej-736 114 2 terms term NOUN alkej-736 114 3 of of ADP alkej-736 114 4 network network NOUN alkej-736 114 5 training training NOUN alkej-736 114 6 , , PUNCT alkej-736 114 7 the the DET alkej-736 114 8 network network NOUN alkej-736 114 9 performance performance NOUN alkej-736 114 10 was be AUX alkej-736 114 11 assessed assess VERB alkej-736 114 12 by by ADP alkej-736 114 13 mean mean ADJ alkej-736 114 14 square square ADJ alkej-736 114 15 error error NOUN alkej-736 114 16 ( ( PUNCT alkej-736 114 17 mse mse NOUN alkej-736 114 18 ) ) PUNCT alkej-736 114 19 between between ADP alkej-736 114 20 the the DET alkej-736 114 21 predicted predict VERB alkej-736 114 22 and and CCONJ alkej-736 114 23 the the DET alkej-736 114 24 experimental experimental ADJ alkej-736 114 25 values value NOUN alkej-736 114 26 for for ADP alkej-736 114 27 each each DET alkej-736 114 28 output output NOUN alkej-736 114 29 node node NOUN alkej-736 114 30 . . PUNCT alkej-736 115 1 the the DET alkej-736 115 2 feedback feedback NOUN alkej-736 115 3 from from ADP alkej-736 115 4 that that DET alkej-736 115 5 processing processing NOUN alkej-736 115 6 is be AUX alkej-736 115 7 called call VERB alkej-736 115 8 the the DET alkej-736 115 9 " " PUNCT alkej-736 115 10 average average ADJ alkej-736 115 11 error error NOUN alkej-736 115 12 " " PUNCT alkej-736 115 13 or or CCONJ alkej-736 115 14 " " PUNCT alkej-736 115 15 performance performance NOUN alkej-736 115 16 " " PUNCT alkej-736 115 17 . . PUNCT alkej-736 116 1 since since SCONJ alkej-736 116 2 the the DET alkej-736 116 3 average average ADJ alkej-736 116 4 error error NOUN alkej-736 116 5 is be AUX alkej-736 116 6 reached reach VERB alkej-736 116 7 or or CCONJ alkej-736 116 8 below below ADP alkej-736 116 9 the the DET alkej-736 116 10 needed need VERB alkej-736 116 11 target target NOUN alkej-736 116 12 , , PUNCT alkej-736 116 13 the the DET alkej-736 116 14 neural neural ADJ alkej-736 116 15 network network NOUN alkej-736 116 16 stops stop VERB alkej-736 116 17 training training NOUN alkej-736 116 18 and and CCONJ alkej-736 116 19 is be AUX alkej-736 116 20 thus thus ADV alkej-736 116 21 , , PUNCT alkej-736 116 22 ready ready ADJ alkej-736 116 23 to to PART alkej-736 116 24 be be AUX alkej-736 116 25 confirmed confirm VERB alkej-736 116 26 . . PUNCT alkej-736 117 1 matlab matlab PROPN alkej-736 117 2 is be AUX alkej-736 117 3 utilized utilize VERB alkej-736 117 4 to to PART alkej-736 117 5 train train VERB alkej-736 117 6 the the DET alkej-736 117 7 network network NOUN alkej-736 117 8 architecture architecture NOUN alkej-736 117 9 that that PRON alkej-736 117 10 are be AUX alkej-736 117 11 produced produce VERB alkej-736 117 12 for for ADP alkej-736 117 13 surface surface NOUN alkej-736 117 14 roughness roughness NOUN alkej-736 117 15 estimation estimation NOUN alkej-736 117 16 . . PUNCT alkej-736 118 1 the the DET alkej-736 118 2 performance performance NOUN alkej-736 118 3 plot plot NOUN alkej-736 118 4 of of ADP alkej-736 118 5 the the DET alkej-736 118 6 trained train VERB alkej-736 118 7 ann ann PROPN alkej-736 118 8 model model NOUN alkej-736 118 9 is be AUX alkej-736 118 10 shown show VERB alkej-736 118 11 in in ADP alkej-736 118 12 figure figure NOUN alkej-736 118 13 4 4 NUM alkej-736 118 14 . . PUNCT alkej-736 119 1 the the DET alkej-736 119 2 best good ADJ alkej-736 119 3 confirmation confirmation NOUN alkej-736 119 4 performance performance NOUN alkej-736 119 5 ( ( PUNCT alkej-736 119 6 mse mse NOUN alkej-736 119 7 ) ) PUNCT alkej-736 119 8 of of ADP alkej-736 119 9 the the DET alkej-736 119 10 ann ann PROPN alkej-736 119 11 is be AUX alkej-736 119 12 identified identify VERB alkej-736 119 13 as as ADP alkej-736 119 14 0.00006497 0.00006497 NUM alkej-736 119 15 which which PRON alkej-736 119 16 can can AUX alkej-736 119 17 be be AUX alkej-736 119 18 regarded regard VERB alkej-736 119 19 as as ADV alkej-736 119 20 highly highly ADV alkej-736 119 21 acceptable acceptable ADJ alkej-736 119 22 . . PUNCT alkej-736 120 1 the the DET alkej-736 120 2 27 27 NUM alkej-736 120 3 patterns pattern NOUN alkej-736 120 4 input input NOUN alkej-736 120 5 - - PUNCT alkej-736 120 6 output output NOUN alkej-736 120 7 dataset dataset NOUN alkej-736 120 8 was be AUX alkej-736 120 9 split split VERB alkej-736 120 10 randomly randomly ADV alkej-736 120 11 into into ADP alkej-736 120 12 three three NUM alkej-736 120 13 categories category NOUN alkej-736 120 14 : : PUNCT alkej-736 120 15 the the DET alkej-736 120 16 training training NOUN alkej-736 120 17 dataset dataset NOUN alkej-736 120 18 consists consist VERB alkej-736 120 19 of of ADP alkej-736 120 20 50 50 NUM alkej-736 120 21 % % NOUN alkej-736 120 22 of of ADP alkej-736 120 23 the the DET alkej-736 120 24 data datum NOUN alkej-736 120 25 , , PUNCT alkej-736 120 26 the the DET alkej-736 120 27 test test NOUN alkej-736 120 28 dataset dataset VERB alkej-736 120 29 consists consist NOUN alkej-736 120 30 of of ADP alkej-736 120 31 25 25 NUM alkej-736 120 32 % % NOUN alkej-736 120 33 of of ADP alkej-736 120 34 the the DET alkej-736 120 35 data datum NOUN alkej-736 120 36 , , PUNCT alkej-736 120 37 and and CCONJ alkej-736 120 38 the the DET alkej-736 120 39 validation validation NOUN alkej-736 120 40 consists consist VERB alkej-736 120 41 of of ADP alkej-736 120 42 25 25 NUM alkej-736 120 43 % % NOUN alkej-736 120 44 of of ADP alkej-736 120 45 the the DET alkej-736 120 46 data datum NOUN alkej-736 120 47 . . PUNCT alkej-736 121 1 for for ADP alkej-736 121 2 ann ann PROPN alkej-736 121 3 modeling modeling NOUN alkej-736 121 4 of of ADP alkej-736 121 5 surface surface NOUN alkej-736 121 6 roughness roughness NOUN alkej-736 121 7 , , PUNCT alkej-736 121 8 there there PRON alkej-736 121 9 are be VERB alkej-736 121 10 13 13 NUM alkej-736 121 11 training training NOUN alkej-736 121 12 patterns pattern NOUN alkej-736 121 13 considered consider VERB alkej-736 121 14 . . PUNCT alkej-736 122 1 after after ADP alkej-736 122 2 training training NOUN alkej-736 122 3 , , PUNCT alkej-736 122 4 the the DET alkej-736 122 5 weights weight NOUN alkej-736 122 6 are be AUX alkej-736 122 7 frozen frozen ADJ alkej-736 122 8 and and CCONJ alkej-736 122 9 the the DET alkej-736 122 10 model model NOUN alkej-736 122 11 is be AUX alkej-736 122 12 examined examine VERB alkej-736 122 13 for for ADP alkej-736 122 14 confirmation confirmation NOUN alkej-736 122 15 . . PUNCT alkej-736 123 1 the the DET alkej-736 123 2 network network NOUN alkej-736 123 3 is be AUX alkej-736 123 4 confirmed confirm VERB alkej-736 123 5 in in ADP alkej-736 123 6 this this DET alkej-736 123 7 work work NOUN alkej-736 123 8 concerning concern VERB alkej-736 123 9 the the DET alkej-736 123 10 agreement agreement NOUN alkej-736 123 11 with with ADP alkej-736 123 12 experimental experimental ADJ alkej-736 123 13 outcomes outcome NOUN alkej-736 123 14 . . PUNCT alkej-736 124 1 fig fig NOUN alkej-736 124 2 . . PUNCT alkej-736 125 1 4 4 X alkej-736 125 2 . . X alkej-736 125 3 performance performance NOUN alkej-736 125 4 graph graph NOUN alkej-736 125 5 of of ADP alkej-736 125 6 the the DET alkej-736 125 7 neural neural ADJ alkej-736 125 8 network network NOUN alkej-736 125 9 after after ADP alkej-736 125 10 training training NOUN alkej-736 125 11 . . PUNCT alkej-736 126 1 3 3 X alkej-736 126 2 . . NOUN alkej-736 126 3 results result NOUN alkej-736 126 4 and and CCONJ alkej-736 126 5 discussions discussion NOUN alkej-736 126 6 3.1 3.1 NUM alkej-736 126 7 experimental experimental ADJ alkej-736 126 8 analysis analysis NOUN alkej-736 126 9 the the DET alkej-736 126 10 experiment experiment NOUN alkej-736 126 11 plan plan NOUN alkej-736 126 12 is be AUX alkej-736 126 13 designed design VERB alkej-736 126 14 to to PART alkej-736 126 15 determine determine VERB alkej-736 126 16 the the DET alkej-736 126 17 impact impact NOUN alkej-736 126 18 of of ADP alkej-736 126 19 feed feed NOUN alkej-736 126 20 rate rate NOUN alkej-736 126 21 , , PUNCT alkej-736 126 22 cutting cut VERB alkej-736 126 23 speed speed NOUN alkej-736 126 24 , , PUNCT alkej-736 126 25 and and CCONJ alkej-736 126 26 cutting cut VERB alkej-736 126 27 depth depth NOUN alkej-736 126 28 on on ADP alkej-736 126 29 surface surface NOUN alkej-736 126 30 roughness roughness NOUN alkej-736 126 31 ra ra PROPN alkej-736 126 32 . . PUNCT alkej-736 127 1 this this PRON alkej-736 127 2 is be AUX alkej-736 127 3 observed observe VERB alkej-736 127 4 in in ADP alkej-736 127 5 figure figure NOUN alkej-736 127 6 5 5 NUM alkej-736 127 7 where where SCONJ alkej-736 127 8 the the DET alkej-736 127 9 surface surface NOUN alkej-736 127 10 roughness roughness NOUN alkej-736 127 11 increases increase VERB alkej-736 127 12 when when SCONJ alkej-736 127 13 the the DET alkej-736 127 14 cutting cut VERB alkej-736 127 15 speed speed NOUN alkej-736 127 16 increases increase NOUN alkej-736 127 17 from from ADP alkej-736 127 18 150 150 NUM alkej-736 127 19 rpm rpm NOUN alkej-736 127 20 to to ADP alkej-736 127 21 350 350 NUM alkej-736 127 22 rpm rpm NOUN alkej-736 127 23 . . PUNCT alkej-736 128 1 the the DET alkej-736 128 2 above above ADJ alkej-736 128 3 pattern pattern NOUN alkej-736 128 4 of of ADP alkej-736 128 5 rising rise VERB alkej-736 128 6 the the DET alkej-736 128 7 surface surface NOUN alkej-736 128 8 roughness roughness NOUN alkej-736 128 9 with with ADP alkej-736 128 10 an an DET alkej-736 128 11 increase increase NOUN alkej-736 128 12 in in ADP alkej-736 128 13 cutting cut VERB alkej-736 128 14 speed speed NOUN alkej-736 128 15 is be AUX alkej-736 128 16 due due ADJ alkej-736 128 17 to to ADP alkej-736 128 18 that that SCONJ alkej-736 128 19 the the DET alkej-736 128 20 rate rate NOUN alkej-736 128 21 of of ADP alkej-736 128 22 heat heat NOUN alkej-736 128 23 transmitted transmit VERB alkej-736 128 24 to to ADP alkej-736 128 25 the the DET alkej-736 128 26 surrounding surround VERB alkej-736 128 27 from from ADP alkej-736 128 28 the the DET alkej-736 128 29 machining machining NOUN alkej-736 128 30 area area NOUN alkej-736 128 31 may may AUX alkej-736 128 32 be be AUX alkej-736 128 33 high high ADJ alkej-736 128 34 . . PUNCT alkej-736 129 1 therefore therefore ADV alkej-736 129 2 , , PUNCT alkej-736 129 3 the the DET alkej-736 129 4 machining machining NOUN alkej-736 129 5 zone zone NOUN alkej-736 129 6 accumulates accumulate VERB alkej-736 129 7 less less ADJ alkej-736 129 8 heat heat NOUN alkej-736 129 9 . . PUNCT alkej-736 130 1 it it PRON alkej-736 130 2 is be AUX alkej-736 130 3 observed observe VERB alkej-736 130 4 in in ADP alkej-736 130 5 figure figure NOUN alkej-736 130 6 5 5 NUM alkej-736 130 7 that that SCONJ alkej-736 130 8 as as ADP alkej-736 130 9 the the DET alkej-736 130 10 feed feed NOUN alkej-736 130 11 rate rate NOUN alkej-736 130 12 increase increase NOUN alkej-736 130 13 from from ADP alkej-736 130 14 0.07 0.07 NUM alkej-736 130 15 mm mm NOUN alkej-736 130 16 / / SYM alkej-736 130 17 rev rev X alkej-736 130 18 to to ADP alkej-736 130 19 0 0 NUM alkej-736 130 20 . . NOUN alkej-736 130 21 3 3 NUM alkej-736 130 22 mm mm NOUN alkej-736 130 23 / / SYM alkej-736 130 24 rev rev PROPN alkej-736 130 25 , , PUNCT alkej-736 130 26 the the DET alkej-736 130 27 surface surface NOUN alkej-736 130 28 roughness roughness NOUN alkej-736 130 29 steadily steadily ADV alkej-736 130 30 rising rise VERB alkej-736 130 31 , , PUNCT alkej-736 130 32 due due ADP alkej-736 130 33 to to ADP alkej-736 130 34 the the DET alkej-736 130 35 higher high ADJ alkej-736 130 36 friction friction NOUN alkej-736 130 37 between between ADP alkej-736 130 38 cutting cut VERB alkej-736 130 39 tool tool NOUN alkej-736 130 40 and and CCONJ alkej-736 130 41 work work NOUN alkej-736 130 42 material material NOUN alkej-736 130 43 as as ADP alkej-736 130 44 a a DET alkej-736 130 45 result result NOUN alkej-736 130 46 of of ADP alkej-736 130 47 greater great ADJ alkej-736 130 48 cross cross ADJ alkej-736 130 49 - - ADJ alkej-736 130 50 sectional sectional ADJ alkej-736 130 51 area area NOUN alkej-736 130 52 in in ADP alkej-736 130 53 the the DET alkej-736 130 54 deformation deformation NOUN alkej-736 130 55 region region NOUN alkej-736 131 1 [ [ X alkej-736 131 2 19 19 NUM alkej-736 131 3 ] ] PUNCT alkej-736 131 4 . . PUNCT alkej-736 132 1 and and CCONJ alkej-736 132 2 it it PRON alkej-736 132 3 is be AUX alkej-736 132 4 also also ADV alkej-736 132 5 noted note VERB alkej-736 132 6 in in ADP alkej-736 132 7 the the DET alkej-736 132 8 main main ADJ alkej-736 132 9 impact impact NOUN alkej-736 132 10 plot plot NOUN alkej-736 132 11 in in ADP alkej-736 132 12 fig fig NOUN alkej-736 132 13 . . PUNCT alkej-736 133 1 5 5 NUM alkej-736 133 2 that that SCONJ alkej-736 133 3 the the DET alkej-736 133 4 surface surface NOUN alkej-736 133 5 roughness roughness NOUN alkej-736 133 6 decreases decrease VERB alkej-736 133 7 as as ADP alkej-736 133 8 the the DET alkej-736 133 9 cutting cut VERB alkej-736 133 10 depth depth NOUN alkej-736 133 11 increases increase NOUN alkej-736 133 12 from from ADP alkej-736 133 13 0.2 0.2 NUM alkej-736 133 14 mm mm NOUN alkej-736 133 15 to to ADP alkej-736 133 16 0.6 0.6 NUM alkej-736 133 17 mm mm NOUN alkej-736 133 18 which which PRON alkej-736 133 19 is be AUX alkej-736 133 20 in in ADP alkej-736 133 21 agreement agreement NOUN alkej-736 133 22 with with ADP alkej-736 133 23 prasad prasad PROPN alkej-736 133 24 et et PROPN alkej-736 133 25 al al PROPN alkej-736 133 26 . . PUNCT alkej-736 134 1 [ [ X alkej-736 134 2 19 19 NUM alkej-736 134 3 ] ] PUNCT alkej-736 134 4 . . PUNCT alkej-736 135 1 this this PRON alkej-736 135 2 can can AUX alkej-736 135 3 be be AUX alkej-736 135 4 assigned assign VERB alkej-736 135 5 to to ADP alkej-736 135 6 the the DET alkej-736 135 7 fact fact NOUN alkej-736 135 8 that that SCONJ alkej-736 135 9 a a DET alkej-736 135 10 rise rise NOUN alkej-736 135 11 in in ADP alkej-736 135 12 cutting cut VERB alkej-736 135 13 depth depth NOUN alkej-736 135 14 allows allow VERB alkej-736 135 15 the the DET alkej-736 135 16 temperature temperature NOUN alkej-736 135 17 to to PART alkej-736 135 18 increase increase VERB alkej-736 135 19 due due ADP alkej-736 135 20 to to ADP alkej-736 135 21 an an DET alkej-736 135 22 increase increase NOUN alkej-736 135 23 in in ADP alkej-736 135 24 frictional frictional ADJ alkej-736 135 25 heat heat NOUN alkej-736 135 26 due due ADP alkej-736 135 27 to to ADP alkej-736 135 28 further further ADJ alkej-736 135 29 contact contact NOUN alkej-736 135 30 between between ADP alkej-736 135 31 the the DET alkej-736 135 32 working work VERB alkej-736 135 33 material material NOUN alkej-736 135 34 and and CCONJ alkej-736 135 35 tool tool NOUN alkej-736 135 36 . . PUNCT alkej-736 136 1 higher high ADJ alkej-736 136 2 cutting cut VERB alkej-736 136 3 temperatures temperature NOUN alkej-736 136 4 , , PUNCT alkej-736 136 5 therefore therefore ADV alkej-736 136 6 , , PUNCT alkej-736 136 7 contribute contribute VERB alkej-736 136 8 to to ADP alkej-736 136 9 thermal thermal ADJ alkej-736 136 10 softening softening NOUN alkej-736 136 11 of of ADP alkej-736 136 12 the the DET alkej-736 136 13 working working NOUN alkej-736 136 14 material material NOUN alkej-736 136 15 , , PUNCT alkej-736 136 16 which which PRON alkej-736 136 17 leads lead VERB alkej-736 136 18 less less ADJ alkej-736 136 19 roughness roughness NOUN alkej-736 136 20 of of ADP alkej-736 136 21 the the DET alkej-736 136 22 metal metal NOUN alkej-736 136 23 [ [ X alkej-736 136 24 19 19 NUM alkej-736 136 25 ] ] PUNCT alkej-736 136 26 . . PUNCT alkej-736 137 1 consequently consequently ADV alkej-736 137 2 , , PUNCT alkej-736 137 3 figure figure VERB alkej-736 137 4 5 5 NUM alkej-736 137 5 and and CCONJ alkej-736 137 6 table table NOUN alkej-736 137 7 2 2 NUM alkej-736 137 8 show show VERB alkej-736 137 9 that that SCONJ alkej-736 137 10 machining machine VERB alkej-736 137 11 with with ADP alkej-736 137 12 a a DET alkej-736 137 13 cutting cut VERB alkej-736 137 14 speed speed NOUN alkej-736 137 15 of of ADP alkej-736 137 16 355 355 NUM alkej-736 137 17 rpm rpm NOUN alkej-736 137 18 with with ADP alkej-736 137 19 a a DET alkej-736 137 20 feed feed NOUN alkej-736 137 21 rate rate NOUN alkej-736 137 22 of of ADP alkej-736 137 23 0.07 0.07 NUM alkej-736 137 24 mm mm NOUN alkej-736 137 25 / / SYM alkej-736 137 26 rev rev PROPN alkej-736 137 27 and and CCONJ alkej-736 137 28 a a DET alkej-736 137 29 cutting cut VERB alkej-736 137 30 depth depth NOUN alkej-736 137 31 of of ADP alkej-736 137 32 0.4 0.4 NUM alkej-736 137 33 mm mm NOUN alkej-736 137 34 achieved achieve VERB alkej-736 137 35 lower low ADJ alkej-736 137 36 surface surface NOUN alkej-736 137 37 roughness roughness NOUN alkej-736 137 38 . . PUNCT alkej-736 138 1 osamah osamah PROPN alkej-736 138 2 f. f. PROPN alkej-736 138 3 abdulateef abdulateef PROPN alkej-736 138 4 al al PROPN alkej-736 138 5 - - PUNCT alkej-736 138 6 khwarizmi khwarizmi PROPN alkej-736 138 7 engineering engineering NOUN alkej-736 138 8 journal journal PROPN alkej-736 138 9 , , PUNCT alkej-736 138 10 vol vol NOUN alkej-736 138 11 . . PROPN alkej-736 138 12 17 17 NUM alkej-736 138 13 , , PUNCT alkej-736 138 14 no no INTJ alkej-736 138 15 . . NOUN alkej-736 138 16 2 2 NUM alkej-736 138 17 , , PUNCT alkej-736 138 18 p.p p.p PROPN alkej-736 138 19 . . NOUN alkej-736 138 20 817 817 NUM alkej-736 138 21 ( ( PUNCT alkej-736 138 22 2021 2021 NUM alkej-736 138 23 ) ) PUNCT alkej-736 138 24         SPACE alkej-736 138 25 13 13 NUM alkej-736 138 26 fig fig NOUN alkej-736 138 27 . . PUNCT alkej-736 139 1 5 5 NUM alkej-736 139 2 . . X alkej-736 139 3 main main ADJ alkej-736 139 4 effect effect NOUN alkej-736 139 5 plots plot NOUN alkej-736 139 6 of of ADP alkej-736 139 7 ra ra PROPN alkej-736 139 8 . . PROPN alkej-736 139 9 3.2 3.2 NUM alkej-736 139 10 artificial artificial ADJ alkej-736 139 11 neural neural ADJ alkej-736 139 12 network network NOUN alkej-736 139 13 analysis analysis NOUN alkej-736 139 14 the the DET alkej-736 139 15 estimated estimate VERB alkej-736 139 16 values value NOUN alkej-736 139 17 are be AUX alkej-736 139 18 obtained obtain VERB alkej-736 139 19 and and CCONJ alkej-736 139 20 error error NOUN alkej-736 139 21 is be AUX alkej-736 139 22 determined determine VERB alkej-736 139 23 for for ADP alkej-736 139 24 each each DET alkej-736 139 25 data datum NOUN alkej-736 139 26 set set VERB alkej-736 139 27 as as SCONJ alkej-736 139 28 shown show VERB alkej-736 139 29 in in ADP alkej-736 139 30 table table NOUN alkej-736 139 31 3 3 NUM alkej-736 139 32 . . PUNCT alkej-736 140 1 the the DET alkej-736 140 2 estimated estimate VERB alkej-736 140 3 average average ADJ alkej-736 140 4 percentage percentage NOUN alkej-736 140 5 error error NOUN alkej-736 140 6 is be AUX alkej-736 140 7 3.64 3.64 NUM alkej-736 140 8 % % NOUN alkej-736 140 9 , , PUNCT alkej-736 140 10 indicating indicate VERB alkej-736 140 11 that that SCONJ alkej-736 140 12 the the DET alkej-736 140 13 accuracy accuracy NOUN alkej-736 140 14 of of ADP alkej-736 140 15 the the DET alkej-736 140 16 forecast forecast NOUN alkej-736 140 17 is be AUX alkej-736 140 18 around around ADV alkej-736 140 19 96 96 NUM alkej-736 140 20 % % NOUN alkej-736 140 21 . . PUNCT alkej-736 141 1 figure figure NOUN alkej-736 141 2 6 6 NUM alkej-736 141 3 shows show VERB alkej-736 141 4 the the DET alkej-736 141 5 plot plot NOUN alkej-736 141 6 of of ADP alkej-736 141 7 estimated estimate VERB alkej-736 141 8 surface surface NOUN alkej-736 141 9 roughness roughness NOUN alkej-736 141 10 for for ADP alkej-736 141 11 different different ADJ alkej-736 141 12 test test NOUN alkej-736 141 13 cutting cut VERB alkej-736 141 14 conditions condition NOUN alkej-736 141 15 utilizing utilize VERB alkej-736 141 16 the the DET alkej-736 141 17 neural neural ADJ alkej-736 141 18 network network NOUN alkej-736 141 19 and and CCONJ alkej-736 141 20 actual actual ADJ alkej-736 141 21 surface surface NOUN alkej-736 141 22 roughness roughness NOUN alkej-736 141 23 . . PUNCT alkej-736 142 1 from from ADP alkej-736 142 2 the the DET alkej-736 142 3 graphs graph NOUN alkej-736 142 4 , , PUNCT alkej-736 142 5 it it PRON alkej-736 142 6 is be AUX alkej-736 142 7 clear clear ADJ alkej-736 142 8 that that SCONJ alkej-736 142 9 for for ADP alkej-736 142 10 each each PRON alkej-736 142 11 of of ADP alkej-736 142 12 the the DET alkej-736 142 13 output output NOUN alkej-736 142 14 parameters parameter NOUN alkej-736 142 15 , , PUNCT alkej-736 142 16 the the DET alkej-736 142 17 suggested suggest VERB alkej-736 142 18 model model NOUN alkej-736 142 19 can can AUX alkej-736 142 20 estimate estimate VERB alkej-736 142 21 values value NOUN alkej-736 142 22 that that PRON alkej-736 142 23 are be AUX alkej-736 142 24 almost almost ADV alkej-736 142 25 quite quite ADV alkej-736 142 26 similar similar ADJ alkej-736 142 27 to to ADP alkej-736 142 28 experimental experimental ADJ alkej-736 142 29 observations observation NOUN alkej-736 142 30 . . PUNCT alkej-736 143 1 the the DET alkej-736 143 2 results result NOUN alkej-736 143 3 show show VERB alkej-736 143 4 that that SCONJ alkej-736 143 5 the the DET alkej-736 143 6 ann ann PROPN alkej-736 143 7 model model NOUN alkej-736 143 8 can can AUX alkej-736 143 9 be be AUX alkej-736 143 10 easily easily ADV alkej-736 143 11 used use VERB alkej-736 143 12 to to PART alkej-736 143 13 predict predict VERB alkej-736 143 14 surface surface NOUN alkej-736 143 15 roughness roughness NOUN alkej-736 143 16 and and CCONJ alkej-736 143 17 thus thus ADV alkej-736 143 18 , , PUNCT alkej-736 143 19 assists assist NOUN alkej-736 143 20 in in ADP alkej-736 143 21 the the DET alkej-736 143 22 optimal optimal ADJ alkej-736 143 23 choice choice NOUN alkej-736 143 24 of of ADP alkej-736 143 25 process process NOUN alkej-736 143 26 parameters parameter NOUN alkej-736 143 27 ( ( PUNCT alkej-736 143 28 v v NOUN alkej-736 143 29 , , PUNCT alkej-736 143 30 f f PROPN alkej-736 143 31 , , PUNCT alkej-736 143 32 d d NOUN alkej-736 143 33 ) ) PUNCT alkej-736 143 34 for for ADP alkej-736 143 35 the the DET alkej-736 143 36 planning planning NOUN alkej-736 143 37 of of ADP alkej-736 143 38 the the DET alkej-736 143 39 cutting cut VERB alkej-736 143 40 process process NOUN alkej-736 143 41 and and CCONJ alkej-736 143 42 optimization optimization NOUN alkej-736 143 43 of of ADP alkej-736 143 44 cutting cut VERB alkej-736 143 45 parameters parameter NOUN alkej-736 143 46 in in ADP alkej-736 143 47 turning turn VERB alkej-736 143 48 dss dss NOUN alkej-736 143 49 by by ADP alkej-736 143 50 uncoated uncoated ADJ alkej-736 143 51 carbide carbide NOUN alkej-736 143 52 insert insert NOUN alkej-736 143 53 tool tool NOUN alkej-736 143 54 , , PUNCT alkej-736 143 55 which which PRON alkej-736 143 56 is be AUX alkej-736 143 57 agreed agree VERB alkej-736 143 58 with with ADP alkej-736 143 59 lavanya lavanya NOUN alkej-736 143 60 et et PROPN alkej-736 143 61 al al PROPN alkej-736 143 62 . . PUNCT alkej-736 144 1 [ [ X alkej-736 144 2 8 8 NUM alkej-736 144 3 ] ] SYM alkej-736 144 4 . . PUNCT alkej-736 144 5 osamah osamah PROPN alkej-736 144 6 f. f. PROPN alkej-736 144 7 abdulateef abdulateef PROPN alkej-736 144 8 al al PROPN alkej-736 144 9 - - PUNCT alkej-736 144 10 khwarizmi khwarizmi PROPN alkej-736 144 11 engineering engineering NOUN alkej-736 144 12 journal journal PROPN alkej-736 144 13 , , PUNCT alkej-736 144 14 vol vol NOUN alkej-736 144 15 . . PROPN alkej-736 144 16 17 17 NUM alkej-736 144 17 , , PUNCT alkej-736 144 18 no no INTJ alkej-736 144 19 . . NOUN alkej-736 144 20 2 2 NUM alkej-736 144 21 , , PUNCT alkej-736 144 22 p.p p.p PROPN alkej-736 144 23 . . NOUN alkej-736 144 24 817 817 NUM alkej-736 144 25 ( ( PUNCT alkej-736 144 26 2021 2021 NUM alkej-736 144 27 ) ) PUNCT alkej-736 144 28         SPACE alkej-736 144 29 14 14 NUM alkej-736 144 30 table table NOUN alkej-736 144 31 3 3 NUM alkej-736 144 32 , , PUNCT alkej-736 144 33 experimental experimental ADJ alkej-736 144 34 and and CCONJ alkej-736 144 35 estimated estimate VERB alkej-736 144 36 surface surface NOUN alkej-736 144 37 roughness roughness NOUN alkej-736 144 38 comparison comparison NOUN alkej-736 144 39 exp exp NOUN alkej-736 144 40 . . PUNCT alkej-736 145 1 no no PRON alkej-736 145 2 . . PUNCT alkej-736 146 1 cutting cut VERB alkej-736 146 2 speed speed NOUN alkej-736 146 3 ( ( PUNCT alkej-736 146 4 v v NOUN alkej-736 146 5 ) ) PUNCT alkej-736 146 6 rev rev PROPN alkej-736 146 7 / / SYM alkej-736 146 8 min min NOUN alkej-736 146 9 feed feed NOUN alkej-736 146 10 rate rate NOUN alkej-736 146 11 ( ( PUNCT alkej-736 146 12 f f X alkej-736 146 13 ) ) PUNCT alkej-736 146 14 mm mm PROPN alkej-736 146 15 / / SYM alkej-736 146 16 min min NOUN alkej-736 146 17 cutting cut VERB alkej-736 146 18 depth depth NOUN alkej-736 146 19 ( ( PUNCT alkej-736 146 20 d d NOUN alkej-736 146 21 ) ) PUNCT alkej-736 146 22 mm mm PROPN alkej-736 146 23 roughness roughness NOUN alkej-736 146 24 ( ( PUNCT alkej-736 146 25 experimental experimental ADJ alkej-736 146 26 ) ) PUNCT alkej-736 146 27 µm µm ADP alkej-736 146 28 roughness roughness NOUN alkej-736 146 29 ( ( PUNCT alkej-736 146 30 ann ann PROPN alkej-736 146 31 ) ) PUNCT alkej-736 146 32 µm µm NOUN alkej-736 146 33 error error NOUN alkej-736 146 34 % % NOUN alkej-736 146 35 1 1 NUM alkej-736 146 36 355 355 NUM alkej-736 146 37 0.3 0.3 NUM alkej-736 146 38 0.6 0.6 NUM alkej-736 146 39 2.577 2.577 NUM alkej-736 146 40 2.66 2.66 NUM alkej-736 146 41 3.22 3.22 NUM alkej-736 146 42 2 2 NUM alkej-736 146 43 355 355 NUM alkej-736 146 44 0.3 0.3 NUM alkej-736 146 45 0.4 0.4 NUM alkej-736 146 46 2.789 2.789 NUM alkej-736 146 47 2.70 2.70 NUM alkej-736 146 48 3.19 3.19 NUM alkej-736 146 49 3 3 NUM alkej-736 146 50 355 355 NUM alkej-736 146 51 0.3 0.3 NUM alkej-736 146 52 0.2 0.2 NUM alkej-736 146 53 2.89 2.89 NUM alkej-736 146 54 2.97 2.97 NUM alkej-736 146 55 2.76 2.76 NUM alkej-736 146 56 4 4 NUM alkej-736 146 57 355 355 NUM alkej-736 146 58 0.13 0.13 NUM alkej-736 146 59 0.6 0.6 NUM alkej-736 146 60 2.376 2.376 NUM alkej-736 146 61 2.24 2.24 NUM alkej-736 146 62 5.70 5.70 NUM alkej-736 146 63 5 5 NUM alkej-736 146 64 355 355 NUM alkej-736 146 65 0.13 0.13 NUM alkej-736 146 66 0.4 0.4 NUM alkej-736 146 67 2.949 2.949 NUM alkej-736 146 68 2.93 2.93 NUM alkej-736 146 69 0.64 0.64 NUM alkej-736 146 70 6 6 NUM alkej-736 146 71 355 355 NUM alkej-736 146 72 0.13 0.13 NUM alkej-736 146 73 0.2 0.2 NUM alkej-736 146 74 2.819 2.819 NUM alkej-736 146 75 2.99 2.99 NUM alkej-736 146 76 6.06 6.06 NUM alkej-736 146 77 7 7 NUM alkej-736 146 78 355 355 NUM alkej-736 146 79 0.07 0.07 NUM alkej-736 146 80 0.6 0.6 NUM alkej-736 146 81 2.14 2.14 NUM alkej-736 146 82 1.97 1.97 NUM alkej-736 146 83 7.94 7.94 NUM alkej-736 146 84 8 8 NUM alkej-736 146 85 355 355 NUM alkej-736 146 86 0.07 0.07 NUM alkej-736 146 87 0.4 0.4 NUM alkej-736 146 88 1.7545 1.7545 NUM alkej-736 146 89 1.83 1.83 NUM alkej-736 146 90 4.3 4.3 NUM alkej-736 146 91 9 9 NUM alkej-736 146 92 355 355 NUM alkej-736 146 93 0.07 0.07 NUM alkej-736 146 94 0.2 0.2 NUM alkej-736 146 95 3.647 3.647 NUM alkej-736 146 96 3.53 3.53 NUM alkej-736 146 97 3.20 3.20 NUM alkej-736 146 98 10 10 NUM alkej-736 146 99 230 230 NUM alkej-736 146 100 0.3 0.3 NUM alkej-736 146 101 0.6 0.6 NUM alkej-736 146 102 2.464 2.464 NUM alkej-736 146 103 2.49 2.49 NUM alkej-736 146 104 1.05 1.05 NUM alkej-736 146 105 11 11 NUM alkej-736 146 106 230 230 NUM alkej-736 146 107 0.3 0.3 NUM alkej-736 146 108 0.4 0.4 NUM alkej-736 146 109 3.216 3.216 NUM alkej-736 146 110 3.05 3.05 NUM alkej-736 146 111 5.16 5.16 NUM alkej-736 146 112 12 12 NUM alkej-736 146 113 230 230 NUM alkej-736 146 114 0.3 0.3 NUM alkej-736 146 115 0.2 0.2 NUM alkej-736 146 116 3.53 3.53 NUM alkej-736 146 117 3.73 3.73 NUM alkej-736 146 118 5.66 5.66 NUM alkej-736 146 119 13 13 NUM alkej-736 146 120 230 230 NUM alkej-736 146 121 0.13 0.13 NUM alkej-736 146 122 0.6 0.6 NUM alkej-736 146 123 2.714 2.714 NUM alkej-736 146 124 2.63 2.63 NUM alkej-736 146 125 3.09 3.09 NUM alkej-736 146 126 14 14 NUM alkej-736 146 127 230 230 NUM alkej-736 146 128 0.13 0.13 NUM alkej-736 146 129 0.4 0.4 NUM alkej-736 146 130 2.975 2.975 NUM alkej-736 146 131 3.08 3.08 NUM alkej-736 146 132 3.52 3.52 NUM alkej-736 146 133 15 15 NUM alkej-736 146 134 230 230 NUM alkej-736 146 135 0.13 0.13 NUM alkej-736 146 136 0.2 0.2 NUM alkej-736 146 137 3.096 3.096 NUM alkej-736 146 138 3.19 3.19 NUM alkej-736 146 139 3.03 3.03 NUM alkej-736 146 140 16 16 NUM alkej-736 146 141 230 230 NUM alkej-736 146 142 0.07 0.07 NUM alkej-736 146 143 0.6 0.6 NUM alkej-736 146 144 2.3 2.3 NUM alkej-736 146 145 2.40 2.40 NUM alkej-736 146 146 4.34 4.34 NUM alkej-736 146 147 17 17 NUM alkej-736 146 148 230 230 NUM alkej-736 146 149 0.07 0.07 NUM alkej-736 146 150 0.4 0.4 NUM alkej-736 146 151 2.45 2.45 NUM alkej-736 146 152 2.38 2.38 NUM alkej-736 146 153 2.94 2.94 NUM alkej-736 146 154 18 18 NUM alkej-736 146 155 230 230 NUM alkej-736 146 156 0.07 0.07 NUM alkej-736 146 157 0.2 0.2 NUM alkej-736 146 158 3.8 3.8 NUM alkej-736 146 159 3.64 3.64 NUM alkej-736 146 160 4.21 4.21 NUM alkej-736 146 161 19 19 NUM alkej-736 146 162 150 150 NUM alkej-736 146 163 0.3 0.3 NUM alkej-736 146 164 0.6 0.6 NUM alkej-736 146 165 2.21 2.21 NUM alkej-736 146 166 2.35 2.35 NUM alkej-736 146 167 6.33 6.33 NUM alkej-736 146 168 20 20 NUM alkej-736 146 169 150 150 NUM alkej-736 146 170 0.3 0.3 NUM alkej-736 146 171 0.4 0.4 NUM alkej-736 146 172 2.813 2.813 NUM alkej-736 146 173 2.76 2.76 NUM alkej-736 146 174 1.88 1.88 NUM alkej-736 146 175 21 21 NUM alkej-736 146 176 150 150 NUM alkej-736 146 177 0.3 0.3 NUM alkej-736 146 178 0.2 0.2 NUM alkej-736 146 179 3.8 3.8 NUM alkej-736 146 180 3.67 3.67 NUM alkej-736 146 181 3.42 3.42 NUM alkej-736 146 182 22 22 NUM alkej-736 146 183 150 150 NUM alkej-736 146 184 0.13 0.13 NUM alkej-736 146 185 0.6 0.6 NUM alkej-736 146 186 2.161 2.161 NUM alkej-736 146 187 2.21 2.21 NUM alkej-736 146 188 2.26 2.26 NUM alkej-736 146 189 23 23 NUM alkej-736 146 190 150 150 NUM alkej-736 146 191 0.13 0.13 NUM alkej-736 146 192 0.4 0.4 NUM alkej-736 146 193 2.596 2.596 NUM alkej-736 146 194 2.72 2.72 NUM alkej-736 146 195 4.77 4.77 NUM alkej-736 146 196 24 24 NUM alkej-736 146 197 150 150 NUM alkej-736 146 198 0.13 0.13 NUM alkej-736 146 199 0.2 0.2 NUM alkej-736 146 200 3.711 3.711 NUM alkej-736 146 201 3.71 3.71 NUM alkej-736 146 202 0.02 0.02 NUM alkej-736 146 203 25 25 NUM alkej-736 146 204 150 150 NUM alkej-736 146 205 0.07 0.07 NUM alkej-736 146 206 0.6 0.6 NUM alkej-736 146 207 3 3 NUM alkej-736 146 208 2.83 2.83 NUM alkej-736 146 209 6.00 6.00 NUM alkej-736 146 210 26 26 NUM alkej-736 146 211 150 150 NUM alkej-736 146 212 0.07 0.07 NUM alkej-736 146 213 0.4 0.4 NUM alkej-736 146 214 3.4 3.4 NUM alkej-736 146 215 3.28 3.28 NUM alkej-736 146 216 3.52 3.52 NUM alkej-736 146 217 27 27 NUM alkej-736 146 218 150 150 NUM alkej-736 146 219 0.07 0.07 NUM alkej-736 146 220 0.2 0.2 NUM alkej-736 146 221 3.6 3.6 NUM alkej-736 146 222 3.61 3.61 NUM alkej-736 146 223 0.27 0.27 NUM alkej-736 146 224 fig fig NOUN alkej-736 146 225 . . PUNCT alkej-736 147 1 6 6 NUM alkej-736 147 2 . . X alkej-736 147 3 experimental experimental ADJ alkej-736 147 4 and and CCONJ alkej-736 147 5 estimated estimate VERB alkej-736 147 6 surface surface NOUN alkej-736 147 7 roughness roughness NOUN alkej-736 147 8 comparison comparison NOUN alkej-736 147 9 at at ADP alkej-736 147 10 different different ADJ alkej-736 147 11 cutting cutting NOUN alkej-736 147 12 conditions condition NOUN alkej-736 147 13 . . PUNCT alkej-736 148 1 osamah osamah PROPN alkej-736 148 2 f. f. PROPN alkej-736 148 3 abdulateef abdulateef PROPN alkej-736 148 4 al al PROPN alkej-736 148 5 - - PUNCT alkej-736 148 6 khwarizmi khwarizmi PROPN alkej-736 148 7 engineering engineering NOUN alkej-736 148 8 journal journal PROPN alkej-736 148 9 , , PUNCT alkej-736 148 10 vol vol NOUN alkej-736 148 11 . . PROPN alkej-736 148 12 17 17 NUM alkej-736 148 13 , , PUNCT alkej-736 148 14 no no INTJ alkej-736 148 15 . . NOUN alkej-736 148 16 2 2 NUM alkej-736 148 17 , , PUNCT alkej-736 148 18 p.p p.p PROPN alkej-736 148 19 . . NOUN alkej-736 148 20 817 817 NUM alkej-736 148 21 ( ( PUNCT alkej-736 148 22 2021 2021 NUM alkej-736 148 23 ) ) PUNCT alkej-736 148 24         SPACE alkej-736 148 25 15 15 NUM alkej-736 148 26 4 4 NUM alkej-736 148 27 . . PUNCT alkej-736 148 28 conclusions conclusion NOUN alkej-736 148 29 in in ADP alkej-736 148 30 the the DET alkej-736 148 31 present present ADJ alkej-736 148 32 study study NOUN alkej-736 148 33 , , PUNCT alkej-736 148 34 the the DET alkej-736 148 35 ann ann PROPN alkej-736 148 36 model model NOUN alkej-736 148 37 has have AUX alkej-736 148 38 been be AUX alkej-736 148 39 designed design VERB alkej-736 148 40 for for ADP alkej-736 148 41 surface surface NOUN alkej-736 148 42 roughness roughness NOUN alkej-736 148 43 prediction prediction NOUN alkej-736 148 44 in in ADP alkej-736 148 45 turning turn VERB alkej-736 148 46 of of ADP alkej-736 148 47 dss dss NOUN alkej-736 148 48 by by ADP alkej-736 148 49 utilizing utilize VERB alkej-736 148 50 the the DET alkej-736 148 51 experimental experimental ADJ alkej-736 148 52 results result NOUN alkej-736 148 53 . . PUNCT alkej-736 149 1 the the DET alkej-736 149 2 outcomes outcome NOUN alkej-736 149 3 of of ADP alkej-736 149 4 the the DET alkej-736 149 5 current current ADJ alkej-736 149 6 work work NOUN alkej-736 149 7 are be AUX alkej-736 149 8 outlined outline VERB alkej-736 149 9 in in ADP alkej-736 149 10 the the DET alkej-736 149 11 following following NOUN alkej-736 149 12 : : PUNCT alkej-736 149 13 machining machine VERB alkej-736 149 14 at at ADP alkej-736 149 15 a a DET alkej-736 149 16 cutting cut VERB alkej-736 149 17 speed speed NOUN alkej-736 149 18 of of ADP alkej-736 149 19 355 355 NUM alkej-736 149 20 rpm rpm NOUN alkej-736 149 21 with with ADP alkej-736 149 22 a a DET alkej-736 149 23 feed feed NOUN alkej-736 149 24 rate rate NOUN alkej-736 149 25 of of ADP alkej-736 149 26 0.07 0.07 NUM alkej-736 149 27 mm mm NOUN alkej-736 149 28 / / SYM alkej-736 149 29 rev rev PROPN alkej-736 149 30 and and CCONJ alkej-736 149 31 a a DET alkej-736 149 32 cutting cut VERB alkej-736 149 33 depth depth NOUN alkej-736 149 34 of of ADP alkej-736 149 35 0.4 0.4 NUM alkej-736 149 36 mm mm NOUN alkej-736 149 37 has have AUX alkej-736 149 38 been be AUX alkej-736 149 39 found find VERB alkej-736 149 40 to to PART alkej-736 149 41 achieve achieve VERB alkej-736 149 42 lower low ADJ alkej-736 149 43 surface surface NOUN alkej-736 149 44 roughness roughness NOUN alkej-736 149 45 . . PUNCT alkej-736 150 1 an an DET alkej-736 150 2 increase increase NOUN alkej-736 150 3 in in ADP alkej-736 150 4 the the DET alkej-736 150 5 cutting cut VERB alkej-736 150 6 speed speed NOUN alkej-736 150 7 and and CCONJ alkej-736 150 8 feed feed NOUN alkej-736 150 9 rate rate NOUN alkej-736 150 10 increases increase VERB alkej-736 150 11 the the DET alkej-736 150 12 surface surface NOUN alkej-736 150 13 roughness roughness NOUN alkej-736 150 14 , , PUNCT alkej-736 150 15 while while SCONJ alkej-736 150 16 an an DET alkej-736 150 17 increase increase NOUN alkej-736 150 18 in in ADP alkej-736 150 19 the the DET alkej-736 150 20 depth depth NOUN alkej-736 150 21 of of ADP alkej-736 150 22 cut cut NOUN alkej-736 150 23 reduces reduce VERB alkej-736 150 24 the the DET alkej-736 150 25 surface surface NOUN alkej-736 150 26 roughness roughness NOUN alkej-736 150 27 . . PUNCT alkej-736 151 1 the the DET alkej-736 151 2 expected expect VERB alkej-736 151 3 values value NOUN alkej-736 151 4 obtained obtain VERB alkej-736 151 5 from from ADP alkej-736 151 6 ann ann PROPN alkej-736 151 7 are be AUX alkej-736 151 8 similar similar ADJ alkej-736 151 9 to to ADP alkej-736 151 10 those those PRON alkej-736 151 11 obtained obtain VERB alkej-736 151 12 from from ADP alkej-736 151 13 experimental experimental ADJ alkej-736 151 14 values value NOUN alkej-736 151 15 . . PUNCT alkej-736 152 1 the the DET alkej-736 152 2 outcome outcome NOUN alkej-736 152 3 of of ADP alkej-736 152 4 the the DET alkej-736 152 5 prediction prediction NOUN alkej-736 152 6 is be AUX alkej-736 152 7 advantageous advantageous ADJ alkej-736 152 8 with with ADP alkej-736 152 9 a a DET alkej-736 152 10 3.64 3.64 NUM alkej-736 152 11 % % NOUN alkej-736 152 12 average average ADJ alkej-736 152 13 error error NOUN alkej-736 152 14 , , PUNCT alkej-736 152 15 which which PRON alkej-736 152 16 means mean VERB alkej-736 152 17 the the DET alkej-736 152 18 neural neural ADJ alkej-736 152 19 network network NOUN alkej-736 152 20 is be AUX alkej-736 152 21 capable capable ADJ alkej-736 152 22 of of ADP alkej-736 152 23 predicting predict VERB alkej-736 152 24 up up ADP alkej-736 152 25 to to PART alkej-736 152 26 96 96 NUM alkej-736 152 27 % % NOUN alkej-736 152 28 accurate accurate ADJ alkej-736 152 29 surface surface NOUN alkej-736 152 30 roughness roughness NOUN alkej-736 152 31 . . PUNCT alkej-736 153 1 it it PRON alkej-736 153 2 is be AUX alkej-736 153 3 also also ADV alkej-736 153 4 noted note VERB alkej-736 153 5 that that SCONJ alkej-736 153 6 ann ann PROPN alkej-736 153 7 is be AUX alkej-736 153 8 a a DET alkej-736 153 9 better well ADJ alkej-736 153 10 model model NOUN alkej-736 153 11 considering consider VERB alkej-736 153 12 its its PRON alkej-736 153 13 speed speed NOUN alkej-736 153 14 , , PUNCT alkej-736 153 15 ease ease NOUN alkej-736 153 16 , , PUNCT alkej-736 153 17 and and CCONJ alkej-736 153 18 ability ability NOUN alkej-736 153 19 to to PART alkej-736 153 20 learn learn VERB alkej-736 153 21 from from ADP alkej-736 153 22 examples example NOUN alkej-736 153 23 . . PUNCT alkej-736 154 1 it it PRON alkej-736 154 2 does do AUX alkej-736 154 3 not not PART alkej-736 154 4 need need VERB alkej-736 154 5 more more ADJ alkej-736 154 6 experimental experimental ADJ alkej-736 154 7 investigation investigation NOUN alkej-736 154 8 . . PUNCT alkej-736 155 1 5 5 X alkej-736 155 2 . . NUM alkej-736 155 3 references reference NOUN alkej-736 155 4 [ [ X alkej-736 155 5 1 1 X alkej-736 155 6 ] ] PUNCT alkej-736 155 7 j. j. PROPN alkej-736 155 8 z. z. PROPN alkej-736 155 9 zhang zhang PROPN alkej-736 155 10 , , PUNCT alkej-736 155 11 j. j. PROPN alkej-736 155 12 c. c. PROPN alkej-736 155 13 chen chen PROPN alkej-736 155 14 , , PUNCT alkej-736 155 15 and and CCONJ alkej-736 155 16 e. e. PROPN alkej-736 155 17 d. d. PROPN alkej-736 155 18 kirby kirby PROPN alkej-736 155 19 , , PUNCT alkej-736 155 20 “ " PUNCT alkej-736 155 21 surface surface NOUN alkej-736 155 22 roughness roughness NOUN alkej-736 155 23 optimization optimization NOUN alkej-736 155 24 in in ADP alkej-736 155 25 an an DET alkej-736 155 26 endmilling endmille VERB alkej-736 155 27 operation operation NOUN alkej-736 155 28 using use VERB alkej-736 155 29 the the DET alkej-736 155 30 taguchi taguchi PROPN alkej-736 155 31 design design NOUN alkej-736 155 32 method method NOUN alkej-736 155 33 , , PUNCT alkej-736 155 34 ” " PUNCT alkej-736 155 35 journal journal NOUN alkej-736 155 36 of of ADP alkej-736 155 37 materials material NOUN alkej-736 155 38 processing processing NOUN alkej-736 155 39 technology technology NOUN alkej-736 155 40 , , PUNCT alkej-736 155 41 vol vol NOUN alkej-736 155 42 . . PUNCT alkej-736 156 1 184 184 NUM alkej-736 156 2 , , PUNCT alkej-736 156 3 no no INTJ alkej-736 156 4 . . NOUN alkej-736 156 5 1 1 NUM alkej-736 156 6 - - SYM alkej-736 156 7 3 3 NUM alkej-736 156 8 , , PUNCT alkej-736 156 9 pp pp ADJ alkej-736 156 10 . . PUNCT alkej-736 157 1 233 233 NUM alkej-736 157 2 - - SYM alkej-736 157 3 239 239 NUM alkej-736 157 4 , , PUNCT alkej-736 157 5 2007 2007 NUM alkej-736 157 6 . . PUNCT alkej-736 158 1 https://doi.org/10.1016/j.jmatprotec.2006.11 https://doi.org/10.1016/j.jmatprotec.2006.11 PROPN alkej-736 158 2 . . PUNCT alkej-736 158 3 029 029 NUM alkej-736 159 1 [ [ X alkej-736 159 2 2 2 NUM alkej-736 159 3 ] ] PUNCT alkej-736 159 4 kahraman kahraman NOUN alkej-736 159 5 , , PUNCT alkej-736 159 6 and and CCONJ alkej-736 159 7 a. a. NOUN alkej-736 159 8 sagbas sagbas PROPN alkej-736 159 9 , , PUNCT alkej-736 159 10 “ " PUNCT alkej-736 159 11 an an DET alkej-736 159 12 investigation investigation NOUN alkej-736 159 13 of of ADP alkej-736 159 14 the the DET alkej-736 159 15 effect effect NOUN alkej-736 159 16 of of ADP alkej-736 159 17 heat heat NOUN alkej-736 159 18 treatment treatment NOUN alkej-736 159 19 on on ADP alkej-736 159 20 surface surface NOUN alkej-736 159 21 roughness roughness NOUN alkej-736 159 22 in in ADP alkej-736 159 23 machining machining NOUN alkej-736 159 24 by by ADP alkej-736 159 25 using use VERB alkej-736 159 26 statistical statistical ADJ alkej-736 159 27 analysis analysis NOUN alkej-736 159 28 , , PUNCT alkej-736 159 29 ” " PUNCT alkej-736 159 30 iranian iranian ADJ alkej-736 159 31 journal journal PROPN alkej-736 159 32 of of ADP alkej-736 159 33 science science PROPN alkej-736 159 34 & & CCONJ alkej-736 159 35 technology technology PROPN alkej-736 159 36 , , PUNCT alkej-736 159 37 transaction transaction NOUN alkej-736 159 38 b b NOUN alkej-736 159 39 : : PUNCT alkej-736 159 40 engineering engineering NOUN alkej-736 159 41 , , PUNCT alkej-736 159 42 vol vol NOUN alkej-736 159 43 . . PROPN alkej-736 160 1 34 34 NUM alkej-736 160 2 , , PUNCT alkej-736 160 3 no no INTJ alkej-736 160 4 . . PUNCT alkej-736 161 1 b5 b5 PROPN alkej-736 161 2 , , PUNCT alkej-736 161 3 pp pp X alkej-736 161 4 . . PUNCT alkej-736 162 1 591 591 NUM alkej-736 162 2 - - SYM alkej-736 162 3 595 595 NUM alkej-736 162 4 , , PUNCT alkej-736 162 5 2010 2010 NUM alkej-736 162 6 . . PUNCT alkej-736 163 1 [ [ X alkej-736 163 2 3 3 X alkej-736 163 3 ] ] X alkej-736 163 4 h. h. PROPN alkej-736 163 5 gokkaya gokkaya PROPN alkej-736 163 6 , , PUNCT alkej-736 163 7 and and CCONJ alkej-736 163 8 m. m. NOUN alkej-736 163 9 nalbant nalbant PROPN alkej-736 163 10 , , PUNCT alkej-736 163 11 “ " PUNCT alkej-736 163 12 the the DET alkej-736 163 13 effects effect NOUN alkej-736 163 14 of of ADP alkej-736 163 15 cutting cut VERB alkej-736 163 16 tool tool NOUN alkej-736 163 17 coating coat VERB alkej-736 163 18 on on ADP alkej-736 163 19 the the DET alkej-736 163 20 surface surface NOUN alkej-736 163 21 roughness roughness NOUN alkej-736 163 22 of of ADP alkej-736 163 23 aisi aisi PROPN alkej-736 163 24 1015 1015 NUM alkej-736 163 25 steel steel NOUN alkej-736 163 26 depending depend VERB alkej-736 163 27 on on ADP alkej-736 163 28 cutting cut VERB alkej-736 163 29 parameters parameter NOUN alkej-736 163 30 , , PUNCT alkej-736 163 31 ” " PUNCT alkej-736 163 32 turkish turkish ADJ alkej-736 163 33 journal journal NOUN alkej-736 163 34 of of ADP alkej-736 163 35 engineering engineering NOUN alkej-736 163 36 and and CCONJ alkej-736 163 37 environmental environmental ADJ alkej-736 163 38 sciences science NOUN alkej-736 163 39 , , PUNCT alkej-736 163 40 vol vol NOUN alkej-736 163 41 . . PROPN alkej-736 163 42 30 30 NUM alkej-736 163 43 , , PUNCT alkej-736 163 44 no no INTJ alkej-736 163 45 . . NOUN alkej-736 163 46 5 5 NUM alkej-736 163 47 , , PUNCT alkej-736 163 48 pp pp ADJ alkej-736 163 49 . . PUNCT alkej-736 164 1 307 307 NUM alkej-736 164 2 - - SYM alkej-736 164 3 316 316 NUM alkej-736 164 4 , , PUNCT alkej-736 164 5 2006 2006 NUM alkej-736 164 6 . . PUNCT alkej-736 165 1 [ [ X alkej-736 165 2 4 4 NUM alkej-736 165 3 ] ] PUNCT alkej-736 165 4 m. m. NOUN alkej-736 165 5 nalbant nalbant PROPN alkej-736 165 6 , , PUNCT alkej-736 165 7 h. h. PROPN alkej-736 165 8 gokkaya gokkaya PROPN alkej-736 165 9 , , PUNCT alkej-736 165 10 and and CCONJ alkej-736 165 11 i. i. PROPN alkej-736 165 12 toktas toktas PROPN alkej-736 165 13 , , PUNCT alkej-736 165 14 “ " PUNCT alkej-736 165 15 comparison comparison NOUN alkej-736 165 16 of of ADP alkej-736 165 17 regression regression NOUN alkej-736 165 18 and and CCONJ alkej-736 165 19 artificial artificial ADJ alkej-736 165 20 neural neural ADJ alkej-736 165 21 network network NOUN alkej-736 165 22 models model NOUN alkej-736 165 23 for for ADP alkej-736 165 24 surface surface NOUN alkej-736 165 25 roughness roughness NOUN alkej-736 165 26 prediction prediction NOUN alkej-736 165 27 with with ADP alkej-736 165 28 the the DET alkej-736 165 29 cutting cut VERB alkej-736 165 30 parameters parameter NOUN alkej-736 165 31 in in ADP alkej-736 165 32 cnc cnc PROPN alkej-736 165 33 turning turning NOUN alkej-736 165 34 , , PUNCT alkej-736 165 35 ” " PUNCT alkej-736 165 36 modeling modeling NOUN alkej-736 165 37 and and CCONJ alkej-736 165 38 simulation simulation NOUN alkej-736 165 39 in in ADP alkej-736 165 40 engineering engineering NOUN alkej-736 165 41 , , PUNCT alkej-736 165 42 vol vol NOUN alkej-736 165 43 . . PROPN alkej-736 165 44 2007 2007 NUM alkej-736 165 45 , , PUNCT alkej-736 165 46 pp pp ADJ alkej-736 165 47 . . PUNCT alkej-736 166 1 1 1 NUM alkej-736 166 2 - - SYM alkej-736 166 3 14 14 NUM alkej-736 166 4 , , PUNCT alkej-736 166 5 2007 2007 NUM alkej-736 166 6 . . PUNCT alkej-736 167 1 https://doi.org/10.1155/2007/92717 https://doi.org/10.1155/2007/92717 PROPN alkej-736 168 1 [ [ X alkej-736 168 2 5 5 X alkej-736 168 3 ] ] PUNCT alkej-736 168 4 k. k. PROPN alkej-736 168 5 palanikumar palanikumar PROPN alkej-736 168 6 , , PUNCT alkej-736 168 7 and and CCONJ alkej-736 168 8 r. r. PROPN alkej-736 168 9 karthikeyan karthikeyan PROPN alkej-736 168 10 , , PUNCT alkej-736 168 11 “ " PUNCT alkej-736 168 12 optimal optimal ADJ alkej-736 168 13 machining machining NOUN alkej-736 168 14 conditions condition NOUN alkej-736 168 15 for for ADP alkej-736 168 16 turning turn VERB alkej-736 168 17 of of ADP alkej-736 168 18 particulate particulate NOUN alkej-736 168 19 metal metal NOUN alkej-736 168 20 matrix matrix NOUN alkej-736 168 21 composites composite NOUN alkej-736 168 22 using use VERB alkej-736 168 23 taguchi taguchi PROPN alkej-736 168 24 and and CCONJ alkej-736 168 25 response response VERB alkej-736 168 26 surface surface NOUN alkej-736 168 27 methodologies methodology NOUN alkej-736 168 28 , , PUNCT alkej-736 168 29 ” " PUNCT alkej-736 168 30 machining machine VERB alkej-736 168 31 science science NOUN alkej-736 168 32 and and CCONJ alkej-736 168 33 technology technology NOUN alkej-736 168 34 : : PUNCT alkej-736 168 35 an an DET alkej-736 168 36 international international ADJ alkej-736 168 37 journal journal NOUN alkej-736 168 38 , , PUNCT alkej-736 168 39 vol.10 vol.10 NOUN alkej-736 168 40 , , PUNCT alkej-736 168 41 no no INTJ alkej-736 168 42 . . NOUN alkej-736 168 43 4 4 NUM alkej-736 168 44 , , PUNCT alkej-736 168 45 pp pp ADJ alkej-736 168 46 . . PUNCT alkej-736 169 1 417 417 NUM alkej-736 169 2 - - SYM alkej-736 169 3 433 433 NUM alkej-736 169 4 , , PUNCT alkej-736 169 5 2007 2007 NUM alkej-736 169 6 . . PUNCT alkej-736 170 1 https://doi.org/10.1080/10910340600996068 https://doi.org/10.1080/10910340600996068 PUNCT alkej-736 171 1 [ [ X alkej-736 171 2 6 6 NUM alkej-736 171 3 ] ] PUNCT alkej-736 171 4 a. a. NOUN alkej-736 171 5 javidi javidi PROPN alkej-736 171 6 , , PUNCT alkej-736 171 7 u. u. PROPN alkej-736 171 8 rieger rieger PROPN alkej-736 171 9 , , PUNCT alkej-736 171 10 and and CCONJ alkej-736 171 11 w. w. NOUN alkej-736 171 12 eichlseder eichlseder PROPN alkej-736 171 13 , , PUNCT alkej-736 171 14 “ " PUNCT alkej-736 171 15 the the DET alkej-736 171 16 effect effect NOUN alkej-736 171 17 of of ADP alkej-736 171 18 machining machining NOUN alkej-736 171 19 on on ADP alkej-736 171 20 the the DET alkej-736 171 21 surface surface NOUN alkej-736 171 22 integrity integrity NOUN alkej-736 171 23 and and CCONJ alkej-736 171 24 fatigue fatigue NOUN alkej-736 171 25 life life NOUN alkej-736 171 26 , , PUNCT alkej-736 171 27 ” " PUNCT alkej-736 171 28 international international ADJ alkej-736 171 29 journal journal NOUN alkej-736 171 30 of of ADP alkej-736 171 31 fatigue fatigue NOUN alkej-736 171 32 , , PUNCT alkej-736 171 33 vol vol NOUN alkej-736 171 34 . . PROPN alkej-736 171 35 30 30 NUM alkej-736 171 36 , , PUNCT alkej-736 171 37 no no NOUN alkej-736 171 38 . . NOUN alkej-736 171 39 10 10 NUM alkej-736 171 40 - - SYM alkej-736 171 41 11 11 NUM alkej-736 171 42 , , PUNCT alkej-736 171 43 pp pp ADJ alkej-736 171 44 . . PUNCT alkej-736 172 1 2050 2050 NUM alkej-736 172 2 - - SYM alkej-736 172 3 2055 2055 NUM alkej-736 172 4 , , PUNCT alkej-736 172 5 2008 2008 NUM alkej-736 172 6 . . PUNCT alkej-736 172 7     SPACE alkej-736 173 1 https://doi.org/10.1016/j.ijfatigue.2008.01.00 https://doi.org/10.1016/j.ijfatigue.2008.01.00 PROPN alkej-736 173 2 5 5 NUM alkej-736 174 1 [ [ X alkej-736 174 2 7 7 X alkej-736 174 3 ] ] X alkej-736 174 4 h. h. PROPN alkej-736 174 5 dave dave PROPN alkej-736 174 6 , , PUNCT alkej-736 174 7     SPACE alkej-736 174 8 l. l. PROPN alkej-736 174 9 patel patel PROPN alkej-736 174 10 , , PUNCT alkej-736 174 11 and and CCONJ alkej-736 174 12 h. h. PROPN alkej-736 174 13 raval raval PROPN alkej-736 174 14 , , PUNCT alkej-736 174 15 “ " PUNCT alkej-736 174 16 effect effect NOUN alkej-736 174 17 of of ADP alkej-736 174 18 machining machining NOUN alkej-736 174 19 conditions condition NOUN alkej-736 174 20 on on ADP alkej-736 174 21 mrr mrr NOUN alkej-736 174 22 and and CCONJ alkej-736 174 23 surface surface NOUN alkej-736 174 24 roughness roughness NOUN alkej-736 174 25 during during ADP alkej-736 174 26 cnc cnc PROPN alkej-736 174 27 turning turning NOUN alkej-736 174 28 of of ADP alkej-736 174 29 different different ADJ alkej-736 174 30 materials material NOUN alkej-736 174 31 using use VERB alkej-736 174 32 tin tin NOUN alkej-736 174 33 coated coated ADJ alkej-736 174 34 cutting cutting NOUN alkej-736 174 35 toolsa toolsa PROPN alkej-736 174 36 taguchi taguchi PROPN alkej-736 174 37 approach approach PROPN alkej-736 174 38 ” " PUNCT alkej-736 174 39 , , PUNCT alkej-736 174 40 international international ADJ alkej-736 174 41 journal journal NOUN alkej-736 174 42 of of ADP alkej-736 174 43 industrial industrial ADJ alkej-736 174 44 engineering engineering NOUN alkej-736 174 45 computations computation NOUN alkej-736 174 46 , , PUNCT alkej-736 174 47 vol vol NOUN alkej-736 174 48 . . PROPN alkej-736 175 1 3 3 NUM alkej-736 175 2 , , PUNCT alkej-736 175 3 no no INTJ alkej-736 175 4 . . NOUN alkej-736 175 5 5 5 NUM alkej-736 175 6 , , PUNCT alkej-736 175 7 pp pp ADJ alkej-736 175 8 . . PUNCT alkej-736 176 1 925 925 NUM alkej-736 176 2 - - SYM alkej-736 176 3 930 930 NUM alkej-736 176 4 , , PUNCT alkej-736 176 5 2012 2012 NUM alkej-736 176 6 . . PUNCT alkej-736 177 1 [ [ X alkej-736 177 2 8 8 NUM alkej-736 177 3 ] ] PUNCT alkej-736 177 4 k. k. PROPN alkej-736 177 5 mani mani PROPN alkej-736 177 6 lavanya lavanya PROPN alkej-736 177 7 , , PUNCT alkej-736 177 8 r. r. PROPN alkej-736 177 9 k k PROPN alkej-736 177 10 .suresh .suresh PROPN alkej-736 177 11 , , PUNCT alkej-736 177 12 a. a. PROPN alkej-736 177 13 sushil sushil PROPN alkej-736 177 14 kumar kumar PROPN alkej-736 177 15 priya priya PROPN alkej-736 177 16 , , PUNCT alkej-736 177 17 and and CCONJ alkej-736 177 18 g. g. PROPN alkej-736 177 19 krishnaiah krishnaiah PROPN alkej-736 177 20 , , PUNCT alkej-736 177 21 “ " PUNCT alkej-736 177 22 optimization optimization NOUN alkej-736 177 23 of of ADP alkej-736 177 24 process process NOUN alkej-736 177 25 parameters parameter NOUN alkej-736 177 26 in in ADP alkej-736 177 27 turning turn VERB alkej-736 177 28 operation operation NOUN alkej-736 177 29 of of ADP alkej-736 177 30 aisi-1016 aisi-1016 PROPN alkej-736 177 31 alloy alloy NOUN alkej-736 177 32 steels steel NOUN alkej-736 177 33 with with ADP alkej-736 177 34 cbn cbn PROPN alkej-736 177 35 using use VERB alkej-736 177 36 artificial artificial ADJ alkej-736 177 37 neural neural ADJ alkej-736 177 38 networks network NOUN alkej-736 177 39 , , PUNCT alkej-736 177 40 ” " PUNCT alkej-736 177 41 international international ADJ alkej-736 177 42 journal journal NOUN alkej-736 177 43 of of ADP alkej-736 177 44 engineering engineering NOUN alkej-736 177 45 trends trend NOUN alkej-736 177 46 and and CCONJ alkej-736 177 47 technology technology NOUN alkej-736 177 48 ( ( PUNCT alkej-736 177 49 ijett ijett NOUN alkej-736 177 50 ) ) PUNCT alkej-736 177 51 , , PUNCT alkej-736 177 52 vol vol NOUN alkej-736 177 53 . . PROPN alkej-736 177 54 5 5 NUM alkej-736 177 55 , , PUNCT alkej-736 177 56 no.6 no.6 PROPN alkej-736 177 57 , , PUNCT alkej-736 177 58 pp pp ADJ alkej-736 177 59 . . PUNCT alkej-736 178 1 294 294 NUM alkej-736 178 2 - - SYM alkej-736 178 3 297 297 NUM alkej-736 178 4 , , PUNCT alkej-736 178 5 2013 2013 NUM alkej-736 178 6 . . PUNCT alkej-736 179 1 [ [ X alkej-736 179 2 9 9 NUM alkej-736 179 3 ] ] X alkej-736 179 4 g. g. PROPN alkej-736 179 5 kant kant PROPN alkej-736 179 6 , , PUNCT alkej-736 179 7 and and CCONJ alkej-736 179 8 k. k. PROPN alkej-736 179 9 s. s. PROPN alkej-736 179 10 sangwan sangwan PROPN alkej-736 179 11 , , PUNCT alkej-736 179 12 “ " PUNCT alkej-736 179 13 predictive predictive ADJ alkej-736 179 14 modeling modeling NOUN alkej-736 179 15 and and CCONJ alkej-736 179 16 optimization optimization NOUN alkej-736 179 17 of of ADP alkej-736 179 18 machining machine VERB alkej-736 179 19 parameters parameter NOUN alkej-736 179 20 to to PART alkej-736 179 21 minimize minimize VERB alkej-736 179 22 surface surface NOUN alkej-736 179 23 roughness roughness NOUN alkej-736 179 24 using use VERB alkej-736 179 25 artificial artificial ADJ alkej-736 179 26 neural neural ADJ alkej-736 179 27 network network NOUN alkej-736 179 28 coupled couple VERB alkej-736 179 29 with with ADP alkej-736 179 30 genetic genetic ADJ alkej-736 179 31 algorithm algorithm NOUN alkej-736 179 32 , , PUNCT alkej-736 179 33 " " PUNCT alkej-736 179 34 procedia procedia NOUN alkej-736 179 35 cirp cirp NOUN alkej-736 179 36 , , PUNCT alkej-736 179 37 vol vol NOUN alkej-736 179 38 . . PROPN alkej-736 179 39 31 31 NUM alkej-736 179 40 , , PUNCT alkej-736 179 41 pp pp ADJ alkej-736 179 42 . . PUNCT alkej-736 180 1 453 453 NUM alkej-736 180 2 - - SYM alkej-736 180 3 458 458 NUM alkej-736 180 4 , , PUNCT alkej-736 180 5 2015 2015 NUM alkej-736 180 6 . . PUNCT alkej-736 181 1 https://doi.org/10.1016/j.procir.2015.03.043 https://doi.org/10.1016/j.procir.2015.03.043 NOUN alkej-736 181 2 [ [ X alkej-736 181 3 10 10 NUM alkej-736 181 4 ] ] PUNCT alkej-736 181 5 j. j. PROPN alkej-736 181 6 vaibhav vaibhav PROPN alkej-736 181 7 , , PUNCT alkej-736 181 8 and and CCONJ alkej-736 181 9 b. b. PROPN alkej-736 181 10 sachin sachin PROPN alkej-736 181 11 , , PUNCT alkej-736 181 12 “ " PUNCT alkej-736 181 13 process process NOUN alkej-736 181 14 parameter parameter NOUN alkej-736 181 15 optimization optimization NOUN alkej-736 181 16 of of ADP alkej-736 181 17 cnc cnc PROPN alkej-736 181 18 turning turning NOUN alkej-736 181 19 for for ADP alkej-736 181 20 titanium titanium NOUN alkej-736 181 21 wrought wrought NOUN alkej-736 181 22 iron iron NOUN alkej-736 181 23 , , PUNCT alkej-736 181 24 ” " PUNCT alkej-736 181 25 international international ADJ alkej-736 181 26 journal journal NOUN alkej-736 181 27 of of ADP alkej-736 181 28 modern modern ADJ alkej-736 181 29 trends trend NOUN alkej-736 181 30 in in ADP alkej-736 181 31 engineering engineering NOUN alkej-736 181 32 and and CCONJ alkej-736 181 33 research research NOUN alkej-736 181 34 , , PUNCT alkej-736 181 35 vol vol NOUN alkej-736 181 36 . . PROPN alkej-736 181 37 2 2 NUM alkej-736 181 38 , , PUNCT alkej-736 181 39 no no INTJ alkej-736 181 40 . . NOUN alkej-736 181 41 11 11 NUM alkej-736 181 42 , , PUNCT alkej-736 181 43 pp pp ADJ alkej-736 181 44 . . PUNCT alkej-736 182 1 141 141 NUM alkej-736 182 2 - - SYM alkej-736 182 3 146 146 NUM alkej-736 182 4 , , PUNCT alkej-736 182 5 2015 2015 NUM alkej-736 182 6 . . PUNCT alkej-736 183 1 [ [ X alkej-736 183 2 11 11 NUM alkej-736 183 3 ] ] PUNCT alkej-736 183 4 b. b. PROPN alkej-736 183 5 das das PROPN alkej-736 183 6 , , PUNCT alkej-736 183 7 r. r. PROPN alkej-736 183 8 n. n. PROPN alkej-736 183 9 rai rai PROPN alkej-736 183 10 , , PUNCT alkej-736 183 11 , , PUNCT alkej-736 183 12 and and CCONJ alkej-736 183 13 s.c s.c PROPN alkej-736 183 14 . . PROPN alkej-736 183 15 saha saha PROPN alkej-736 183 16 , , PUNCT alkej-736 183 17 “ " PUNCT alkej-736 183 18 surface surface NOUN alkej-736 183 19 quality quality NOUN alkej-736 183 20 optimization optimization NOUN alkej-736 183 21 of of ADP alkej-736 183 22 al-5cu al-5cu ADJ alkej-736 183 23 alloy alloy NOUN alkej-736 183 24 using use VERB alkej-736 183 25 utility utility NOUN alkej-736 183 26 theory theory NOUN alkej-736 183 27 coupled couple VERB alkej-736 183 28 with with ADP alkej-736 183 29 the the DET alkej-736 183 30 taguchi taguchi PROPN alkej-736 183 31 method method NOUN alkej-736 183 32 , , PUNCT alkej-736 183 33 ” " PUNCT alkej-736 183 34 advances advance NOUN alkej-736 183 35 in in ADP alkej-736 183 36 applied apply VERB alkej-736 183 37 physical physical ADJ alkej-736 183 38 and and CCONJ alkej-736 183 39 chemical chemical NOUN alkej-736 183 40 sciences science NOUN alkej-736 183 41 - - PUNCT alkej-736 183 42 a a DET alkej-736 183 43 sustainable sustainable ADJ alkej-736 183 44 approach approach NOUN alkej-736 183 45 , , PUNCT alkej-736 183 46 vol vol NOUN alkej-736 183 47 . . PROPN alkej-736 183 48 2015 2015 NUM alkej-736 183 49 , , PUNCT alkej-736 183 50 pp pp ADJ alkej-736 183 51 . . PUNCT alkej-736 184 1 40 40 NUM alkej-736 184 2 - - SYM alkej-736 184 3 45 45 NUM alkej-736 184 4 , , PUNCT alkej-736 184 5 2015 2015 NUM alkej-736 184 6 . . PUNCT alkej-736 185 1 [ [ X alkej-736 185 2 12 12 NUM alkej-736 185 3 ] ] PUNCT alkej-736 185 4 m. m. NOUN alkej-736 185 5 gupta gupta PROPN alkej-736 185 6 , , PUNCT alkej-736 185 7 and and CCONJ alkej-736 185 8 s. s. PROPN alkej-736 185 9 kumar kumar PROPN alkej-736 185 10 , , PUNCT alkej-736 185 11 “ " PUNCT alkej-736 185 12 investigation investigation NOUN alkej-736 185 13 of of ADP alkej-736 185 14 surface surface NOUN alkej-736 185 15 roughness roughness NOUN alkej-736 185 16 and and CCONJ alkej-736 185 17 mrr mrr NOUN alkej-736 185 18 for for ADP alkej-736 185 19 turning turn VERB alkej-736 185 20 udgfrp udgfrp ADV alkej-736 185 21 using use VERB alkej-736 185 22 pca pca PROPN alkej-736 185 23 and and CCONJ alkej-736 185 24 taguchi taguchi PROPN alkej-736 185 25 method method PROPN alkej-736 185 26 , , PUNCT alkej-736 185 27 ” " PUNCT alkej-736 185 28 engineering engineering NOUN alkej-736 185 29 science science NOUN alkej-736 185 30 and and CCONJ alkej-736 185 31 technology technology NOUN alkej-736 185 32 , , PUNCT alkej-736 185 33 an an DET alkej-736 185 34 international international ADJ alkej-736 185 35 journal journal NOUN alkej-736 185 36 , , PUNCT alkej-736 185 37 vol vol NOUN alkej-736 185 38 . . PROPN alkej-736 185 39 18 18 NUM alkej-736 185 40 , , PUNCT alkej-736 185 41 no no INTJ alkej-736 185 42 . . NOUN alkej-736 185 43 1 1 NUM alkej-736 185 44 , , PUNCT alkej-736 185 45 pp pp ADJ alkej-736 185 46 . . PUNCT alkej-736 186 1 7081 7081 NUM alkej-736 186 2 , , PUNCT alkej-736 186 3 2015 2015 NUM alkej-736 186 4 . . PUNCT alkej-736 187 1 https://doi.org/10.1016/j.jestch.2014.09.006 https://doi.org/10.1016/j.jestch.2014.09.006 PROPN alkej-736 187 2 osamah osamah PROPN alkej-736 187 3 f. f. PROPN alkej-736 187 4 abdulateef abdulateef PROPN alkej-736 187 5 al al PROPN alkej-736 187 6 - - PUNCT alkej-736 187 7 khwarizmi khwarizmi PROPN alkej-736 187 8 engineering engineering NOUN alkej-736 187 9 journal journal PROPN alkej-736 187 10 , , PUNCT alkej-736 187 11 vol vol NOUN alkej-736 187 12 . . PROPN alkej-736 187 13 17 17 NUM alkej-736 187 14 , , PUNCT alkej-736 187 15 no no INTJ alkej-736 187 16 . . NOUN alkej-736 187 17 2 2 NUM alkej-736 187 18 , , PUNCT alkej-736 187 19 p.p p.p PROPN alkej-736 187 20 . . NOUN alkej-736 187 21 817 817 NUM alkej-736 187 22 ( ( PUNCT alkej-736 187 23 2021 2021 NUM alkej-736 187 24 ) ) PUNCT alkej-736 187 25         SPACE alkej-736 187 26 16 16 NUM alkej-736 188 1 [ [ X alkej-736 188 2 13 13 NUM alkej-736 188 3 ] ] PUNCT alkej-736 188 4 p. p. PROPN alkej-736 188 5 sonali sonali PROPN alkej-736 188 6 , , PUNCT alkej-736 188 7 and and CCONJ alkej-736 188 8 a. a. NOUN alkej-736 188 9 m. m. PROPN alkej-736 188 10 mohanty mohanty PROPN alkej-736 188 11 , , PUNCT alkej-736 188 12 “ " PUNCT alkej-736 188 13 performance performance NOUN alkej-736 188 14 analysis analysis NOUN alkej-736 188 15 of of ADP alkej-736 188 16 surface surface NOUN alkej-736 188 17 roughness roughness NOUN alkej-736 188 18 in in ADP alkej-736 188 19 al al PROPN alkej-736 188 20 alloy alloy NOUN alkej-736 188 21 using use VERB alkej-736 188 22 different different ADJ alkej-736 188 23 cutting cutting NOUN alkej-736 188 24 parameters parameter NOUN alkej-736 188 25 , , PUNCT alkej-736 188 26 ” " PUNCT alkej-736 188 27 international international ADJ alkej-736 188 28 journal journal NOUN alkej-736 188 29 of of ADP alkej-736 188 30 multidisciplinary multidisciplinary ADJ alkej-736 188 31 research research NOUN alkej-736 188 32 and and CCONJ alkej-736 188 33 development development NOUN alkej-736 188 34 , , PUNCT alkej-736 188 35 vol vol NOUN alkej-736 188 36 . . PROPN alkej-736 189 1 3 3 NUM alkej-736 189 2 , , PUNCT alkej-736 189 3 no no INTJ alkej-736 189 4 . . NOUN alkej-736 189 5 4 4 NUM alkej-736 189 6 , , PUNCT alkej-736 189 7 pp pp ADJ alkej-736 189 8 . . PUNCT alkej-736 190 1 1 1 NUM alkej-736 190 2 - - SYM alkej-736 190 3 4 4 NUM alkej-736 190 4 , , PUNCT alkej-736 190 5 2016 2016 NUM alkej-736 190 6 . . PUNCT alkej-736 191 1 [ [ X alkej-736 191 2 14 14 NUM alkej-736 191 3 ] ] X alkej-736 191 4 s. s. PROPN alkej-736 191 5 dahbi dahbi PROPN alkej-736 191 6 , , PUNCT alkej-736 191 7 l. l. PROPN alkej-736 191 8 ezzine ezzine PROPN alkej-736 191 9 , , PUNCT alkej-736 191 10 and and CCONJ alkej-736 191 11 h.e.l h.e.l NOUN alkej-736 191 12 . . PUNCT alkej-736 191 13 moussami moussami PROPN alkej-736 191 14 , , PUNCT alkej-736 191 15 “ " PUNCT alkej-736 191 16 modeling modeling NOUN alkej-736 191 17 of of ADP alkej-736 191 18 cutting cut VERB alkej-736 191 19 performances performance NOUN alkej-736 191 20 in in ADP alkej-736 191 21 turning turn VERB alkej-736 191 22 process process NOUN alkej-736 191 23 using use VERB alkej-736 191 24 artificial artificial ADJ alkej-736 191 25 neural neural ADJ alkej-736 191 26 networks network NOUN alkej-736 191 27 , , PUNCT alkej-736 191 28 ” " PUNCT alkej-736 191 29 international international ADJ alkej-736 191 30 journal journal NOUN alkej-736 191 31 of of ADP alkej-736 191 32 engineering engineering NOUN alkej-736 191 33 business business NOUN alkej-736 191 34 management management NOUN alkej-736 191 35 , , PUNCT alkej-736 191 36 vol vol NOUN alkej-736 191 37 . . PROPN alkej-736 192 1 9 9 NUM alkej-736 192 2 , , PUNCT alkej-736 192 3 pp pp ADJ alkej-736 192 4 . . PUNCT alkej-736 193 1 1 1 NUM alkej-736 193 2 - - SYM alkej-736 193 3 13 13 NUM alkej-736 193 4 , , PUNCT alkej-736 193 5 2017 2017 NUM alkej-736 193 6 . . PUNCT alkej-736 194 1 https://doi.org/10.1177%2f18479790177189 https://doi.org/10.1177%2f18479790177189 ADV alkej-736 194 2 88 88 NUM alkej-736 195 1 [ [ SYM alkej-736 195 2 15 15 NUM alkej-736 195 3 ] ] PUNCT alkej-736 195 4 k. k. PROPN alkej-736 195 5 pawan pawan PROPN alkej-736 195 6 and and CCONJ alkej-736 195 7 j. j. PROPN alkej-736 195 8 p. p. PROPN alkej-736 195 9 misra misra PROPN alkej-736 195 10 , , PUNCT alkej-736 195 11 “ " PUNCT alkej-736 195 12 a a DET alkej-736 195 13 surface surface NOUN alkej-736 195 14 roughness roughness NOUN alkej-736 195 15 predictive predictive ADJ alkej-736 195 16 model model NOUN alkej-736 195 17 for for ADP alkej-736 195 18 dss dss NOUN alkej-736 195 19 longitudinal longitudinal ADJ alkej-736 195 20 turning turning NOUN alkej-736 195 21 operation operation NOUN alkej-736 195 22 , , PUNCT alkej-736 195 23 ” " PUNCT alkej-736 195 24 chapter chapter NOUN alkej-736 195 25 25 25 NUM alkej-736 195 26 in in ADP alkej-736 195 27 daaam daaam PROPN alkej-736 195 28 international international ADJ alkej-736 195 29 scientific scientific ADJ alkej-736 195 30 book book NOUN alkej-736 195 31 , , PUNCT alkej-736 195 32 2018 2018 NUM alkej-736 195 33 , , PUNCT alkej-736 195 34 pp.285 pp.285 PROPN alkej-736 195 35 - - PUNCT alkej-736 195 36 296 296 NUM alkej-736 195 37 . . PUNCT alkej-736 196 1 [ [ X alkej-736 196 2 16 16 NUM alkej-736 196 3 ] ] X alkej-736 196 4 arjun arjun PROPN alkej-736 196 5 joshy joshy PROPN alkej-736 196 6 , , PUNCT alkej-736 196 7 royson royson PROPN alkej-736 196 8 dsouza dsouza PROPN alkej-736 196 9 , , PUNCT alkej-736 196 10 veerakumar veerakumar PROPN alkej-736 196 11 muthirulan1 muthirulan1 PROPN alkej-736 196 12 , , PUNCT alkej-736 196 13 and and CCONJ alkej-736 196 14 krishnamurthy krishnamurthy PROPN alkej-736 196 15 h. h. PROPN alkej-736 196 16 sachidananda sachidananda PROPN alkej-736 196 17 , , PUNCT alkej-736 196 18 “ " PUNCT alkej-736 196 19 experimental experimental ADJ alkej-736 196 20 analysis analysis NOUN alkej-736 196 21 on on ADP alkej-736 196 22 the the DET alkej-736 196 23 turning turning NOUN alkej-736 196 24 of of ADP alkej-736 196 25 aluminum aluminum NOUN alkej-736 196 26 alloy alloy NOUN alkej-736 196 27 7075 7075 NUM alkej-736 196 28 based base VERB alkej-736 196 29 on on ADP alkej-736 196 30 taguchi taguchi PROPN alkej-736 196 31 method method PROPN alkej-736 196 32 and and CCONJ alkej-736 196 33 artificial artificial ADJ alkej-736 196 34 neural neural ADJ alkej-736 196 35 network network NOUN alkej-736 196 36 , , PUNCT alkej-736 196 37 ” " PUNCT alkej-736 196 38 journal journal NOUN alkej-736 196 39 européen européen PROPN alkej-736 196 40 des des PROPN alkej-736 196 41 systèmes systèmes PROPN alkej-736 196 42 automatisés automatisés PROPN alkej-736 196 43 , , PUNCT alkej-736 196 44 vol vol NOUN alkej-736 196 45 . . PROPN alkej-736 196 46 52 52 NUM alkej-736 196 47 , , PUNCT alkej-736 196 48 no no INTJ alkej-736 196 49 . . NOUN alkej-736 196 50 5 5 NUM alkej-736 196 51 , , PUNCT alkej-736 196 52 pp pp ADJ alkej-736 196 53 . . PUNCT alkej-736 197 1 429 429 NUM alkej-736 197 2 - - SYM alkej-736 197 3 437 437 NUM alkej-736 197 4 , , PUNCT alkej-736 197 5 2019 2019 NUM alkej-736 197 6 . . PUNCT alkej-736 197 7 https://doi.org/10.18280/jesa.520501 https://doi.org/10.18280/jesa.520501 VERB alkej-736 197 8 [ [ X alkej-736 197 9 17 17 NUM alkej-736 197 10 ] ] PUNCT alkej-736 197 11 r. r. PROPN alkej-736 197 12 suresh suresh PROPN alkej-736 197 13 , , PUNCT alkej-736 197 14 l. l. PROPN alkej-736 197 15 shivaramu shivaramu PROPN alkej-736 197 16 , , PUNCT alkej-736 197 17 n.g n.g PROPN alkej-736 197 18 . . PROPN alkej-736 197 19 siddesh siddesh PROPN alkej-736 197 20 kumar kumar PROPN alkej-736 197 21 , , PUNCT alkej-736 197 22 t.n t.n PROPN alkej-736 197 23 . . PROPN alkej-736 197 24 srikantha srikantha PROPN alkej-736 197 25 dath dath PROPN alkej-736 197 26 , , PUNCT alkej-736 197 27 “ " PUNCT alkej-736 197 28 effect effect NOUN alkej-736 197 29 of of ADP alkej-736 197 30 process process NOUN alkej-736 197 31 parameters parameter NOUN alkej-736 197 32 on on ADP alkej-736 197 33 cutting cut VERB alkej-736 197 34 forces force NOUN alkej-736 197 35 and and CCONJ alkej-736 197 36 surface surface NOUN alkej-736 197 37 roughness roughness NOUN alkej-736 197 38 in in ADP alkej-736 197 39 machining machining NOUN alkej-736 197 40 of of ADP alkej-736 197 41 dss dss NOUN alkej-736 197 42 2205 2205 NUM alkej-736 197 43 using use VERB alkej-736 197 44 taguchi taguchi PROPN alkej-736 197 45 ’s ’s PART alkej-736 197 46 approach approach NOUN alkej-736 197 47 , , PUNCT alkej-736 197 48 ” " PUNCT alkej-736 197 49 applied apply VERB alkej-736 197 50 mechanics mechanic NOUN alkej-736 197 51 and and CCONJ alkej-736 197 52 materials material NOUN alkej-736 197 53 , , PUNCT alkej-736 197 54 vol vol NOUN alkej-736 197 55 . . PROPN alkej-736 197 56 895 895 NUM alkej-736 197 57 , , PUNCT alkej-736 197 58 pp pp ADJ alkej-736 197 59 . . PUNCT alkej-736 198 1 2631 2631 NUM alkej-736 198 2 , , PUNCT alkej-736 198 3 2019 2019 NUM alkej-736 198 4 . . PUNCT alkej-736 199 1 https://doi.org/10.4028/www.scientific.net/a https://doi.org/10.4028/www.scientific.net/a PRON alkej-736 199 2 mm.895.26 mm.895.26 PROPN alkej-736 199 3 [ [ X alkej-736 199 4 18 18 NUM alkej-736 199 5 ] ] PUNCT alkej-736 199 6 ahmed ahmed PROPN alkej-736 199 7 a. a. PROPN alkej-736 199 8 elsadek elsadek PROPN alkej-736 199 9 , , PUNCT alkej-736 199 10 ahmed ahmed PROPN alkej-736 199 11 m. m. PROPN alkej-736 199 12 gaafer gaafer PROPN alkej-736 199 13 , , PUNCT alkej-736 199 14 and and CCONJ alkej-736 199 15 s.s s.s PROPN alkej-736 199 16 . . PROPN alkej-736 199 17 mohamed mohamed PROPN alkej-736 199 18 , , PUNCT alkej-736 199 19 “ " PUNCT alkej-736 199 20 surface surface NOUN alkej-736 199 21 roughness roughness NOUN alkej-736 199 22 prediction prediction NOUN alkej-736 199 23 in in ADP alkej-736 199 24 hard hard ADV alkej-736 199 25 - - PUNCT alkej-736 199 26 turning turning NOUN alkej-736 199 27 with with ADP alkej-736 199 28 ann ann PROPN alkej-736 199 29 and and CCONJ alkej-736 199 30 rsm rsm PROPN alkej-736 199 31 , , PUNCT alkej-736 199 32 ” " PUNCT alkej-736 199 33 journal journal NOUN alkej-736 199 34 of of ADP alkej-736 199 35 the the DET alkej-736 199 36 egyptian egyptian ADJ alkej-736 199 37 society society NOUN alkej-736 199 38 of of ADP alkej-736 199 39 tribology tribology PROPN alkej-736 199 40 , , PUNCT alkej-736 199 41 vol vol NOUN alkej-736 199 42 . . PROPN alkej-736 199 43 17 17 NUM alkej-736 199 44 , , PUNCT alkej-736 199 45 no no INTJ alkej-736 199 46 . . NOUN alkej-736 199 47 2 2 NUM alkej-736 199 48 , , PUNCT alkej-736 199 49 pp pp ADJ alkej-736 199 50 . . PUNCT alkej-736 200 1 13 13 NUM alkej-736 200 2 - - SYM alkej-736 200 3 22 22 NUM alkej-736 200 4 , , PUNCT alkej-736 200 5 2020 2020 NUM alkej-736 200 6 . . PUNCT alkej-736 201 1 [ [ X alkej-736 201 2 19 19 NUM alkej-736 201 3 ] ] PUNCT alkej-736 201 4 m. m. NOUN alkej-736 201 5 v. v. PROPN alkej-736 201 6 r. r. PROPN alkej-736 201 7 d. d. PROPN alkej-736 201 8 prasad prasad PROPN alkej-736 201 9 , , PUNCT alkej-736 201 10 yelamanchili yelamanchili NOUN alkej-736 201 11 sravya sravya PROPN alkej-736 201 12 , , PUNCT alkej-736 201 13 and and CCONJ alkej-736 201 14 karri karri PROPN alkej-736 201 15 sai sai PROPN alkej-736 201 16 tejaswi tejaswi PROPN alkej-736 201 17 , , PUNCT alkej-736 201 18 “ " PUNCT alkej-736 201 19 study study NOUN alkej-736 201 20 of of ADP alkej-736 201 21 the the DET alkej-736 201 22 influence influence NOUN alkej-736 201 23 of of ADP alkej-736 201 24 process process NOUN alkej-736 201 25 parameters parameter NOUN alkej-736 201 26 on on ADP alkej-736 201 27 surface surface NOUN alkej-736 201 28 roughness roughness NOUN alkej-736 201 29 when when SCONJ alkej-736 201 30 inconel inconel NOUN alkej-736 201 31 718 718 NUM alkej-736 201 32 is be AUX alkej-736 201 33 dry dry ADJ alkej-736 201 34 turned turn VERB alkej-736 201 35 using use VERB alkej-736 201 36 cbn cbn NOUN alkej-736 201 37 cutting cut VERB alkej-736 201 38 tool tool NOUN alkej-736 201 39 by by ADP alkej-736 201 40 artificial artificial ADJ alkej-736 201 41 neural neural ADJ alkej-736 201 42 network network NOUN alkej-736 201 43 approach approach NOUN alkej-736 201 44 , , PUNCT alkej-736 201 45 ” " PUNCT alkej-736 201 46 international international ADJ alkej-736 201 47 journal journal NOUN alkej-736 201 48 of of ADP alkej-736 201 49 materials material NOUN alkej-736 201 50 , , PUNCT alkej-736 201 51 mechanics mechanic NOUN alkej-736 201 52 and and CCONJ alkej-736 201 53 manufacturing manufacturing NOUN alkej-736 201 54 , , PUNCT alkej-736 201 55 vol vol NOUN alkej-736 201 56 . . PROPN alkej-736 201 57 2 2 NUM alkej-736 201 58 , , PUNCT alkej-736 201 59 no no INTJ alkej-736 201 60 . . NOUN alkej-736 201 61 4 4 NUM alkej-736 201 62 , , PUNCT alkej-736 201 63 pp pp ADJ alkej-736 201 64 . . PUNCT alkej-736 201 65 335 335 NUM alkej-736 201 66 - - SYM alkej-736 201 67 338 338 NUM alkej-736 201 68 , , PUNCT alkej-736 201 69 2014 2014 NUM alkej-736 201 70 . . PUNCT alkej-736 201 71     SPACE alkej-736 201 72 ) ) PUNCT alkej-736 201 73 2021 2021 NUM alkej-736 201 74 ( ( PUNCT alkej-736 201 75 817 817 NUM alkej-736 201 76 صفحة صفحة PROPN alkej-736 201 77 ، ، PROPN alkej-736 201 78 2العدد 2العدد NUM alkej-736 201 79 ، ، NOUN alkej-736 201 80 17المجلد 17المجلد X alkej-736 201 81 الهندسية الهندسية PROPN alkej-736 201 82 الخوارزمي الخوارزمي VERB alkej-736 201 83 جلةم جلةم PROPN alkej-736 201 84 اسامة اسامة ADJ alkej-736 201 85 فاضل فاضل NOUN alkej-736 201 86 عبد عبد PROPN alkej-736 201 87 اللطيف اللطيف NOUN alkej-736 201 88 17 17 NUM alkej-736 201 89 الخراطة الخراطة ADV alkej-736 201 90 عملية عملية PROPN alkej-736 201 91 بعد بعد PROPN alkej-736 201 92 ) ) PUNCT alkej-736 201 93 dss dss NOUN alkej-736 201 94 ( ( PUNCT alkej-736 201 95 للصدأ للصدأ PROPN alkej-736 201 96 المقاوم المقاوم PROPN alkej-736 201 97 الفوالذ الفوالذ VERB alkej-736 201 98 سطح سطح PROPN alkej-736 201 99 بخشونة بخشونة NOUN alkej-736 201 100 التنبؤ التنبؤ NOUN alkej-736 201 101 أسامة أسامة NOUN alkej-736 201 102 فاضل فاضل PROPN alkej-736 201 103 عبداللطيف عبداللطيف PROPN alkej-736 201 104 بغدادقسم بغدادقسم PROPN alkej-736 201 105 هندسة هندسة NOUN alkej-736 201 106 التصنيع التصنيع NOUN alkej-736 201 107 المؤتمت/ المؤتمت/ NUM alkej-736 201 108 كلية كلية NOUN alkej-736 201 109 الهندسة الهندسة NOUN alkej-736 201 110 الخوارزمي/ الخوارزمي/ NUM alkej-736 201 111 جامعة جامعة NOUN alkej-736 201 112 drosamah@kecbu.uobaghdad.edu.iq drosamah@kecbu.uobaghdad.edu.iq NOUN alkej-736 201 113 : : PUNCT alkej-736 201 114 البريد البريد VERB alkej-736 201 115 اإللكتروني اإللكتروني ADJ alkej-736 201 116 الخالصة الخالصة NOUN alkej-736 201 117 الخلف الخلف VERB alkej-736 201 118 االصطناعية االصطناعية PROPN alkej-736 201 119 العصبية العصبية PROPN alkej-736 202 1 الشبكة الشبكة PROPN alkej-736 202 2 نموذج نموذج PROPN alkej-736 202 3 تصميم تصميم PROPN alkej-736 202 4 تم تم PROPN alkej-736 202 5 الفوالذ الفوالذ VERB alkej-736 202 6 سطح سطح PROPN alkej-736 202 7 بخشونة بخشونة NOUN alkej-736 202 8 للتنبؤ للتنبؤ NOUN alkej-736 202 9 matlab matlab PROPN alkej-736 202 10 neural neural ADJ alkej-736 202 11 network network NOUN alkej-736 202 12 toolbox toolbox NOUN alkej-736 202 13 باستخدام باستخدام PROPN alkej-736 202 14 يلالنتشار يلالنتشار PROPN alkej-736 202 15 القطع القطع PROPN alkej-736 202 16 وسرعة وسرعة PROPN alkej-736 202 17 ) ) PUNCT alkej-736 203 1 f f X alkej-736 203 2 ( ( PUNCT alkej-736 203 3 التغذية التغذية PROPN alkej-736 203 4 معدل معدل X alkej-736 203 5 هي هي PROPN alkej-736 203 6 اإلدخال اإلدخال PROPN alkej-736 203 7 تغيراتم تغيراتم PROPN alkej-736 203 8 كانت كانت PROPN alkej-736 203 9 . . PROPN alkej-736 203 10 مصقول مصقول PROPN alkej-736 203 11 غير غير NOUN alkej-736 203 12 كربيد كربيد ADJ alkej-736 203 13 قطع قطع NOUN alkej-736 203 14 نوع نوع ADJ alkej-736 203 15 أداة أداة NOUN alkej-736 203 16 باستخدام باستخدام NOUN alkej-736 203 17 ة ة PRON alkej-736 203 18 المتعامد المتعامد NOUN alkej-736 203 19 بعد بعد PROPN alkej-736 203 20 الخراطة الخراطة ADV alkej-736 203 21 الوجهين الوجهين VERB alkej-736 203 22 على على PROPN alkej-736 203 23 للصدأ للصدأ VERB alkej-736 203 24 المقاوم المقاوم ADJ alkej-736 203 25 ) ) PUNCT alkej-736 203 26 v v NOUN alkej-736 203 27 ( ( PUNCT alkej-736 203 28 القطع القطع NOUN alkej-736 203 29 وعمق وعمق PROPN alkej-736 203 30 ) ) PUNCT alkej-736 204 1 d d NOUN alkej-736 204 2 ( ( PUNCT alkej-736 204 3 العملية العملية NOUN alkej-736 204 4 من من PROPN alkej-736 204 5 لكل لكل NOUN alkej-736 204 6 تصميم تصميم PROPN alkej-736 204 7 طريقة طريقة PROPN alkej-736 204 8 باستخدام باستخدام PROPN alkej-736 204 9 ) ) PUNCT alkej-736 204 10 . . PUNCT alkej-736 205 1 ra ra PROPN alkej-736 205 2 ( ( PUNCT alkej-736 205 3 السطح السطح PROPN alkej-736 205 4 خشونة خشونة PROPN alkej-736 205 5 هو هو ADP alkej-736 205 6 اإلخراج اإلخراج PROPN alkej-736 205 7 متغير متغير PROPN alkej-736 205 8 كان كان PROPN alkej-736 205 9 بينما بينما VERB alkej-736 205 10 ، ، PROPN alkej-736 205 11 ann ann PROPN alkej-736 205 12 ) ) PUNCT alkej-736 205 13 ( ( PUNCT alkej-736 205 14 توقعال توقعال PROPN alkej-736 205 15 ونموذج ونموذج PROPN alkej-736 205 16 التجارب التجارب PROPN alkej-736 205 17 taguchi taguchi PROPN alkej-736 205 18 بنية بنية PROPN alkej-736 205 19 على على PROPN alkej-736 205 20 الحصول الحصول PROPN alkej-736 205 21 تم تم PROPN alkej-736 205 22 ، ، PROPN alkej-736 205 23 التجريبية التجريبية PROPN alkej-736 205 24 ann ann PROPN alkej-736 205 25 تدريب تدريب PROPN alkej-736 205 26 خوارزمية خوارزمية PROPN alkej-736 205 27 مع مع INTJ alkej-736 205 28 مثالية مثالية PROPN alkej-736 205 29 levenberg levenberg PROPN alkej-736 205 30 - - PUNCT alkej-736 205 31 marquardt marquardt PROPN alkej-736 205 32 .بنية .بنية PUNCT alkej-736 205 33 باستخدام باستخدام PROPN alkej-736 205 34 حدودي حدودي PROPN alkej-736 205 35 بحث بحث PROPN alkej-736 205 36 إجراء إجراء PROPN alkej-736 205 37 تم تم PROPN alkej-736 205 38 ann ann PROPN alkej-736 205 39 توسيعها توسيعها PROPN alkej-736 205 40 ويمكن ويمكن PROPN alkej-736 205 41 االستخدامات االستخدامات VERB alkej-736 205 42 متعددة متعددة VERB alkej-736 205 43 أداة أداة PROPN alkej-736 205 44 هي هي PROPN alkej-736 205 45 ann ann PROPN alkej-736 205 46 أن أن ADP alkej-736 205 47 إلى إلى PROPN alkej-736 205 48 تحقيقها تحقيقها PROPN alkej-736 205 49 تم تم ADP alkej-736 205 50 التي التي PROPN alkej-736 205 51 نتائج نتائج PROPN alkej-736 205 52 ال ال ADP alkej-736 205 53 تشير تشير PROPN alkej-736 205 54 . . PUNCT alkej-736 206 1 السطح السطح PROPN alkej-736 206 2 خشونة خشونة PROPN alkej-736 206 3 على على PROPN alkej-736 206 4 تحول تحول ADJ alkej-736 206 5 متغير متغير PROPN alkej-736 206 6 كل كل PROPN alkej-736 206 7 تأثير تأثير PROPN alkej-736 206 8 عن عن PROPN alkej-736 206 9 لإلبالغ لإلبالغ ADJ alkej-736 206 10 المحّسنة المحّسنة PROPN alkej-736 206 11 .المختلفة .المختلفة NUM alkej-736 206 12 المعادن المعادن PROPN alkej-736 206 13 قطع قطع PROPN alkej-736 206 14 لعمليات لعمليات PROPN alkej-736 206 15 أكبر أكبر PROPN alkej-736 206 16 ثقةو ثقةو PROPN alkej-736 206 17 بسهولة بسهولة ADV