id sid tid token lemma pos ispiv-86 1 1 14th 14th ADJ ispiv-86 1 2 international international ADJ ispiv-86 1 3 symposium symposium NOUN ispiv-86 1 4 on on ADP ispiv-86 1 5 particle particle NOUN ispiv-86 1 6 image image NOUN ispiv-86 1 7 velocimetry velocimetry NOUN ispiv-86 1 8 – – PUNCT ispiv-86 1 9 ispiv ispiv NOUN ispiv-86 1 10 2021 2021 NUM ispiv-86 1 11 august august PROPN ispiv-86 1 12 1–5 1–5 NUM ispiv-86 1 13 , , PUNCT ispiv-86 1 14 2021 2021 NUM ispiv-86 1 15 measurement measurement NOUN ispiv-86 1 16 of of ADP ispiv-86 1 17 lagrangian lagrangian ADJ ispiv-86 1 18 tracks track NOUN ispiv-86 1 19 in in ADP ispiv-86 1 20 a a DET ispiv-86 1 21 3 3 NUM ispiv-86 1 22 l l NOUN ispiv-86 1 23 stirred stir VERB ispiv-86 1 24 tank tank NOUN ispiv-86 1 25 reactor reactor NOUN ispiv-86 1 26 using use VERB ispiv-86 1 27 4d 4d NUM ispiv-86 1 28 particle particle NOUN ispiv-86 1 29 tracking tracking NOUN ispiv-86 1 30 velocimetry velocimetry NOUN ispiv-86 1 31 with with ADP ispiv-86 1 32 shake shake NOUN ispiv-86 1 33 - - PUNCT ispiv-86 1 34 the the DET ispiv-86 1 35 - - PUNCT ispiv-86 1 36 box box NOUN ispiv-86 1 37 j. j. PROPN ispiv-86 1 38 fitschen1∗ fitschen1∗ PROPN ispiv-86 1 39 , , PUNCT ispiv-86 1 40 a.v a.v PROPN ispiv-86 1 41 . . PROPN ispiv-86 1 42 kameke2 kameke2 PROPN ispiv-86 1 43 , , PUNCT ispiv-86 1 44 s. s. PROPN ispiv-86 1 45 hofmann1 hofmann1 PROPN ispiv-86 1 46 , , PUNCT ispiv-86 1 47 m. m. NOUN ispiv-86 1 48 hoffmann1 hoffmann1 PROPN ispiv-86 1 49 , , PUNCT ispiv-86 1 50 m. m. NOUN ispiv-86 1 51 schlüter1 schlüter1 PROPN ispiv-86 1 52 1 1 NUM ispiv-86 1 53 hamburg hamburg PROPN ispiv-86 1 54 university university PROPN ispiv-86 1 55 of of ADP ispiv-86 1 56 technology technology PROPN ispiv-86 1 57 , , PUNCT ispiv-86 1 58 institute institute PROPN ispiv-86 1 59 of of ADP ispiv-86 1 60 multiphase multiphase PROPN ispiv-86 1 61 flows flows PROPN ispiv-86 1 62 , , PUNCT ispiv-86 1 63 hamburg hamburg PROPN ispiv-86 1 64 , , PUNCT ispiv-86 1 65 germany germany PROPN ispiv-86 1 66 2 2 NUM ispiv-86 1 67 hamburg hamburg PROPN ispiv-86 1 68 university university PROPN ispiv-86 1 69 of of ADP ispiv-86 1 70 applied apply VERB ispiv-86 1 71 science science NOUN ispiv-86 1 72 , , PUNCT ispiv-86 1 73 department department NOUN ispiv-86 1 74 of of ADP ispiv-86 1 75 mechanical mechanical ADJ ispiv-86 1 76 engineering engineering NOUN ispiv-86 1 77 and and CCONJ ispiv-86 1 78 production production NOUN ispiv-86 1 79 , , PUNCT ispiv-86 1 80 hamburg hamburg PROPN ispiv-86 1 81 , , PUNCT ispiv-86 1 82 germany germany PROPN ispiv-86 1 83 ∗ ∗ NOUN ispiv-86 1 84 corresponding corresponding NOUN ispiv-86 1 85 : : PUNCT ispiv-86 1 86 juergen.fitschen@tuhh.de juergen.fitschen@tuhh.de ADJ ispiv-86 1 87 abstract abstract ADJ ispiv-86 1 88 stirred stir VERB ispiv-86 1 89 tank tank NOUN ispiv-86 1 90 reactors reactor NOUN ispiv-86 1 91 are be AUX ispiv-86 1 92 widely widely ADV ispiv-86 1 93 used use VERB ispiv-86 1 94 in in ADP ispiv-86 1 95 the the DET ispiv-86 1 96 chemical chemical NOUN ispiv-86 1 97 industry industry NOUN ispiv-86 1 98 and and CCONJ ispiv-86 1 99 bioprocess bioprocess NOUN ispiv-86 1 100 engineering engineering NOUN ispiv-86 1 101 and and CCONJ ispiv-86 1 102 , , PUNCT ispiv-86 1 103 consequently consequently ADV ispiv-86 1 104 , , PUNCT ispiv-86 1 105 a a DET ispiv-86 1 106 large large ADJ ispiv-86 1 107 number number NOUN ispiv-86 1 108 of of ADP ispiv-86 1 109 scientific scientific ADJ ispiv-86 1 110 publications publication NOUN ispiv-86 1 111 deal deal VERB ispiv-86 1 112 with with ADP ispiv-86 1 113 the the DET ispiv-86 1 114 characterization characterization NOUN ispiv-86 1 115 of of ADP ispiv-86 1 116 those those DET ispiv-86 1 117 apparatuses apparatus NOUN ispiv-86 1 118 . . PUNCT ispiv-86 2 1 however however ADV ispiv-86 2 2 , , PUNCT ispiv-86 2 3 there there PRON ispiv-86 2 4 is be VERB ispiv-86 2 5 very very ADV ispiv-86 2 6 little little ADJ ispiv-86 2 7 information information NOUN ispiv-86 2 8 about about ADP ispiv-86 2 9 the the DET ispiv-86 2 10 flow flow NOUN ispiv-86 2 11 conditions condition NOUN ispiv-86 2 12 . . PUNCT ispiv-86 3 1 this this PRON ispiv-86 3 2 is be AUX ispiv-86 3 3 mostly mostly ADV ispiv-86 3 4 due due ADJ ispiv-86 3 5 to to ADP ispiv-86 3 6 the the DET ispiv-86 3 7 fact fact NOUN ispiv-86 3 8 that that SCONJ ispiv-86 3 9 these these DET ispiv-86 3 10 apparatuses apparatus NOUN ispiv-86 3 11 are be AUX ispiv-86 3 12 generally generally ADV ispiv-86 3 13 made make VERB ispiv-86 3 14 of of ADP ispiv-86 3 15 stainless stainless ADJ ispiv-86 3 16 steel steel NOUN ispiv-86 3 17 , , PUNCT ispiv-86 3 18 which which PRON ispiv-86 3 19 restricts restrict VERB ispiv-86 3 20 optical optical ADJ ispiv-86 3 21 access access NOUN ispiv-86 3 22 . . PUNCT ispiv-86 4 1 furthermore furthermore ADV ispiv-86 4 2 , , PUNCT ispiv-86 4 3 three three NUM ispiv-86 4 4 - - PUNCT ispiv-86 4 5 dimensional dimensional ADJ ispiv-86 4 6 flow flow NOUN ispiv-86 4 7 field field NOUN ispiv-86 4 8 measurements measurement NOUN ispiv-86 4 9 are be AUX ispiv-86 4 10 still still ADV ispiv-86 4 11 not not PART ispiv-86 4 12 trivial trivial ADJ ispiv-86 4 13 and and CCONJ ispiv-86 4 14 involve involve VERB ispiv-86 4 15 costly costly ADJ ispiv-86 4 16 equipment equipment NOUN ispiv-86 4 17 , , PUNCT ispiv-86 4 18 therefore therefore ADV ispiv-86 4 19 , , PUNCT ispiv-86 4 20 investigations investigation NOUN ispiv-86 4 21 often often ADV ispiv-86 4 22 reduce reduce VERB ispiv-86 4 23 to to ADP ispiv-86 4 24 two two NUM ispiv-86 4 25 - - PUNCT ispiv-86 4 26 dimensional dimensional ADJ ispiv-86 4 27 piv piv NOUN ispiv-86 4 28 measurements measurement NOUN ispiv-86 4 29 . . PUNCT ispiv-86 5 1 nevertheless nevertheless ADV ispiv-86 5 2 , , PUNCT ispiv-86 5 3 recent recent ADJ ispiv-86 5 4 works work NOUN ispiv-86 5 5 ( ( PUNCT ispiv-86 5 6 rosseburg rosseburg PROPN ispiv-86 5 7 et et PROPN ispiv-86 5 8 al al PROPN ispiv-86 5 9 . . PROPN ispiv-86 5 10 , , PUNCT ispiv-86 5 11 2018 2018 NUM ispiv-86 5 12 ; ; PUNCT ispiv-86 5 13 taghavi taghavi VERB ispiv-86 5 14 and and CCONJ ispiv-86 5 15 moghaddas moghadda NOUN ispiv-86 5 16 , , PUNCT ispiv-86 5 17 2020 2020 NUM ispiv-86 5 18 ; ; PUNCT ispiv-86 5 19 kuschel kuschel PROPN ispiv-86 5 20 et et PROPN ispiv-86 5 21 al al PROPN ispiv-86 5 22 . . PROPN ispiv-86 5 23 , , PUNCT ispiv-86 5 24 2021 2021 NUM ispiv-86 5 25 ) ) PUNCT ispiv-86 5 26 impressively impressively ADV ispiv-86 5 27 show show VERB ispiv-86 5 28 the the DET ispiv-86 5 29 formation formation NOUN ispiv-86 5 30 of of ADP ispiv-86 5 31 compartments compartment NOUN ispiv-86 5 32 which which PRON ispiv-86 5 33 hinder hinder VERB ispiv-86 5 34 and and CCONJ ispiv-86 5 35 delay delay VERB ispiv-86 5 36 mixing mix VERB ispiv-86 5 37 . . PUNCT ispiv-86 6 1 however however ADV ispiv-86 6 2 , , PUNCT ispiv-86 6 3 these these DET ispiv-86 6 4 measurements measurement NOUN ispiv-86 6 5 are be AUX ispiv-86 6 6 based base VERB ispiv-86 6 7 either either CCONJ ispiv-86 6 8 on on ADP ispiv-86 6 9 instantaneous instantaneous ADJ ispiv-86 6 10 concentration concentration NOUN ispiv-86 6 11 profiles profile NOUN ispiv-86 6 12 by by ADP ispiv-86 6 13 means mean NOUN ispiv-86 6 14 of of ADP ispiv-86 6 15 plif plif ADJ ispiv-86 6 16 measurements measurement NOUN ispiv-86 6 17 or or CCONJ ispiv-86 6 18 on on ADP ispiv-86 6 19 a a DET ispiv-86 6 20 two two NUM ispiv-86 6 21 - - PUNCT ispiv-86 6 22 dimensional dimensional ADJ ispiv-86 6 23 projection projection NOUN ispiv-86 6 24 of of ADP ispiv-86 6 25 the the DET ispiv-86 6 26 system system NOUN ispiv-86 6 27 and and CCONJ ispiv-86 6 28 thus thus ADV ispiv-86 6 29 do do AUX ispiv-86 6 30 not not PART ispiv-86 6 31 allow allow VERB ispiv-86 6 32 conclusions conclusion NOUN ispiv-86 6 33 about about ADP ispiv-86 6 34 the the DET ispiv-86 6 35 development development NOUN ispiv-86 6 36 of of ADP ispiv-86 6 37 the the DET ispiv-86 6 38 three three NUM ispiv-86 6 39 dimensional dimensional ADJ ispiv-86 6 40 compartments compartment NOUN ispiv-86 6 41 and and CCONJ ispiv-86 6 42 the the DET ispiv-86 6 43 exchange exchange NOUN ispiv-86 6 44 rates rate NOUN ispiv-86 6 45 between between ADP ispiv-86 6 46 the the DET ispiv-86 6 47 compartments compartment NOUN ispiv-86 6 48 . . PUNCT ispiv-86 7 1 in in ADP ispiv-86 7 2 this this DET ispiv-86 7 3 work work NOUN ispiv-86 7 4 , , PUNCT ispiv-86 7 5 for for ADP ispiv-86 7 6 the the DET ispiv-86 7 7 first first ADJ ispiv-86 7 8 time time NOUN ispiv-86 7 9 , , PUNCT ispiv-86 7 10 instantaneous instantaneous ADJ ispiv-86 7 11 flow flow NOUN ispiv-86 7 12 field field NOUN ispiv-86 7 13 measurements measurement NOUN ispiv-86 7 14 with with ADP ispiv-86 7 15 high high ADJ ispiv-86 7 16 spatial spatial ADJ ispiv-86 7 17 and and CCONJ ispiv-86 7 18 temporal temporal ADJ ispiv-86 7 19 resolution resolution NOUN ispiv-86 7 20 are be AUX ispiv-86 7 21 performed perform VERB ispiv-86 7 22 in in ADP ispiv-86 7 23 the the DET ispiv-86 7 24 entire entire ADJ ispiv-86 7 25 volume volume NOUN ispiv-86 7 26 of of ADP ispiv-86 7 27 a a DET ispiv-86 7 28 3l 3l NUM ispiv-86 7 29 stirred stir VERB ispiv-86 7 30 tank tank NOUN ispiv-86 7 31 reactor reactor NOUN ispiv-86 7 32 based base VERB ispiv-86 7 33 on on ADP ispiv-86 7 34 4d 4d NUM ispiv-86 7 35 particle particle NOUN ispiv-86 7 36 tracking tracking NOUN ispiv-86 7 37 velocimetry velocimetry NOUN ispiv-86 7 38 . . PUNCT ispiv-86 8 1 the the DET ispiv-86 8 2 highly highly ADV ispiv-86 8 3 resolved resolve VERB ispiv-86 8 4 particle particle NOUN ispiv-86 8 5 trajectories trajectory NOUN ispiv-86 8 6 further far ADV ispiv-86 8 7 allow allow VERB ispiv-86 8 8 detailed detailed ADJ ispiv-86 8 9 lagrangian lagrangian ADJ ispiv-86 8 10 analysis analysis NOUN ispiv-86 8 11 of of ADP ispiv-86 8 12 the the DET ispiv-86 8 13 mixing mix VERB ispiv-86 8 14 dynamics dynamic NOUN ispiv-86 8 15 inside inside ADP ispiv-86 8 16 the the DET ispiv-86 8 17 reactor reactor NOUN ispiv-86 8 18 , , PUNCT ispiv-86 8 19 data datum NOUN ispiv-86 8 20 that that PRON ispiv-86 8 21 was be AUX ispiv-86 8 22 previously previously ADV ispiv-86 8 23 inaccessible inaccessible ADJ ispiv-86 8 24 . . PUNCT ispiv-86 9 1 1 1 NUM ispiv-86 9 2 experimental experimental ADJ ispiv-86 9 3 method method NOUN ispiv-86 9 4 and and CCONJ ispiv-86 9 5 first first ADV ispiv-86 9 6 results result VERB ispiv-86 9 7 the the DET ispiv-86 9 8 fluid fluid ADJ ispiv-86 9 9 dynamics dynamic NOUN ispiv-86 9 10 of of ADP ispiv-86 9 11 a a DET ispiv-86 9 12 3l 3l NUM ispiv-86 9 13 stirred stir VERB ispiv-86 9 14 tank tank NOUN ispiv-86 9 15 reactor reactor NOUN ispiv-86 9 16 are be AUX ispiv-86 9 17 investigated investigate VERB ispiv-86 9 18 ( ( PUNCT ispiv-86 9 19 see see VERB ispiv-86 9 20 figure figure NOUN ispiv-86 9 21 1 1 NUM ispiv-86 9 22 ) ) PUNCT ispiv-86 9 23 using use VERB ispiv-86 9 24 4d 4d NUM ispiv-86 9 25 particle particle NOUN ispiv-86 9 26 tracking tracking NOUN ispiv-86 9 27 . . PUNCT ispiv-86 10 1 this this DET ispiv-86 10 2 measurement measurement NOUN ispiv-86 10 3 method method NOUN ispiv-86 10 4 allows allow VERB ispiv-86 10 5 not not PART ispiv-86 10 6 only only ADV ispiv-86 10 7 the the DET ispiv-86 10 8 analysis analysis NOUN ispiv-86 10 9 of of ADP ispiv-86 10 10 the the DET ispiv-86 10 11 three three NUM ispiv-86 10 12 dimensional dimensional ADJ ispiv-86 10 13 flow flow NOUN ispiv-86 10 14 fields field NOUN ispiv-86 10 15 but but CCONJ ispiv-86 10 16 also also ADV ispiv-86 10 17 the the DET ispiv-86 10 18 analysis analysis NOUN ispiv-86 10 19 of of ADP ispiv-86 10 20 the the DET ispiv-86 10 21 lagrangian lagrangian ADJ ispiv-86 10 22 trajectories trajectory NOUN ispiv-86 10 23 , , PUNCT ispiv-86 10 24 and and CCONJ ispiv-86 10 25 thus thus ADV ispiv-86 10 26 , , PUNCT ispiv-86 10 27 the the DET ispiv-86 10 28 material material NOUN ispiv-86 10 29 transport transport NOUN ispiv-86 10 30 in in ADP ispiv-86 10 31 the the DET ispiv-86 10 32 reactor reactor NOUN ispiv-86 10 33 . . PUNCT ispiv-86 11 1 fluorescent fluorescent NOUN ispiv-86 11 2 and and CCONJ ispiv-86 11 3 i i NOUN ispiv-86 11 4 ii ii PROPN ispiv-86 11 5 iii iii X ispiv-86 11 6 figure figure NOUN ispiv-86 11 7 1 1 NUM ispiv-86 11 8 : : PUNCT ispiv-86 11 9 exemplary exemplary ADJ ispiv-86 11 10 representation representation NOUN ispiv-86 11 11 ( ( PUNCT ispiv-86 11 12 i i NOUN ispiv-86 11 13 ) ) PUNCT ispiv-86 11 14 front front ADJ ispiv-86 11 15 view view NOUN ispiv-86 11 16 ( ( PUNCT ispiv-86 11 17 1:5 1:5 NUM ispiv-86 11 18 ) ) PUNCT ispiv-86 11 19 , , PUNCT ispiv-86 11 20 ii ii X ispiv-86 11 21 ) ) PUNCT ispiv-86 11 22 calibration calibration NOUN ispiv-86 11 23 target target NOUN ispiv-86 11 24 , , PUNCT ispiv-86 11 25 iii iii X ispiv-86 11 26 ) ) PUNCT ispiv-86 11 27 top top ADJ ispiv-86 11 28 view view NOUN ispiv-86 11 29 ( ( PUNCT ispiv-86 11 30 1:10 1:10 NUM ispiv-86 11 31 ) ) PUNCT ispiv-86 11 32 ) ) PUNCT ispiv-86 11 33 of of ADP ispiv-86 11 34 the the DET ispiv-86 11 35 stirred stir VERB ispiv-86 11 36 tank tank NOUN ispiv-86 11 37 setup setup NOUN ispiv-86 11 38 : : PUNCT ispiv-86 11 39 a a X ispiv-86 11 40 ) ) PUNCT ispiv-86 11 41 reactor reactor NOUN ispiv-86 11 42 lid lid NOUN ispiv-86 11 43 , , PUNCT ispiv-86 11 44 b b NOUN ispiv-86 11 45 ) ) PUNCT ispiv-86 11 46 bearing bearing NOUN ispiv-86 11 47 box box NOUN ispiv-86 11 48 , , PUNCT ispiv-86 11 49 c c NOUN ispiv-86 11 50 ) ) PUNCT ispiv-86 11 51 baffle baffle VERB ispiv-86 11 52 and and CCONJ ispiv-86 11 53 baffle baffle PROPN ispiv-86 11 54 holder holder NOUN ispiv-86 11 55 , , PUNCT ispiv-86 11 56 d d NOUN ispiv-86 11 57 ) ) PUNCT ispiv-86 11 58 octahedral octahedral ADJ ispiv-86 11 59 glycerol glycerol NOUN ispiv-86 11 60 basin basin NOUN ispiv-86 11 61 , , PUNCT ispiv-86 11 62 e e NOUN ispiv-86 11 63 ) ) PUNCT ispiv-86 11 64 stirrer stirrer ADJ ispiv-86 11 65 shaft shaft NOUN ispiv-86 11 66 , , PUNCT ispiv-86 11 67 f f X ispiv-86 11 68 ) ) PUNCT ispiv-86 11 69 rushton rushton PROPN ispiv-86 11 70 turbine turbine NOUN ispiv-86 11 71 buoyancy buoyancy NOUN ispiv-86 11 72 - - PUNCT ispiv-86 11 73 neutral neutral ADJ ispiv-86 11 74 particles particle NOUN ispiv-86 11 75 with with ADP ispiv-86 11 76 a a DET ispiv-86 11 77 diameter diameter NOUN ispiv-86 11 78 of of ADP ispiv-86 11 79 150 150 NUM ispiv-86 11 80 - - SYM ispiv-86 11 81 180 180 NUM ispiv-86 11 82 µm µm NUM ispiv-86 11 83 are be AUX ispiv-86 11 84 dispersed disperse VERB ispiv-86 11 85 in in ADP ispiv-86 11 86 the the DET ispiv-86 11 87 reactor reactor NOUN ispiv-86 11 88 and and CCONJ ispiv-86 11 89 illuminated illuminate VERB ispiv-86 11 90 with with ADP ispiv-86 11 91 four four NUM ispiv-86 11 92 customized customized ADJ ispiv-86 11 93 light light NOUN ispiv-86 11 94 sources source NOUN ispiv-86 11 95 build build VERB ispiv-86 11 96 in in ADP ispiv-86 11 97 - - PUNCT ispiv-86 11 98 house house NOUN ispiv-86 11 99 using use VERB ispiv-86 11 100 high high ADJ ispiv-86 11 101 power power NOUN ispiv-86 11 102 leds led NOUN ispiv-86 11 103 ( ( PUNCT ispiv-86 11 104 osram osram NOUN ispiv-86 11 105 ) ) PUNCT ispiv-86 11 106 . . PUNCT ispiv-86 12 1 to to PART ispiv-86 12 2 track track VERB ispiv-86 12 3 the the DET ispiv-86 12 4 particles particle NOUN ispiv-86 12 5 , , PUNCT ispiv-86 12 6 a a DET ispiv-86 12 7 camera camera NOUN ispiv-86 12 8 setup setup NOUN ispiv-86 12 9 consisting consist VERB ispiv-86 12 10 of of ADP ispiv-86 12 11 four four NUM ispiv-86 12 12 high high ADJ ispiv-86 12 13 - - PUNCT ispiv-86 12 14 speed speed NOUN ispiv-86 12 15 cameras camera NOUN ispiv-86 12 16 as as ADV ispiv-86 12 17 well well ADV ispiv-86 12 18 as as ADP ispiv-86 12 19 a a DET ispiv-86 12 20 recording recording NOUN ispiv-86 12 21 and and CCONJ ispiv-86 12 22 synchronization synchronization NOUN ispiv-86 12 23 system system NOUN ispiv-86 12 24 from from ADP ispiv-86 12 25 lavision lavision NOUN ispiv-86 12 26 ( ( PUNCT ispiv-86 12 27 göttingen göttingen PROPN ispiv-86 12 28 , , PUNCT ispiv-86 12 29 germany germany PROPN ispiv-86 12 30 ) ) PUNCT ispiv-86 12 31 is be AUX ispiv-86 12 32 used use VERB ispiv-86 12 33 . . PUNCT ispiv-86 13 1 two two NUM ispiv-86 13 2 identical identical ADJ ispiv-86 13 3 camera camera NOUN ispiv-86 13 4 models model NOUN ispiv-86 13 5 are be AUX ispiv-86 13 6 installed instal VERB ispiv-86 13 7 one one NUM ispiv-86 13 8 above above ADP ispiv-86 13 9 the the DET ispiv-86 13 10 other other ADJ ispiv-86 13 11 at at ADP ispiv-86 13 12 angles angle NOUN ispiv-86 13 13 of of ADP ispiv-86 13 14 30 30 NUM ispiv-86 13 15 ◦ ◦ NOUN ispiv-86 13 16 , , PUNCT ispiv-86 13 17 while while SCONJ ispiv-86 13 18 the the DET ispiv-86 13 19 two two NUM ispiv-86 13 20 camera camera NOUN ispiv-86 13 21 pairs pair NOUN ispiv-86 13 22 are be AUX ispiv-86 13 23 mounted mount VERB ispiv-86 13 24 at at ADP ispiv-86 13 25 an an DET ispiv-86 13 26 angle angle NOUN ispiv-86 13 27 of of ADP ispiv-86 13 28 45 45 NUM ispiv-86 13 29 ◦ ◦ NOUN ispiv-86 13 30 to to ADP ispiv-86 13 31 each each DET ispiv-86 13 32 other other ADJ ispiv-86 13 33 ( ( PUNCT ispiv-86 13 34 see see VERB ispiv-86 13 35 figure figure NOUN ispiv-86 13 36 1 1 NUM ispiv-86 13 37 ( ( PUNCT ispiv-86 13 38 c c NOUN ispiv-86 13 39 ) ) PUNCT ispiv-86 13 40 ) ) PUNCT ispiv-86 13 41 . . PUNCT ispiv-86 14 1 the the DET ispiv-86 14 2 ” " PUNCT ispiv-86 14 3 shake shake VERB ispiv-86 14 4 - - PUNCT ispiv-86 14 5 the the DET ispiv-86 14 6 - - PUNCT ispiv-86 14 7 box box NOUN ispiv-86 14 8 ” " PUNCT ispiv-86 14 9 method method NOUN ispiv-86 14 10 is be AUX ispiv-86 14 11 used use VERB ispiv-86 14 12 to to PART ispiv-86 14 13 determine determine VERB ispiv-86 14 14 the the DET ispiv-86 14 15 lagrangian lagrangian ADJ ispiv-86 14 16 tracks track NOUN ispiv-86 14 17 , , PUNCT ispiv-86 14 18 which which PRON ispiv-86 14 19 is be AUX ispiv-86 14 20 currently currently ADV ispiv-86 14 21 the the DET ispiv-86 14 22 most most ADV ispiv-86 14 23 efficient efficient ADJ ispiv-86 14 24 particle particle NOUN ispiv-86 14 25 tracking track VERB ispiv-86 14 26 algorithm algorithm NOUN ispiv-86 14 27 available available ADJ ispiv-86 14 28 ( ( PUNCT ispiv-86 14 29 schanz schanz PROPN ispiv-86 14 30 et et PROPN ispiv-86 14 31 al al PROPN ispiv-86 14 32 . . PUNCT ispiv-86 15 1 ( ( PUNCT ispiv-86 15 2 2016 2016 NUM ispiv-86 15 3 ) ) PUNCT ispiv-86 15 4 ) ) PUNCT ispiv-86 15 5 . . PUNCT ispiv-86 16 1 the the DET ispiv-86 16 2 acquisition acquisition NOUN ispiv-86 16 3 of of ADP ispiv-86 16 4 the the DET ispiv-86 16 5 images image NOUN ispiv-86 16 6 as as ADV ispiv-86 16 7 well well ADV ispiv-86 16 8 as as ADP ispiv-86 16 9 the the DET ispiv-86 16 10 application application NOUN ispiv-86 16 11 of of ADP ispiv-86 16 12 the the DET ispiv-86 16 13 4d 4d NUM ispiv-86 16 14 - - PUNCT ispiv-86 16 15 ptv ptv NOUN ispiv-86 16 16 algorithms algorithm NOUN ispiv-86 16 17 are be AUX ispiv-86 16 18 performed perform VERB ispiv-86 16 19 with with ADP ispiv-86 16 20 the the DET ispiv-86 16 21 commercial commercial ADJ ispiv-86 16 22 davis davis PROPN ispiv-86 16 23 software software PROPN ispiv-86 16 24 and and CCONJ ispiv-86 16 25 the the DET ispiv-86 16 26 flowmaster flowmaster NOUN ispiv-86 16 27 module module NOUN ispiv-86 16 28 from from ADP ispiv-86 16 29 lavision lavision NOUN ispiv-86 16 30 ( ( PUNCT ispiv-86 16 31 göttingen göttingen PROPN ispiv-86 16 32 , , PUNCT ispiv-86 16 33 germany germany PROPN ispiv-86 16 34 ) ) PUNCT ispiv-86 16 35 . . PUNCT ispiv-86 17 1 the the DET ispiv-86 17 2 images image NOUN ispiv-86 17 3 are be AUX ispiv-86 17 4 recorded record VERB ispiv-86 17 5 with with ADP ispiv-86 17 6 a a DET ispiv-86 17 7 spatial spatial ADJ ispiv-86 17 8 resolution resolution NOUN ispiv-86 17 9 of of ADP ispiv-86 17 10 148 148 NUM ispiv-86 17 11 µm µm NOUN ispiv-86 17 12 / / SYM ispiv-86 17 13 px px PROPN ispiv-86 17 14 and and CCONJ ispiv-86 17 15 a a DET ispiv-86 17 16 temporal temporal ADJ ispiv-86 17 17 resolution resolution NOUN ispiv-86 17 18 of of ADP ispiv-86 17 19 up up ADP ispiv-86 17 20 to to PART ispiv-86 17 21 800 800 NUM ispiv-86 17 22 hz hz NOUN ispiv-86 17 23 . . PUNCT ispiv-86 18 1 in in ADP ispiv-86 18 2 figure figure NOUN ispiv-86 18 3 2 2 NUM ispiv-86 18 4 first first ADJ ispiv-86 18 5 results result NOUN ispiv-86 18 6 are be AUX ispiv-86 18 7 depicted depict VERB ispiv-86 18 8 . . PUNCT ispiv-86 19 1 the the DET ispiv-86 19 2 instantaneous instantaneous ADJ ispiv-86 19 3 and and CCONJ ispiv-86 19 4 time time NOUN ispiv-86 19 5 - - PUNCT ispiv-86 19 6 averaged average VERB ispiv-86 19 7 flow flow NOUN ispiv-86 19 8 fields field NOUN ispiv-86 19 9 for for ADP ispiv-86 19 10 a a DET ispiv-86 19 11 baffled baffle VERB ispiv-86 19 12 and and CCONJ ispiv-86 19 13 an an DET ispiv-86 19 14 unbaffled unbaffled ADJ ispiv-86 19 15 3l 3l NUM ispiv-86 19 16 stirred stir VERB ispiv-86 19 17 tank tank NOUN ispiv-86 19 18 reactor reactor NOUN ispiv-86 19 19 ( ( PUNCT ispiv-86 19 20 see see VERB ispiv-86 19 21 i i PRON ispiv-86 19 22 ) ) PUNCT ispiv-86 19 23 are be AUX ispiv-86 19 24 presented present VERB ispiv-86 19 25 . . PUNCT ispiv-86 20 1 in in ADP ispiv-86 20 2 the the DET ispiv-86 20 3 oral oral ADJ ispiv-86 20 4 presentation presentation NOUN ispiv-86 20 5 a a DET ispiv-86 20 6 first first ADJ ispiv-86 20 7 analysis analysis NOUN ispiv-86 20 8 of of ADP ispiv-86 20 9 the the DET ispiv-86 20 10 measured measure VERB ispiv-86 20 11 lagrangian lagrangian ADJ ispiv-86 20 12 tracks track NOUN ispiv-86 20 13 ( ( PUNCT ispiv-86 20 14 see see VERB ispiv-86 20 15 figure figure NOUN ispiv-86 20 16 2 2 NUM ispiv-86 20 17 ii ii NOUN ispiv-86 20 18 ) ) PUNCT ispiv-86 20 19 , , PUNCT ispiv-86 20 20 but but CCONJ ispiv-86 20 21 also also ADV ispiv-86 20 22 the the DET ispiv-86 20 23 mixing mix VERB ispiv-86 20 24 dynamics dynamic NOUN ispiv-86 20 25 will will AUX ispiv-86 20 26 be be AUX ispiv-86 20 27 discussed discuss VERB ispiv-86 20 28 . . PUNCT ispiv-86 21 1 i i PRON ispiv-86 21 2 ii ii PROPN ispiv-86 21 3 figure figure NOUN ispiv-86 21 4 2 2 NUM ispiv-86 21 5 : : PUNCT ispiv-86 21 6 i i NOUN ispiv-86 21 7 ) ) PUNCT ispiv-86 21 8 time time NOUN ispiv-86 21 9 - - PUNCT ispiv-86 21 10 averaged average VERB ispiv-86 21 11 flow flow NOUN ispiv-86 21 12 field field NOUN ispiv-86 21 13 on on ADP ispiv-86 21 14 a a DET ispiv-86 21 15 sectional sectional ADJ ispiv-86 21 16 plane plane NOUN ispiv-86 21 17 through through ADP ispiv-86 21 18 the the DET ispiv-86 21 19 stirrer stirrer ADJ ispiv-86 21 20 shaft shaft NOUN ispiv-86 21 21 . . PUNCT ispiv-86 22 1 ( ( PUNCT ispiv-86 22 2 left leave VERB ispiv-86 22 3 : : PUNCT ispiv-86 22 4 without without ADP ispiv-86 22 5 baffles baffle NOUN ispiv-86 22 6 , , PUNCT ispiv-86 22 7 right right ADJ ispiv-86 22 8 : : PUNCT ispiv-86 22 9 with with ADP ispiv-86 22 10 baffles baffle NOUN ispiv-86 22 11 ) ) PUNCT ispiv-86 22 12 . . PUNCT ispiv-86 23 1 ii ii X ispiv-86 23 2 ) ) PUNCT ispiv-86 23 3 selection selection NOUN ispiv-86 23 4 of of ADP ispiv-86 23 5 1 1 NUM ispiv-86 23 6 % % NOUN ispiv-86 23 7 of of ADP ispiv-86 23 8 total total ADJ ispiv-86 23 9 trajectories trajectory NOUN ispiv-86 23 10 in in ADP ispiv-86 23 11 the the DET ispiv-86 23 12 system system NOUN ispiv-86 23 13 ( ( PUNCT ispiv-86 23 14 modified modify VERB ispiv-86 23 15 velocity velocity NOUN ispiv-86 23 16 magnitude magnitude NOUN ispiv-86 23 17 indicates indicate VERB ispiv-86 23 18 upor upor ADJ ispiv-86 23 19 downwards downward NOUN ispiv-86 23 20 motion motion NOUN ispiv-86 23 21 , , PUNCT ispiv-86 23 22 red red ADJ ispiv-86 23 23 : : PUNCT ispiv-86 23 24 movement movement NOUN ispiv-86 23 25 upwards upwards ADV ispiv-86 23 26 ; ; PUNCT ispiv-86 23 27 blue blue ADJ ispiv-86 23 28 : : PUNCT ispiv-86 23 29 movement movement NOUN ispiv-86 23 30 downwards downward NOUN ispiv-86 23 31 ) ) PUNCT ispiv-86 23 32 . . PUNCT ispiv-86 24 1 references reference NOUN ispiv-86 24 2 kuschel kuschel PROPN ispiv-86 24 3 m m PROPN ispiv-86 24 4 , , PUNCT ispiv-86 24 5 fitschen fitschen PROPN ispiv-86 24 6 j j PROPN ispiv-86 24 7 , , PUNCT ispiv-86 24 8 hoffmann hoffmann PROPN ispiv-86 24 9 m m PROPN ispiv-86 24 10 , , PUNCT ispiv-86 24 11 von von PROPN ispiv-86 24 12 kameke kameke PROPN ispiv-86 24 13 a a PROPN ispiv-86 24 14 , , PUNCT ispiv-86 24 15 schlüter schlüter NOUN ispiv-86 24 16 m m PROPN ispiv-86 24 17 , , PUNCT ispiv-86 24 18 and and CCONJ ispiv-86 24 19 wucherpfennig wucherpfennig PROPN ispiv-86 24 20 t t PROPN ispiv-86 24 21 ( ( PUNCT ispiv-86 24 22 2021 2021 NUM ispiv-86 24 23 ) ) PUNCT ispiv-86 24 24 validation validation NOUN ispiv-86 24 25 of of ADP ispiv-86 24 26 novel novel ADJ ispiv-86 24 27 lattice lattice NOUN ispiv-86 24 28 boltzmann boltzmann PROPN ispiv-86 24 29 large large ADJ ispiv-86 24 30 eddy eddy PROPN ispiv-86 24 31 simulations simulation NOUN ispiv-86 24 32 ( ( PUNCT ispiv-86 24 33 lb lb DET ispiv-86 24 34 les le NOUN ispiv-86 24 35 ) ) PUNCT ispiv-86 24 36 for for ADP ispiv-86 24 37 equipment equipment NOUN ispiv-86 24 38 characterization characterization NOUN ispiv-86 24 39 in in ADP ispiv-86 24 40 biopharma biopharma NOUN ispiv-86 24 41 . . PUNCT ispiv-86 25 1 processes process VERB ispiv-86 25 2 9 9 NUM ispiv-86 25 3 rosseburg rosseburg NOUN ispiv-86 25 4 a a DET ispiv-86 25 5 , , PUNCT ispiv-86 25 6 fitschen fitschen ADJ ispiv-86 25 7 j j PROPN ispiv-86 25 8 , , PUNCT ispiv-86 25 9 wutz wutz PROPN ispiv-86 25 10 j j PROPN ispiv-86 25 11 , , PUNCT ispiv-86 25 12 wucherpfennig wucherpfennig PROPN ispiv-86 25 13 t t PROPN ispiv-86 25 14 , , PUNCT ispiv-86 25 15 and and CCONJ ispiv-86 25 16 schlüter schlüter NOUN ispiv-86 25 17 m m PROPN ispiv-86 25 18 ( ( PUNCT ispiv-86 25 19 2018 2018 NUM ispiv-86 25 20 ) ) PUNCT ispiv-86 25 21 hydrodynamic hydrodynamic ADJ ispiv-86 25 22 inhomogeneities inhomogeneity NOUN ispiv-86 25 23 in in ADP ispiv-86 25 24 large large ADJ ispiv-86 25 25 scale scale NOUN ispiv-86 25 26 stirred stir VERB ispiv-86 25 27 tanks tank NOUN ispiv-86 25 28 influence influence NOUN ispiv-86 25 29 on on ADP ispiv-86 25 30 mixing mix VERB ispiv-86 25 31 time time NOUN ispiv-86 25 32 . . PUNCT ispiv-86 26 1 chemical chemical NOUN ispiv-86 26 2 engineering engineering NOUN ispiv-86 26 3 science science NOUN ispiv-86 26 4 188:208 188:208 NUM ispiv-86 26 5 – – PUNCT ispiv-86 26 6 220 220 NUM ispiv-86 26 7 schanz schanz NOUN ispiv-86 26 8 d d NOUN ispiv-86 26 9 , , PUNCT ispiv-86 26 10 gesemann gesemann PROPN ispiv-86 26 11 s s PART ispiv-86 26 12 , , PUNCT ispiv-86 26 13 and and CCONJ ispiv-86 26 14 schroeder schroeder PROPN ispiv-86 26 15 a a DET ispiv-86 26 16 ( ( PUNCT ispiv-86 26 17 2016 2016 NUM ispiv-86 26 18 ) ) PUNCT ispiv-86 26 19 shake shake NOUN ispiv-86 26 20 - - PUNCT ispiv-86 26 21 the the DET ispiv-86 26 22 - - PUNCT ispiv-86 26 23 box box NOUN ispiv-86 26 24 : : PUNCT ispiv-86 26 25 lagrangian lagrangian ADJ ispiv-86 26 26 particle particle NOUN ispiv-86 26 27 tracking tracking NOUN ispiv-86 26 28 at at ADP ispiv-86 26 29 high high ADJ ispiv-86 26 30 particle particle NOUN ispiv-86 26 31 image image NOUN ispiv-86 26 32 densities density NOUN ispiv-86 26 33 . . PUNCT ispiv-86 27 1 experiments experiment NOUN ispiv-86 27 2 in in ADP ispiv-86 27 3 fluids fluid NOUN ispiv-86 27 4 volume volume NOUN ispiv-86 27 5 70 70 NUM ispiv-86 27 6 taghavi taghavi VERB ispiv-86 27 7 m m PROPN ispiv-86 27 8 and and CCONJ ispiv-86 27 9 moghaddas moghaddas PROPN ispiv-86 27 10 j j PROPN ispiv-86 27 11 ( ( PUNCT ispiv-86 27 12 2020 2020 NUM ispiv-86 27 13 ) ) PUNCT ispiv-86 27 14 flow flow NOUN ispiv-86 27 15 characteristics characteristic NOUN ispiv-86 27 16 of of ADP ispiv-86 27 17 the the DET ispiv-86 27 18 rushton rushton PROPN ispiv-86 27 19 and and CCONJ ispiv-86 27 20 pitched pitch VERB ispiv-86 27 21 blade blade NOUN ispiv-86 27 22 turbines turbine NOUN ispiv-86 27 23 in in ADP ispiv-86 27 24 turbulent turbulent ADJ ispiv-86 27 25 and and CCONJ ispiv-86 27 26 laminar laminar ADJ ispiv-86 27 27 mixing mixing NOUN ispiv-86 27 28 . . PUNCT ispiv-86 28 1 international international ADJ ispiv-86 28 2 journal journal PROPN ispiv-86 28 3 of of ADP ispiv-86 28 4 chemical chemical ADJ ispiv-86 28 5 reactor reactor NOUN ispiv-86 28 6 engineering engineer VERB ispiv-86 28 7 18 18 NUM ispiv-86 28 8 experimental experimental ADJ ispiv-86 28 9 method method NOUN ispiv-86 28 10 and and CCONJ ispiv-86 28 11 first first ADJ ispiv-86 28 12 results result NOUN