id sid tid token lemma pos iogr-1144 1 1 a a DET iogr-1144 1 2 sample sample NOUN iogr-1144 1 3 paper paper NOUN iogr-1144 1 4 for for ADP iogr-1144 1 5 presentation presentation NOUN iogr-1144 1 6 at at ADP iogr-1144 1 7 anziis anziis NOUN iogr-1144 1 8 2001 2001 NUM iogr-1144 1 9 copyright copyright NOUN iogr-1144 1 10 Β© Β© ADP iogr-1144 1 11 the the DET iogr-1144 1 12 author(s author(s NOUN iogr-1144 1 13 ) ) PUNCT iogr-1144 1 14 . . PUNCT iogr-1144 2 1 this this DET iogr-1144 2 2 work work NOUN iogr-1144 2 3 is be AUX iogr-1144 2 4 licensed license VERB iogr-1144 2 5 under under ADP iogr-1144 2 6 a a DET iogr-1144 2 7 creative creative ADJ iogr-1144 2 8 commons common NOUN iogr-1144 2 9 attribution attribution NOUN iogr-1144 2 10 4.0 4.0 NUM iogr-1144 2 11 international international ADJ iogr-1144 2 12 license license NOUN iogr-1144 2 13 . . PUNCT iogr-1144 3 1 doi doi NOUN iogr-1144 3 2 : : PUNCT iogr-1144 3 3 10.14800 10.14800 NUM iogr-1144 3 4 / / SYM iogr-1144 3 5 iogr.1144 iogr.1144 PROPN iogr-1144 3 6 received receive VERB iogr-1144 3 7 december december PROPN iogr-1144 3 8 20 20 NUM iogr-1144 3 9 , , PUNCT iogr-1144 3 10 2019 2019 NUM iogr-1144 3 11 ; ; PUNCT iogr-1144 3 12 revised revise VERB iogr-1144 3 13 february february PROPN iogr-1144 3 14 15 15 NUM iogr-1144 3 15 , , PUNCT iogr-1144 3 16 2020 2020 NUM iogr-1144 3 17 ; ; PUNCT iogr-1144 3 18 accepted accept VERB iogr-1144 3 19 april april PROPN iogr-1144 3 20 10 10 NUM iogr-1144 3 21 , , PUNCT iogr-1144 3 22 2020 2020 NUM iogr-1144 3 23 . . PUNCT iogr-1144 4 1 * * PUNCT iogr-1144 4 2 corresponding correspond VERB iogr-1144 4 3 author author NOUN iogr-1144 4 4 : : PUNCT iogr-1144 4 5 yy123@petreochina.com.cn yy123@petreochina.com.cn NOUN iogr-1144 4 6 1 1 NUM iogr-1144 4 7 an an DET iogr-1144 4 8 integrated integrated ADJ iogr-1144 4 9 approach approach NOUN iogr-1144 4 10 of of ADP iogr-1144 4 11 uncertainty uncertainty NOUN iogr-1144 4 12 assessment assessment NOUN iogr-1144 4 13 for for ADP iogr-1144 4 14 coalbed coalbe VERB iogr-1144 4 15 methane methane NOUN iogr-1144 4 16 model model NOUN iogr-1144 4 17 yong yong PROPN iogr-1144 4 18 yang yang PROPN iogr-1144 4 19 * * PROPN iogr-1144 4 20 , , PUNCT iogr-1144 4 21 ming ming PROPN iogr-1144 4 22 zhang zhang PROPN iogr-1144 4 23 , , PUNCT iogr-1144 4 24 aifang aifang PROPN iogr-1144 4 25 bie bie PROPN iogr-1144 4 26 , , PUNCT iogr-1144 4 27 zehong zehong PROPN iogr-1144 4 28 cui cui PROPN iogr-1144 4 29 , , PUNCT iogr-1144 4 30 zhaohui zhaohui PROPN iogr-1144 4 31 xia xia PROPN iogr-1144 4 32 , , PUNCT iogr-1144 4 33 research research NOUN iogr-1144 4 34 institution institution NOUN iogr-1144 4 35 petroleum petroleum NOUN iogr-1144 4 36 exploration exploration NOUN iogr-1144 4 37 & & CCONJ iogr-1144 4 38 development development PROPN iogr-1144 4 39 ( ( PUNCT iogr-1144 4 40 riped riped NOUN iogr-1144 4 41 ) ) PUNCT iogr-1144 4 42 , , PUNCT iogr-1144 4 43 beijing beijing PROPN iogr-1144 4 44 , , PUNCT iogr-1144 4 45 china china PROPN iogr-1144 4 46 abstract abstract ADJ iogr-1144 4 47 this this DET iogr-1144 4 48 study study NOUN iogr-1144 4 49 deals deal VERB iogr-1144 4 50 with with ADP iogr-1144 4 51 quantitative quantitative ADJ iogr-1144 4 52 detection detection NOUN iogr-1144 4 53 of of ADP iogr-1144 4 54 parameters parameter NOUN iogr-1144 4 55 uncertainty uncertainty NOUN iogr-1144 4 56 in in ADP iogr-1144 4 57 coalbed coalbe VERB iogr-1144 4 58 methane(cbm methane(cbm PROPN iogr-1144 4 59 ) ) PUNCT iogr-1144 4 60 modelling modelling NOUN iogr-1144 4 61 and and CCONJ iogr-1144 4 62 a a DET iogr-1144 4 63 systematic systematic ADJ iogr-1144 4 64 and and CCONJ iogr-1144 4 65 integrated integrated ADJ iogr-1144 4 66 workflow workflow NOUN iogr-1144 4 67 is be AUX iogr-1144 4 68 developed develop VERB iogr-1144 4 69 to to PART iogr-1144 4 70 analyze analyze VERB iogr-1144 4 71 the the DET iogr-1144 4 72 uncertainty uncertainty NOUN iogr-1144 4 73 of of ADP iogr-1144 4 74 cbm cbm PROPN iogr-1144 4 75 model model PROPN iogr-1144 4 76 . . PUNCT iogr-1144 5 1 in in ADP iogr-1144 5 2 structure structure NOUN iogr-1144 5 3 modelling modelling NOUN iogr-1144 5 4 , , PUNCT iogr-1144 5 5 the the DET iogr-1144 5 6 uncertainty uncertainty NOUN iogr-1144 5 7 of of ADP iogr-1144 5 8 measure measure NOUN iogr-1144 5 9 depth depth NOUN iogr-1144 5 10 ( ( PUNCT iogr-1144 5 11 md md PROPN iogr-1144 5 12 ) ) PUNCT iogr-1144 5 13 and and CCONJ iogr-1144 5 14 coal coal NOUN iogr-1144 5 15 thickness thickness NOUN iogr-1144 5 16 were be AUX iogr-1144 5 17 analyzed analyze VERB iogr-1144 5 18 by by ADP iogr-1144 5 19 disturbing disturb VERB iogr-1144 5 20 the the DET iogr-1144 5 21 structure structure NOUN iogr-1144 5 22 surfaces surface NOUN iogr-1144 5 23 or or CCONJ iogr-1144 5 24 thickness thickness NOUN iogr-1144 5 25 surfaces surface NOUN iogr-1144 5 26 while while SCONJ iogr-1144 5 27 fixed fix VERB iogr-1144 5 28 at at ADP iogr-1144 5 29 the the DET iogr-1144 5 30 well well ADJ iogr-1144 5 31 locations location NOUN iogr-1144 5 32 . . PUNCT iogr-1144 6 1 in in ADP iogr-1144 6 2 property property NOUN iogr-1144 6 3 modelling modelling NOUN iogr-1144 6 4 , , PUNCT iogr-1144 6 5 an an DET iogr-1144 6 6 analysis analysis NOUN iogr-1144 6 7 of of ADP iogr-1144 6 8 the the DET iogr-1144 6 9 residual residual ADJ iogr-1144 6 10 distribution distribution NOUN iogr-1144 6 11 between between ADP iogr-1144 6 12 each each DET iogr-1144 6 13 correlation correlation NOUN iogr-1144 6 14 and and CCONJ iogr-1144 6 15 its its PRON iogr-1144 6 16 measurements measurement NOUN iogr-1144 6 17 was be AUX iogr-1144 6 18 used use VERB iogr-1144 6 19 to to PART iogr-1144 6 20 characterize characterize VERB iogr-1144 6 21 the the DET iogr-1144 6 22 uncertainty uncertainty NOUN iogr-1144 6 23 of of ADP iogr-1144 6 24 each each DET iogr-1144 6 25 parameter parameter NOUN iogr-1144 6 26 . . PUNCT iogr-1144 7 1 sensitivity sensitivity NOUN iogr-1144 7 2 analysis analysis NOUN iogr-1144 7 3 was be AUX iogr-1144 7 4 performed perform VERB iogr-1144 7 5 for for ADP iogr-1144 7 6 the the DET iogr-1144 7 7 parameters parameter NOUN iogr-1144 7 8 , , PUNCT iogr-1144 7 9 such such ADJ iogr-1144 7 10 as as ADP iogr-1144 7 11 gas gas NOUN iogr-1144 7 12 content content NOUN iogr-1144 7 13 , , PUNCT iogr-1144 7 14 structure structure NOUN iogr-1144 7 15 surfaces surface NOUN iogr-1144 7 16 , , PUNCT iogr-1144 7 17 coal coal NOUN iogr-1144 7 18 thickness thickness NOUN iogr-1144 7 19 , , PUNCT iogr-1144 7 20 density density NOUN iogr-1144 7 21 , , PUNCT iogr-1144 7 22 ash ash NOUN iogr-1144 7 23 content content NOUN iogr-1144 7 24 , , PUNCT iogr-1144 7 25 etc etc X iogr-1144 7 26 . . X iogr-1144 7 27 , , PUNCT iogr-1144 7 28 to to PART iogr-1144 7 29 evaluate evaluate VERB iogr-1144 7 30 the the DET iogr-1144 7 31 uncertainty uncertainty NOUN iogr-1144 7 32 of of ADP iogr-1144 7 33 original original ADJ iogr-1144 7 34 gas gas NOUN iogr-1144 7 35 in in ADP iogr-1144 7 36 place place NOUN iogr-1144 7 37 ( ( PUNCT iogr-1144 7 38 ogip ogip ADJ iogr-1144 7 39 ) ) PUNCT iogr-1144 7 40 . . PUNCT iogr-1144 8 1 the the DET iogr-1144 8 2 critical critical ADJ iogr-1144 8 3 sensitive sensitive ADJ iogr-1144 8 4 attributes attribute NOUN iogr-1144 8 5 were be AUX iogr-1144 8 6 used use VERB iogr-1144 8 7 to to PART iogr-1144 8 8 build build VERB iogr-1144 8 9 multiple multiple ADJ iogr-1144 8 10 realizations realization NOUN iogr-1144 8 11 to to PART iogr-1144 8 12 determine determine VERB iogr-1144 8 13 the the DET iogr-1144 8 14 p90 p90 NOUN iogr-1144 8 15 , , PUNCT iogr-1144 8 16 p50 p50 NOUN iogr-1144 8 17 and and CCONJ iogr-1144 8 18 p10 p10 NOUN iogr-1144 8 19 of of ADP iogr-1144 8 20 ogip ogip NOUN iogr-1144 8 21 . . PUNCT iogr-1144 9 1 the the DET iogr-1144 9 2 low low ADJ iogr-1144 9 3 , , PUNCT iogr-1144 9 4 middle middle ADJ iogr-1144 9 5 and and CCONJ iogr-1144 9 6 high high ADJ iogr-1144 9 7 probabilistic probabilistic ADJ iogr-1144 9 8 geological geological ADJ iogr-1144 9 9 models model NOUN iogr-1144 9 10 were be AUX iogr-1144 9 11 achieved achieve VERB iogr-1144 9 12 corresponding correspond VERB iogr-1144 9 13 to to ADP iogr-1144 9 14 the the DET iogr-1144 9 15 probabilistic probabilistic ADJ iogr-1144 9 16 ogip ogip NOUN iogr-1144 9 17 , , PUNCT iogr-1144 9 18 and and CCONJ iogr-1144 9 19 used use VERB iogr-1144 9 20 for for ADP iogr-1144 9 21 the the DET iogr-1144 9 22 following follow VERB iogr-1144 9 23 reservoir reservoir PROPN iogr-1144 9 24 simulation simulation PROPN iogr-1144 9 25 and and CCONJ iogr-1144 9 26 development development NOUN iogr-1144 9 27 plan plan NOUN iogr-1144 9 28 design design NOUN iogr-1144 9 29 . . PUNCT iogr-1144 10 1 introduction introduction NOUN iogr-1144 10 2 limited limit VERB iogr-1144 10 3 amount amount NOUN iogr-1144 10 4 of of ADP iogr-1144 10 5 hard hard ADJ iogr-1144 10 6 data datum NOUN iogr-1144 10 7 , , PUNCT iogr-1144 10 8 lack lack NOUN iogr-1144 10 9 of of ADP iogr-1144 10 10 well well ADV iogr-1144 10 11 control control NOUN iogr-1144 10 12 and and CCONJ iogr-1144 10 13 scarcity scarcity NOUN iogr-1144 10 14 of of ADP iogr-1144 10 15 geology geology NOUN iogr-1144 10 16 studies study NOUN iogr-1144 10 17 are be AUX iogr-1144 10 18 the the DET iogr-1144 10 19 great great ADJ iogr-1144 10 20 challenges challenge NOUN iogr-1144 10 21 in in ADP iogr-1144 10 22 the the DET iogr-1144 10 23 exploration exploration NOUN iogr-1144 10 24 and and CCONJ iogr-1144 10 25 development development NOUN iogr-1144 10 26 phase phase NOUN iogr-1144 10 27 of of ADP iogr-1144 10 28 a a DET iogr-1144 10 29 cbm cbm ADJ iogr-1144 10 30 field field NOUN iogr-1144 10 31 . . PUNCT iogr-1144 11 1 most most ADJ iogr-1144 11 2 of of ADP iogr-1144 11 3 the the DET iogr-1144 11 4 risks risk NOUN iogr-1144 11 5 are be AUX iogr-1144 11 6 related relate VERB iogr-1144 11 7 to to ADP iogr-1144 11 8 the the DET iogr-1144 11 9 uncertainty uncertainty NOUN iogr-1144 11 10 in in ADP iogr-1144 11 11 the the DET iogr-1144 11 12 static static ADJ iogr-1144 11 13 reservoir reservoir NOUN iogr-1144 11 14 characterization characterization NOUN iogr-1144 11 15 , , PUNCT iogr-1144 11 16 which which PRON iogr-1144 11 17 also also ADV iogr-1144 11 18 affects affect VERB iogr-1144 11 19 the the DET iogr-1144 11 20 dynamic dynamic ADJ iogr-1144 11 21 response response NOUN iogr-1144 11 22 ( ( PUNCT iogr-1144 11 23 shirazi shirazi PROPN iogr-1144 11 24 et et PROPN iogr-1144 11 25 al al PROPN iogr-1144 11 26 . . PROPN iogr-1144 11 27 2010 2010 NUM iogr-1144 11 28 ; ; PUNCT iogr-1144 11 29 mohsen mohsen PROPN iogr-1144 11 30 et et PROPN iogr-1144 11 31 al al PROPN iogr-1144 11 32 . . PROPN iogr-1144 11 33 2007 2007 NUM iogr-1144 11 34 ; ; PUNCT iogr-1144 11 35 sharma sharma PROPN iogr-1144 11 36 et et PROPN iogr-1144 11 37 al al PROPN iogr-1144 11 38 . . PROPN iogr-1144 11 39 2008 2008 NUM iogr-1144 11 40 ) ) PUNCT iogr-1144 11 41 . . PUNCT iogr-1144 12 1 the the DET iogr-1144 12 2 inability inability NOUN iogr-1144 12 3 to to PART iogr-1144 12 4 properly properly ADV iogr-1144 12 5 manage manage VERB iogr-1144 12 6 subsurface subsurface NOUN iogr-1144 12 7 uncertainty uncertainty NOUN iogr-1144 12 8 is be AUX iogr-1144 12 9 often often ADV iogr-1144 12 10 a a DET iogr-1144 12 11 key key ADJ iogr-1144 12 12 reason reason NOUN iogr-1144 12 13 for for ADP iogr-1144 12 14 the the DET iogr-1144 12 15 cbm cbm PROPN iogr-1144 12 16 projects project NOUN iogr-1144 12 17 failing fail VERB iogr-1144 12 18 to to PART iogr-1144 12 19 meet meet VERB iogr-1144 12 20 their their PRON iogr-1144 12 21 objectives objective NOUN iogr-1144 12 22 . . PUNCT iogr-1144 13 1 thus thus ADV iogr-1144 13 2 , , PUNCT iogr-1144 13 3 quantification quantification NOUN iogr-1144 13 4 of of ADP iogr-1144 13 5 the the DET iogr-1144 13 6 significant significant ADJ iogr-1144 13 7 uncertainty uncertainty NOUN iogr-1144 13 8 exiting exit VERB iogr-1144 13 9 in in ADP iogr-1144 13 10 the the DET iogr-1144 13 11 geologic geologic ADJ iogr-1144 13 12 cbm cbm NOUN iogr-1144 13 13 model model NOUN iogr-1144 13 14 is be AUX iogr-1144 13 15 critical critical ADJ iogr-1144 13 16 in in ADP iogr-1144 13 17 the the DET iogr-1144 13 18 field field NOUN iogr-1144 13 19 development development NOUN iogr-1144 13 20 . . PUNCT iogr-1144 14 1 the the DET iogr-1144 14 2 uncertainties uncertainty NOUN iogr-1144 14 3 mainly mainly ADV iogr-1144 14 4 come come VERB iogr-1144 14 5 from from ADP iogr-1144 14 6 structure structure NOUN iogr-1144 14 7 modelling modelling NOUN iogr-1144 14 8 and and CCONJ iogr-1144 14 9 property property NOUN iogr-1144 14 10 modelling modelling NOUN iogr-1144 14 11 procedures procedure NOUN iogr-1144 14 12 when when SCONJ iogr-1144 14 13 building build VERB iogr-1144 14 14 a a DET iogr-1144 14 15 cbm cbm PROPN iogr-1144 14 16 model model NOUN iogr-1144 14 17 . . PUNCT iogr-1144 15 1 in in ADP iogr-1144 15 2 the the DET iogr-1144 15 3 structure structure NOUN iogr-1144 15 4 modelling modelling NOUN iogr-1144 15 5 , , PUNCT iogr-1144 15 6 the the DET iogr-1144 15 7 uncertainties uncertainty NOUN iogr-1144 15 8 are be AUX iogr-1144 15 9 the the DET iogr-1144 15 10 picking picking NOUN iogr-1144 15 11 and and CCONJ iogr-1144 15 12 interpretation interpretation NOUN iogr-1144 15 13 of of ADP iogr-1144 15 14 coalbed coalbe VERB iogr-1144 15 15 surface surface NOUN iogr-1144 15 16 , , PUNCT iogr-1144 15 17 geometry geometry NOUN iogr-1144 15 18 distribution distribution NOUN iogr-1144 15 19 of of ADP iogr-1144 15 20 the the DET iogr-1144 15 21 coalbed coalbe VERB iogr-1144 15 22 geological geological ADJ iogr-1144 15 23 heterogeneities heterogeneity NOUN iogr-1144 15 24 . . PUNCT iogr-1144 16 1 in in ADP iogr-1144 16 2 the the DET iogr-1144 16 3 property property NOUN iogr-1144 16 4 modelling modelling NOUN iogr-1144 16 5 , , PUNCT iogr-1144 16 6 the the DET iogr-1144 16 7 uncertainties uncertainty NOUN iogr-1144 16 8 are be AUX iogr-1144 16 9 mainly mainly ADV iogr-1144 16 10 from from ADP iogr-1144 16 11 modelling model VERB iogr-1144 16 12 the the DET iogr-1144 16 13 petrophysical petrophysical ADJ iogr-1144 16 14 parameters parameter NOUN iogr-1144 16 15 , , PUNCT iogr-1144 16 16 such such ADJ iogr-1144 16 17 as as ADP iogr-1144 16 18 gas gas NOUN iogr-1144 16 19 content content NOUN iogr-1144 16 20 , , PUNCT iogr-1144 16 21 density density NOUN iogr-1144 16 22 , , PUNCT iogr-1144 16 23 ash ash NOUN iogr-1144 16 24 content content NOUN iogr-1144 16 25 , , PUNCT iogr-1144 16 26 etc etc X iogr-1144 16 27 . . X iogr-1144 17 1 in in ADP iogr-1144 17 2 this this DET iogr-1144 17 3 paper paper NOUN iogr-1144 17 4 an an DET iogr-1144 17 5 integrated integrate VERB iogr-1144 17 6 workflow workflow NOUN iogr-1144 17 7 was be AUX iogr-1144 17 8 developed develop VERB iogr-1144 17 9 to to PART iogr-1144 17 10 quantify quantify VERB iogr-1144 17 11 these these DET iogr-1144 17 12 uncertainties uncertainty NOUN iogr-1144 17 13 of of ADP iogr-1144 17 14 cbm cbm PROPN iogr-1144 17 15 geologic geologic ADJ iogr-1144 17 16 modelling modelling NOUN iogr-1144 17 17 . . PUNCT iogr-1144 18 1 3d 3d NUM iogr-1144 18 2 modelling modelling NOUN iogr-1144 18 3 for for ADP iogr-1144 18 4 cbm cbm PROPN iogr-1144 18 5 three three NUM iogr-1144 18 6 dimensional dimensional ADJ iogr-1144 18 7 , , PUNCT iogr-1144 18 8 geocellular geocellular ADJ iogr-1144 18 9 static static ADJ iogr-1144 18 10 models model NOUN iogr-1144 18 11 was be AUX iogr-1144 18 12 built build VERB iogr-1144 18 13 to to PART iogr-1144 18 14 model model VERB iogr-1144 18 15 cbm cbm ADJ iogr-1144 18 16 reservoirs reservoir NOUN iogr-1144 18 17 with with ADP iogr-1144 18 18 all all DET iogr-1144 18 19 the the DET iogr-1144 18 20 available available ADJ iogr-1144 18 21 information information NOUN iogr-1144 18 22 from from ADP iogr-1144 18 23 wells wells PROPN iogr-1144 18 24 , , PUNCT iogr-1144 18 25 seismic seismic ADJ iogr-1144 18 26 data datum NOUN iogr-1144 18 27 , , PUNCT iogr-1144 18 28 outcrop outcrop NOUN iogr-1144 18 29 , , PUNCT iogr-1144 18 30 sample sample NOUN iogr-1144 18 31 data datum NOUN iogr-1144 18 32 , , PUNCT iogr-1144 18 33 etc etc X iogr-1144 18 34 . . X iogr-1144 18 35 a a DET iogr-1144 18 36 typical typical ADJ iogr-1144 18 37 3d 3d NUM iogr-1144 18 38 modelling model VERB iogr-1144 18 39 workflow workflow NOUN iogr-1144 18 40 for for ADP iogr-1144 18 41 the the DET iogr-1144 18 42 cbm cbm PROPN iogr-1144 18 43 reservoir reservoir PROPN iogr-1144 18 44 is be AUX iogr-1144 18 45 as as SCONJ iogr-1144 18 46 follows follow VERB iogr-1144 18 47 ( ( PUNCT iogr-1144 18 48 zhang zhang X iogr-1144 18 49 et et PROPN iogr-1144 18 50 al al PROPN iogr-1144 18 51 . . PROPN iogr-1144 18 52 2014 2014 NUM iogr-1144 18 53 ): ): PUNCT iogr-1144 18 54 1 1 X iogr-1144 18 55 ) ) PUNCT iogr-1144 18 56 structure structure NOUN iogr-1144 18 57 modelling modelling NOUN iogr-1144 18 58 . . PUNCT iogr-1144 19 1 build build VERB iogr-1144 19 2 the the DET iogr-1144 19 3 coal coal NOUN iogr-1144 19 4 seam seam NOUN iogr-1144 19 5 structural structural ADJ iogr-1144 19 6 formations formation NOUN iogr-1144 19 7 , , PUNCT iogr-1144 19 8 including include VERB iogr-1144 19 9 the the DET iogr-1144 19 10 horizons horizon NOUN iogr-1144 19 11 and and CCONJ iogr-1144 19 12 faults fault NOUN iogr-1144 19 13 , , PUNCT iogr-1144 19 14 truncation truncation NOUN iogr-1144 19 15 , , PUNCT iogr-1144 19 16 erosion erosion NOUN iogr-1144 19 17 , , PUNCT iogr-1144 19 18 etc etc X iogr-1144 19 19 . . X iogr-1144 19 20 2 2 X iogr-1144 19 21 ) ) PUNCT iogr-1144 19 22 coalbed coalbe VERB iogr-1144 19 23 thickness thickness NOUN iogr-1144 19 24 modelling modelling NOUN iogr-1144 19 25 . . PUNCT iogr-1144 20 1 build build VERB iogr-1144 20 2 the the DET iogr-1144 20 3 top top ADJ iogr-1144 20 4 and and CCONJ iogr-1144 20 5 bottom bottom ADJ iogr-1144 20 6 surfaces surface NOUN iogr-1144 20 7 of of ADP iogr-1144 20 8 the the DET iogr-1144 20 9 coal coal NOUN iogr-1144 20 10 surfaces surface NOUN iogr-1144 20 11 based base VERB iogr-1144 20 12 on on ADP iogr-1144 20 13 the the DET iogr-1144 20 14 high high ADJ iogr-1144 20 15 resolution resolution NOUN iogr-1144 20 16 coal coal NOUN iogr-1144 20 17 ply ply NOUN iogr-1144 20 18 picking picking NOUN iogr-1144 20 19 and and CCONJ iogr-1144 20 20 correlation correlation NOUN iogr-1144 20 21 , , PUNCT iogr-1144 20 22 and and CCONJ iogr-1144 20 23 depict depict VERB iogr-1144 20 24 the the DET iogr-1144 20 25 swelling swelling NOUN iogr-1144 20 26 , , PUNCT iogr-1144 20 27 pinching pinch VERB iogr-1144 20 28 out out ADV iogr-1144 20 29 , , PUNCT iogr-1144 20 30 merging merge VERB iogr-1144 20 31 or or CCONJ iogr-1144 20 32 mailto:yy123@petreochina.com.cn mailto:yy123@petreochina.com.cn PROPN iogr-1144 20 33 2 2 NUM iogr-1144 20 34 erosion erosion NOUN iogr-1144 20 35 of of ADP iogr-1144 20 36 the the DET iogr-1144 20 37 coal coal NOUN iogr-1144 20 38 plies ply NOUN iogr-1144 20 39 . . PUNCT iogr-1144 21 1 3 3 X iogr-1144 21 2 ) ) PUNCT iogr-1144 21 3 property property NOUN iogr-1144 21 4 modelling modelling NOUN iogr-1144 21 5 . . PUNCT iogr-1144 22 1 build build VERB iogr-1144 22 2 the the DET iogr-1144 22 3 3d 3d NUM iogr-1144 22 4 distribution distribution NOUN iogr-1144 22 5 of of ADP iogr-1144 22 6 the the DET iogr-1144 22 7 parameters parameter NOUN iogr-1144 22 8 , , PUNCT iogr-1144 22 9 such such ADJ iogr-1144 22 10 as as ADP iogr-1144 22 11 gas gas NOUN iogr-1144 22 12 content content NOUN iogr-1144 22 13 , , PUNCT iogr-1144 22 14 density density NOUN iogr-1144 22 15 , , PUNCT iogr-1144 22 16 ash ash NOUN iogr-1144 22 17 , , PUNCT iogr-1144 22 18 moisture moisture NOUN iogr-1144 22 19 , , PUNCT iogr-1144 22 20 permeability permeability NOUN iogr-1144 22 21 , , PUNCT iogr-1144 22 22 langmuir langmuir PROPN iogr-1144 22 23 volume volume NOUN iogr-1144 22 24 , , PUNCT iogr-1144 22 25 saturation saturation NOUN iogr-1144 22 26 , , PUNCT iogr-1144 22 27 etc etc X iogr-1144 22 28 . . X iogr-1144 22 29 a a X iogr-1144 22 30 ) ) PUNCT iogr-1144 22 31 log log NOUN iogr-1144 22 32 density density NOUN iogr-1144 22 33 ( ( PUNCT iogr-1144 22 34 ssd ssd NOUN iogr-1144 22 35 ) ) PUNCT iogr-1144 22 36 model model NOUN iogr-1144 22 37 : : PUNCT iogr-1144 22 38 built build VERB iogr-1144 22 39 with with ADP iogr-1144 22 40 well well ADJ iogr-1144 22 41 density density NOUN iogr-1144 22 42 log log NOUN iogr-1144 22 43 using use VERB iogr-1144 22 44 kriging krige VERB iogr-1144 22 45 or or CCONJ iogr-1144 22 46 move move VERB iogr-1144 22 47 average average ADJ iogr-1144 22 48 method method NOUN iogr-1144 22 49 . . PUNCT iogr-1144 23 1 b b X iogr-1144 23 2 ) ) PUNCT iogr-1144 23 3 relative relative ADJ iogr-1144 23 4 density density NOUN iogr-1144 23 5 ( ( PUNCT iogr-1144 23 6 rd rd NOUN iogr-1144 23 7 ) ) PUNCT iogr-1144 23 8 model model NOUN iogr-1144 23 9 : : PUNCT iogr-1144 23 10 built build VERB iogr-1144 23 11 with with ADP iogr-1144 23 12 formula formula NOUN iogr-1144 23 13 from from ADP iogr-1144 23 14 the the DET iogr-1144 23 15 correlation correlation NOUN iogr-1144 23 16 analysis analysis NOUN iogr-1144 23 17 between between ADP iogr-1144 23 18 the the DET iogr-1144 23 19 sample sample NOUN iogr-1144 23 20 density density NOUN iogr-1144 23 21 data datum NOUN iogr-1144 23 22 and and CCONJ iogr-1144 23 23 density density NOUN iogr-1144 23 24 log log NOUN iogr-1144 23 25 data datum NOUN iogr-1144 23 26 . . PUNCT iogr-1144 24 1 c c X iogr-1144 24 2 ) ) PUNCT iogr-1144 24 3 ash ash NOUN iogr-1144 24 4 model model NOUN iogr-1144 24 5 : : PUNCT iogr-1144 24 6 built build VERB iogr-1144 24 7 with with ADP iogr-1144 24 8 the the DET iogr-1144 24 9 correlation correlation NOUN iogr-1144 24 10 formula formula NOUN iogr-1144 24 11 between between ADP iogr-1144 24 12 the the DET iogr-1144 24 13 relative relative ADJ iogr-1144 24 14 density density NOUN iogr-1144 24 15 ( ( PUNCT iogr-1144 24 16 rd rd NOUN iogr-1144 24 17 ) ) PUNCT iogr-1144 24 18 and and CCONJ iogr-1144 24 19 ash ash NOUN iogr-1144 24 20 sample sample NOUN iogr-1144 24 21 data datum NOUN iogr-1144 24 22 . . PUNCT iogr-1144 25 1 d d X iogr-1144 25 2 ) ) PUNCT iogr-1144 25 3 moisture moisture NOUN iogr-1144 25 4 model model NOUN iogr-1144 25 5 : : PUNCT iogr-1144 25 6 usually usually ADV iogr-1144 25 7 regarded regard VERB iogr-1144 25 8 as as ADP iogr-1144 25 9 a a DET iogr-1144 25 10 constant constant ADJ iogr-1144 25 11 value value NOUN iogr-1144 25 12 . . PUNCT iogr-1144 26 1 e e X iogr-1144 26 2 ) ) PUNCT iogr-1144 26 3 gas gas NOUN iogr-1144 26 4 content content NOUN iogr-1144 26 5 dry dry ADJ iogr-1144 26 6 ash ash NOUN iogr-1144 26 7 free free ADJ iogr-1144 26 8 ( ( PUNCT iogr-1144 26 9 gc_daf gc_daf NOUN iogr-1144 26 10 ) ) PUNCT iogr-1144 26 11 model model NOUN iogr-1144 26 12 : : PUNCT iogr-1144 26 13 calculated calculate VERB iogr-1144 26 14 with with ADP iogr-1144 26 15 using use VERB iogr-1144 26 16 the the DET iogr-1144 26 17 correlation correlation NOUN iogr-1144 26 18 with with ADP iogr-1144 26 19 the the DET iogr-1144 26 20 measure measure NOUN iogr-1144 26 21 depth depth NOUN iogr-1144 26 22 . . PUNCT iogr-1144 27 1 f f X iogr-1144 27 2 ) ) PUNCT iogr-1144 27 3 permeability permeability NOUN iogr-1144 27 4 model model NOUN iogr-1144 27 5 : : PUNCT iogr-1144 27 6 calculated calculate VERB iogr-1144 27 7 with with ADP iogr-1144 27 8 using use VERB iogr-1144 27 9 the the DET iogr-1144 27 10 correlation correlation NOUN iogr-1144 27 11 with with ADP iogr-1144 27 12 the the DET iogr-1144 27 13 measure measure NOUN iogr-1144 27 14 depth depth NOUN iogr-1144 27 15 . . PUNCT iogr-1144 28 1 based base VERB iogr-1144 28 2 on on ADP iogr-1144 28 3 the the DET iogr-1144 28 4 above above ADJ iogr-1144 28 5 models model NOUN iogr-1144 28 6 , , PUNCT iogr-1144 28 7 the the DET iogr-1144 28 8 original original ADJ iogr-1144 28 9 gas gas NOUN iogr-1144 28 10 in in ADP iogr-1144 28 11 place place NOUN iogr-1144 28 12 ( ( PUNCT iogr-1144 28 13 ogip ogip ADJ iogr-1144 28 14 ) ) PUNCT iogr-1144 28 15 is be AUX iogr-1144 28 16 calculated calculate VERB iogr-1144 28 17 with with ADP iogr-1144 28 18 the the DET iogr-1144 28 19 formula formula NOUN iogr-1144 28 20 , , PUNCT iogr-1144 28 21 ogip ogip ADJ iogr-1144 28 22 = = SYM iogr-1144 28 23 βˆ‘(vπ‘π‘’π‘™π‘˜ βˆ‘(vπ‘π‘’π‘™π‘˜ PROPN iogr-1144 28 24 βˆ— βˆ— NOUN iogr-1144 28 25 gc_daf gc_daf PROPN iogr-1144 28 26 βˆ— βˆ— NOUN iogr-1144 28 27 ( ( PUNCT iogr-1144 28 28 1 1 NUM iogr-1144 28 29 βˆ’ βˆ’ NOUN iogr-1144 28 30 ash ash NOUN iogr-1144 28 31 βˆ’ βˆ’ NOUN iogr-1144 28 32 moisture moisture NOUN iogr-1144 28 33 ) ) PUNCT iogr-1144 28 34 βˆ— βˆ— NOUN iogr-1144 28 35 rd), rd), VERB iogr-1144 28 36 … … PUNCT iogr-1144 28 37 .. .. PUNCT iogr-1144 28 38 … … PUNCT iogr-1144 28 39 … … PUNCT iogr-1144 28 40 … … PUNCT iogr-1144 28 41 … … PUNCT iogr-1144 28 42 … … PUNCT iogr-1144 28 43 … … PUNCT iogr-1144 28 44 … … PUNCT iogr-1144 28 45 … … PUNCT iogr-1144 28 46 … … PUNCT iogr-1144 28 47 … … PUNCT iogr-1144 28 48 … … PUNCT iogr-1144 28 49 … … PUNCT iogr-1144 28 50 … … PUNCT iogr-1144 28 51 … … PUNCT iogr-1144 28 52 ... ... PUNCT iogr-1144 29 1 (1 (1 X iogr-1144 29 2 ) ) PUNCT iogr-1144 29 3 where where SCONJ iogr-1144 29 4 vbulk vbulk PROPN iogr-1144 29 5 is be AUX iogr-1144 29 6 the the DET iogr-1144 29 7 cell cell NOUN iogr-1144 29 8 volume volume NOUN iogr-1144 29 9 of of ADP iogr-1144 29 10 the the DET iogr-1144 29 11 model model NOUN iogr-1144 29 12 . . PUNCT iogr-1144 30 1 uncertainty uncertainty NOUN iogr-1144 30 2 analysis analysis NOUN iogr-1144 30 3 uncertainty uncertainty NOUN iogr-1144 30 4 of of ADP iogr-1144 30 5 structure structure NOUN iogr-1144 30 6 modelling modelling NOUN iogr-1144 30 7 . . PUNCT iogr-1144 31 1 the the DET iogr-1144 31 2 uncertainties uncertainty NOUN iogr-1144 31 3 in in ADP iogr-1144 31 4 structure structure NOUN iogr-1144 31 5 model model NOUN iogr-1144 31 6 generally generally ADV iogr-1144 31 7 relate relate VERB iogr-1144 31 8 to to ADP iogr-1144 31 9 the the DET iogr-1144 31 10 well well NOUN iogr-1144 31 11 picks pick NOUN iogr-1144 31 12 and and CCONJ iogr-1144 31 13 surface surface NOUN iogr-1144 31 14 interpolation interpolation NOUN iogr-1144 31 15 , , PUNCT iogr-1144 31 16 time time NOUN iogr-1144 31 17 - - PUNCT iogr-1144 31 18 depth depth NOUN iogr-1144 31 19 conversion conversion NOUN iogr-1144 31 20 , , PUNCT iogr-1144 31 21 etc etc X iogr-1144 31 22 . . X iogr-1144 32 1 ( ( PUNCT iogr-1144 32 2 leahy leahy NOUN iogr-1144 32 3 and and CCONJ iogr-1144 32 4 skorstad skorstad NOUN iogr-1144 32 5 2013 2013 NUM iogr-1144 32 6 ; ; PUNCT iogr-1144 32 7 piquet piquet NOUN iogr-1144 32 8 et et PROPN iogr-1144 32 9 al al PROPN iogr-1144 32 10 . . PROPN iogr-1144 32 11 2013 2013 NUM iogr-1144 32 12 ) ) PUNCT iogr-1144 32 13 . . PUNCT iogr-1144 33 1 to to PART iogr-1144 33 2 assess assess VERB iogr-1144 33 3 the the DET iogr-1144 33 4 horizon horizon NOUN iogr-1144 33 5 uncertainty uncertainty NOUN iogr-1144 33 6 , , PUNCT iogr-1144 33 7 an an DET iogr-1144 33 8 alternative alternative ADJ iogr-1144 33 9 surface surface NOUN iogr-1144 33 10 is be AUX iogr-1144 33 11 created create VERB iogr-1144 33 12 by by ADP iogr-1144 33 13 perturbing perturb VERB iogr-1144 33 14 the the DET iogr-1144 33 15 base base NOUN iogr-1144 33 16 surface surface NOUN iogr-1144 33 17 while while SCONJ iogr-1144 33 18 honoring honor VERB iogr-1144 33 19 the the DET iogr-1144 33 20 well well NOUN iogr-1144 33 21 picks pick VERB iogr-1144 33 22 at at ADP iogr-1144 33 23 the the DET iogr-1144 33 24 well well NOUN iogr-1144 33 25 locations location NOUN iogr-1144 33 26 ( ( PUNCT iogr-1144 33 27 figure figure NOUN iogr-1144 33 28 1 1 NUM iogr-1144 33 29 ) ) PUNCT iogr-1144 33 30 . . PUNCT iogr-1144 34 1 the the DET iogr-1144 34 2 detailed detailed ADJ iogr-1144 34 3 procedure procedure NOUN iogr-1144 34 4 consists consist VERB iogr-1144 34 5 the the DET iogr-1144 34 6 following follow VERB iogr-1144 34 7 steps step NOUN iogr-1144 34 8 : : PUNCT iogr-1144 34 9 step step NOUN iogr-1144 34 10 1 1 NUM iogr-1144 34 11 : : PUNCT iogr-1144 34 12 a a DET iogr-1144 34 13 measure measure NOUN iogr-1144 34 14 depth depth NOUN iogr-1144 34 15 surface surface NOUN iogr-1144 34 16 of of ADP iogr-1144 34 17 the the DET iogr-1144 34 18 base base NOUN iogr-1144 34 19 horizon horizon NOUN iogr-1144 34 20 is be AUX iogr-1144 34 21 calculated calculate VERB iogr-1144 34 22 , , PUNCT iogr-1144 34 23 and and CCONJ iogr-1144 34 24 the the DET iogr-1144 34 25 uncertainty uncertainty NOUN iogr-1144 34 26 surface surface NOUN iogr-1144 34 27 which which PRON iogr-1144 34 28 has have VERB iogr-1144 34 29 the the DET iogr-1144 34 30 value value NOUN iogr-1144 34 31 of of ADP iogr-1144 34 32 10 10 NUM iogr-1144 34 33 % % NOUN iogr-1144 34 34 of of ADP iogr-1144 34 35 the the DET iogr-1144 34 36 measure measure NOUN iogr-1144 34 37 depth depth NOUN iogr-1144 34 38 is be AUX iogr-1144 34 39 created create VERB iogr-1144 34 40 . . PUNCT iogr-1144 35 1 here here ADV iogr-1144 35 2 the the DET iogr-1144 35 3 value value NOUN iogr-1144 35 4 of of ADP iogr-1144 35 5 10 10 NUM iogr-1144 35 6 % % NOUN iogr-1144 35 7 can can AUX iogr-1144 35 8 be be AUX iogr-1144 35 9 changed change VERB iogr-1144 35 10 based base VERB iogr-1144 35 11 on on ADP iogr-1144 35 12 experience experience NOUN iogr-1144 35 13 . . PUNCT iogr-1144 36 1 step step NOUN iogr-1144 36 2 2 2 NUM iogr-1144 36 3 : : PUNCT iogr-1144 36 4 a a DET iogr-1144 36 5 random random ADJ iogr-1144 36 6 surface surface NOUN iogr-1144 36 7 is be AUX iogr-1144 36 8 created create VERB iogr-1144 36 9 by by ADP iogr-1144 36 10 the the DET iogr-1144 36 11 sequential sequential ADJ iogr-1144 36 12 gaussian gaussian ADJ iogr-1144 36 13 simulation simulation NOUN iogr-1144 36 14 ( ( PUNCT iogr-1144 36 15 sgs sgs PROPN iogr-1144 36 16 ) ) PUNCT iogr-1144 36 17 method method NOUN iogr-1144 36 18 , , PUNCT iogr-1144 36 19 with with ADP iogr-1144 36 20 a a DET iogr-1144 36 21 minimum minimum ADJ iogr-1144 36 22 value value NOUN iogr-1144 36 23 of of ADP iogr-1144 36 24 -1 -1 PUNCT iogr-1144 36 25 and and CCONJ iogr-1144 36 26 a a DET iogr-1144 36 27 maximum maximum ADJ iogr-1144 36 28 value value NOUN iogr-1144 36 29 of of ADP iogr-1144 36 30 +1 +1 PROPN iogr-1144 36 31 , , PUNCT iogr-1144 36 32 and and CCONJ iogr-1144 36 33 mean mean ADJ iogr-1144 36 34 value value NOUN iogr-1144 36 35 of of ADP iogr-1144 36 36 zero zero NUM iogr-1144 36 37 , , PUNCT iogr-1144 36 38 and and CCONJ iogr-1144 36 39 zero zero NUM iogr-1144 36 40 at at ADP iogr-1144 36 41 well well ADJ iogr-1144 36 42 locations location NOUN iogr-1144 36 43 . . PUNCT iogr-1144 37 1 step step NOUN iogr-1144 37 2 3 3 NUM iogr-1144 37 3 : : PUNCT iogr-1144 37 4 the the DET iogr-1144 37 5 uncertainty uncertainty NOUN iogr-1144 37 6 surface surface NOUN iogr-1144 37 7 and and CCONJ iogr-1144 37 8 the the DET iogr-1144 37 9 random random ADJ iogr-1144 37 10 surface surface NOUN iogr-1144 37 11 are be AUX iogr-1144 37 12 multiplied multiply VERB iogr-1144 37 13 , , PUNCT iogr-1144 37 14 and and CCONJ iogr-1144 37 15 then then ADV iogr-1144 37 16 the the DET iogr-1144 37 17 result result NOUN iogr-1144 37 18 is be AUX iogr-1144 37 19 added add VERB iogr-1144 37 20 to to ADP iogr-1144 37 21 the the DET iogr-1144 37 22 base base NOUN iogr-1144 37 23 horizon horizon NOUN iogr-1144 37 24 to to PART iogr-1144 37 25 obtain obtain VERB iogr-1144 37 26 an an DET iogr-1144 37 27 alternative alternative ADJ iogr-1144 37 28 surface surface NOUN iogr-1144 37 29 . . PUNCT iogr-1144 38 1 the the DET iogr-1144 38 2 alternative alternative ADJ iogr-1144 38 3 surface surface NOUN iogr-1144 38 4 is be AUX iogr-1144 38 5 considered consider VERB iogr-1144 38 6 as as ADP iogr-1144 38 7 an an DET iogr-1144 38 8 uncertainty uncertainty NOUN iogr-1144 38 9 realization realization NOUN iogr-1144 38 10 of of ADP iogr-1144 38 11 the the DET iogr-1144 38 12 base base NOUN iogr-1144 38 13 horizon horizon NOUN iogr-1144 38 14 . . PUNCT iogr-1144 39 1 it it PRON iogr-1144 39 2 disturbs disturb VERB iogr-1144 39 3 around around ADP iogr-1144 39 4 the the DET iogr-1144 39 5 base base NOUN iogr-1144 39 6 horizon horizon NOUN iogr-1144 39 7 within within ADP iogr-1144 39 8 the the DET iogr-1144 39 9 upper upper ADJ iogr-1144 39 10 and and CCONJ iogr-1144 39 11 lower low ADJ iogr-1144 39 12 boundary boundary ADJ iogr-1144 39 13 and and CCONJ iogr-1144 39 14 match match VERB iogr-1144 39 15 with with ADP iogr-1144 39 16 the the DET iogr-1144 39 17 picks pick NOUN iogr-1144 39 18 at at ADP iogr-1144 39 19 well well ADJ iogr-1144 39 20 locations location NOUN iogr-1144 39 21 . . PUNCT iogr-1144 40 1 multiple multiple ADJ iogr-1144 40 2 realizations realization NOUN iogr-1144 40 3 of of ADP iogr-1144 40 4 the the DET iogr-1144 40 5 alternative alternative ADJ iogr-1144 40 6 surface surface NOUN iogr-1144 40 7 can can AUX iogr-1144 40 8 be be AUX iogr-1144 40 9 achieved achieve VERB iogr-1144 40 10 by by ADP iogr-1144 40 11 the the DET iogr-1144 40 12 difference difference NOUN iogr-1144 40 13 random random ADJ iogr-1144 40 14 surface surface NOUN iogr-1144 40 15 created create VERB iogr-1144 40 16 with with ADP iogr-1144 40 17 difference difference NOUN iogr-1144 40 18 seed seed NOUN iogr-1144 40 19 in in ADP iogr-1144 40 20 step step NOUN iogr-1144 40 21 2 2 NUM iogr-1144 40 22 . . PUNCT iogr-1144 41 1 figure figure NOUN iogr-1144 41 2 1 1 NUM iogr-1144 41 3 β€” β€” PUNCT iogr-1144 41 4 structure structure NOUN iogr-1144 41 5 uncertainty uncertainty NOUN iogr-1144 41 6 analysis analysis NOUN iogr-1144 41 7 . . PUNCT iogr-1144 42 1 uncertainty uncertainty NOUN iogr-1144 42 2 of of ADP iogr-1144 42 3 coal coal NOUN iogr-1144 42 4 thickness thickness NOUN iogr-1144 42 5 . . PUNCT iogr-1144 43 1 this this PRON iogr-1144 43 2 refers refer VERB iogr-1144 43 3 to to ADP iogr-1144 43 4 the the DET iogr-1144 43 5 uncertainty uncertainty NOUN iogr-1144 43 6 of of ADP iogr-1144 43 7 the the DET iogr-1144 43 8 coal coal NOUN iogr-1144 43 9 ply ply NOUN iogr-1144 43 10 isochore isochore ADJ iogr-1144 43 11 thickness thickness NOUN iogr-1144 43 12 interpolated interpolate VERB iogr-1144 43 13 in in ADP iogr-1144 43 14 the the DET iogr-1144 43 15 zonation zonation NOUN iogr-1144 43 16 process process NOUN iogr-1144 43 17 . . PUNCT iogr-1144 44 1 the the DET iogr-1144 44 2 procedure procedure NOUN iogr-1144 44 3 is be AUX iogr-1144 44 4 as as SCONJ iogr-1144 44 5 follows follow VERB iogr-1144 44 6 ( ( PUNCT iogr-1144 44 7 figure figure NOUN iogr-1144 44 8 2 2 NUM iogr-1144 44 9 ): ): PUNCT iogr-1144 44 10 ☼ ☼ PROPN iogr-1144 44 11 ☼ ☼ PROPN iogr-1144 44 12 md md PROPN iogr-1144 44 13 well well INTJ iogr-1144 44 14 a a DET iogr-1144 44 15 well well NOUN iogr-1144 44 16 b b NOUN iogr-1144 44 17 topography topography NOUN iogr-1144 44 18 upper upper ADJ iogr-1144 44 19 boundary boundary ADJ iogr-1144 44 20 base base NOUN iogr-1144 44 21 horizon horizon NOUN iogr-1144 44 22 lower low ADJ iogr-1144 44 23 boundary boundary ADJ iogr-1144 44 24 +10%md +10%md PROPN iogr-1144 44 25 -10%md -10%md PUNCT iogr-1144 44 26 3 3 NUM iogr-1144 44 27 1 1 NUM iogr-1144 44 28 ) ) PUNCT iogr-1144 44 29 surfaces surface NOUN iogr-1144 44 30 of of ADP iogr-1144 44 31 10th 10th ADJ iogr-1144 44 32 and and CCONJ iogr-1144 44 33 90th 90th ADJ iogr-1144 44 34 percentile percentile ADJ iogr-1144 44 35 values value NOUN iogr-1144 44 36 of of ADP iogr-1144 44 37 the the DET iogr-1144 44 38 coal coal NOUN iogr-1144 44 39 ply ply NOUN iogr-1144 44 40 thickness thickness NOUN iogr-1144 44 41 are be AUX iogr-1144 44 42 generated generate VERB iogr-1144 44 43 and and CCONJ iogr-1144 44 44 named name VERB iogr-1144 44 45 as as ADP iogr-1144 44 46 " " PUNCT iogr-1144 44 47 min min NOUN iogr-1144 44 48 " " PUNCT iogr-1144 44 49 and and CCONJ iogr-1144 44 50 " " PUNCT iogr-1144 44 51 max max PROPN iogr-1144 44 52 " " PUNCT iogr-1144 44 53 surfaces surface NOUN iogr-1144 44 54 while while SCONJ iogr-1144 44 55 maintaining maintain VERB iogr-1144 44 56 zero zero NUM iogr-1144 44 57 thickness thickness NOUN iogr-1144 44 58 at at ADP iogr-1144 44 59 well well ADJ iogr-1144 44 60 locations location NOUN iogr-1144 44 61 . . PUNCT iogr-1144 45 1 2 2 X iogr-1144 45 2 ) ) PUNCT iogr-1144 45 3 the the DET iogr-1144 45 4 β€œ " PUNCT iogr-1144 45 5 high_residual high_residual ADJ iogr-1144 45 6 ” " PUNCT iogr-1144 45 7 and and CCONJ iogr-1144 45 8 the the DET iogr-1144 45 9 β€œ " PUNCT iogr-1144 45 10 low_residual low_residual ADJ iogr-1144 45 11 ” " PUNCT iogr-1144 45 12 surfaces surface NOUN iogr-1144 45 13 are be AUX iogr-1144 45 14 created create VERB iogr-1144 45 15 by by ADP iogr-1144 45 16 calculating calculate VERB iogr-1144 45 17 the the DET iogr-1144 45 18 difference difference NOUN iogr-1144 45 19 between between ADP iogr-1144 45 20 the the DET iogr-1144 45 21 β€œ " PUNCT iogr-1144 45 22 base base NOUN iogr-1144 45 23 case case NOUN iogr-1144 45 24 ” " PUNCT iogr-1144 45 25 isochore isochore ADJ iogr-1144 45 26 thickness thickness NOUN iogr-1144 45 27 and and CCONJ iogr-1144 45 28 the the DET iogr-1144 45 29 β€œ " PUNCT iogr-1144 45 30 max max PROPN iogr-1144 45 31 ” " PUNCT iogr-1144 45 32 and and CCONJ iogr-1144 45 33 the the DET iogr-1144 45 34 β€œ " PUNCT iogr-1144 45 35 min min NOUN iogr-1144 45 36 ” " PUNCT iogr-1144 45 37 surfaces surface NOUN iogr-1144 45 38 , , PUNCT iogr-1144 45 39 respectively respectively ADV iogr-1144 45 40 . . PUNCT iogr-1144 46 1 3 3 X iogr-1144 46 2 ) ) PUNCT iogr-1144 46 3 a a DET iogr-1144 46 4 random random ADJ iogr-1144 46 5 surface surface NOUN iogr-1144 46 6 is be AUX iogr-1144 46 7 created create VERB iogr-1144 46 8 by by ADP iogr-1144 46 9 the the DET iogr-1144 46 10 sgs sgs PROPN iogr-1144 46 11 method method NOUN iogr-1144 46 12 , , PUNCT iogr-1144 46 13 with with ADP iogr-1144 46 14 a a DET iogr-1144 46 15 minimum minimum ADJ iogr-1144 46 16 value value NOUN iogr-1144 46 17 of of ADP iogr-1144 46 18 -1 -1 PUNCT iogr-1144 46 19 and and CCONJ iogr-1144 46 20 a a DET iogr-1144 46 21 maximum maximum ADJ iogr-1144 46 22 value value NOUN iogr-1144 46 23 of of ADP iogr-1144 46 24 +1 +1 PROPN iogr-1144 46 25 , , PUNCT iogr-1144 46 26 mean mean ADJ iogr-1144 46 27 value value NOUN iogr-1144 46 28 of of ADP iogr-1144 46 29 zero zero NUM iogr-1144 46 30 , , PUNCT iogr-1144 46 31 and and CCONJ iogr-1144 46 32 zero zero NUM iogr-1144 46 33 at at ADP iogr-1144 46 34 well well ADJ iogr-1144 46 35 locations location NOUN iogr-1144 46 36 . . PUNCT iogr-1144 47 1 4 4 X iogr-1144 47 2 ) ) PUNCT iogr-1144 47 3 a a DET iogr-1144 47 4 residual residual ADJ iogr-1144 47 5 surface surface NOUN iogr-1144 47 6 is be AUX iogr-1144 47 7 generated generate VERB iogr-1144 47 8 by by ADP iogr-1144 47 9 multiplying multiply VERB iogr-1144 47 10 the the DET iogr-1144 47 11 random random ADJ iogr-1144 47 12 surface surface NOUN iogr-1144 47 13 from from ADP iogr-1144 47 14 step step NOUN iogr-1144 47 15 3 3 NUM iogr-1144 47 16 ) ) PUNCT iogr-1144 47 17 with with ADP iogr-1144 47 18 the the DET iogr-1144 47 19 β€œ " PUNCT iogr-1144 47 20 high_residual high_residual ADJ iogr-1144 47 21 ” " PUNCT iogr-1144 47 22 or or CCONJ iogr-1144 47 23 the the DET iogr-1144 47 24 β€œ " PUNCT iogr-1144 47 25 low_residual low_residual ADJ iogr-1144 47 26 ” " PUNCT iogr-1144 47 27 surfaces surface NOUN iogr-1144 47 28 from from ADP iogr-1144 47 29 step step NOUN iogr-1144 47 30 2 2 NUM iogr-1144 47 31 ) ) PUNCT iogr-1144 47 32 according accord VERB iogr-1144 47 33 to to ADP iogr-1144 47 34 the the DET iogr-1144 47 35 positive positive ADJ iogr-1144 47 36 or or CCONJ iogr-1144 47 37 negative negative ADJ iogr-1144 47 38 value value NOUN iogr-1144 47 39 of of ADP iogr-1144 47 40 the the DET iogr-1144 47 41 random random ADJ iogr-1144 47 42 surface surface NOUN iogr-1144 47 43 . . PUNCT iogr-1144 48 1 a a DET iogr-1144 48 2 one one NUM iogr-1144 48 3 third third NOUN iogr-1144 48 4 is be AUX iogr-1144 48 5 introduced introduce VERB iogr-1144 48 6 to to ADP iogr-1144 48 7 the the DET iogr-1144 48 8 residual residual ADJ iogr-1144 48 9 surface surface NOUN iogr-1144 48 10 considering consider VERB iogr-1144 48 11 the the DET iogr-1144 48 12 experience experience NOUN iogr-1144 48 13 . . PUNCT iogr-1144 49 1 5 5 X iogr-1144 49 2 ) ) PUNCT iogr-1144 49 3 the the DET iogr-1144 49 4 uncertainty uncertainty NOUN iogr-1144 49 5 thickness thickness NOUN iogr-1144 49 6 surface surface NOUN iogr-1144 49 7 is be AUX iogr-1144 49 8 then then ADV iogr-1144 49 9 calculated calculate VERB iogr-1144 49 10 by by ADP iogr-1144 49 11 adding add VERB iogr-1144 49 12 the the DET iogr-1144 49 13 β€œ " PUNCT iogr-1144 49 14 base base NOUN iogr-1144 49 15 case case NOUN iogr-1144 49 16 ” " PUNCT iogr-1144 49 17 isochore isochore ADJ iogr-1144 49 18 surface surface NOUN iogr-1144 49 19 and and CCONJ iogr-1144 49 20 the the DET iogr-1144 49 21 residual residual ADJ iogr-1144 49 22 surface surface NOUN iogr-1144 49 23 from from ADP iogr-1144 49 24 step step NOUN iogr-1144 49 25 4 4 NUM iogr-1144 49 26 ) ) PUNCT iogr-1144 49 27 . . PUNCT iogr-1144 50 1 multiple multiple ADJ iogr-1144 50 2 realizations realization NOUN iogr-1144 50 3 of of ADP iogr-1144 50 4 the the DET iogr-1144 50 5 thickness thickness NOUN iogr-1144 50 6 surface surface NOUN iogr-1144 50 7 can can AUX iogr-1144 50 8 be be AUX iogr-1144 50 9 achieved achieve VERB iogr-1144 50 10 by by ADP iogr-1144 50 11 different different ADJ iogr-1144 50 12 random random ADJ iogr-1144 50 13 surface surface NOUN iogr-1144 50 14 created create VERB iogr-1144 50 15 with with ADP iogr-1144 50 16 difference difference NOUN iogr-1144 50 17 seed seed NOUN iogr-1144 50 18 in in ADP iogr-1144 50 19 step step NOUN iogr-1144 50 20 3 3 NUM iogr-1144 50 21 ) ) PUNCT iogr-1144 50 22 . . PUNCT iogr-1144 51 1 the the DET iogr-1144 51 2 uncertain uncertain ADJ iogr-1144 51 3 thickness thickness NOUN iogr-1144 51 4 surface surface NOUN iogr-1144 51 5 disturbs disturb VERB iogr-1144 51 6 around around ADP iogr-1144 51 7 the the DET iogr-1144 51 8 β€œ " PUNCT iogr-1144 51 9 base base NOUN iogr-1144 51 10 case case NOUN iogr-1144 51 11 ” " PUNCT iogr-1144 51 12 isochore isochore ADJ iogr-1144 51 13 surface surface NOUN iogr-1144 51 14 and and CCONJ iogr-1144 51 15 match match VERB iogr-1144 51 16 with with ADP iogr-1144 51 17 the the DET iogr-1144 51 18 picks pick NOUN iogr-1144 51 19 at at ADP iogr-1144 51 20 well well ADJ iogr-1144 51 21 locations location NOUN iogr-1144 51 22 , , PUNCT iogr-1144 51 23 and and CCONJ iogr-1144 51 24 the the DET iogr-1144 51 25 uncertainty uncertainty NOUN iogr-1144 51 26 of of ADP iogr-1144 51 27 the the DET iogr-1144 51 28 coal coal NOUN iogr-1144 51 29 ply ply NOUN iogr-1144 51 30 thickness thickness NOUN iogr-1144 51 31 ranges range VERB iogr-1144 51 32 within within ADP iogr-1144 51 33 one one NUM iogr-1144 51 34 third third NOUN iogr-1144 51 35 of of ADP iogr-1144 51 36 the the DET iogr-1144 51 37 " " PUNCT iogr-1144 51 38 min min NOUN iogr-1144 51 39 " " PUNCT iogr-1144 51 40 and and CCONJ iogr-1144 51 41 the the DET iogr-1144 51 42 " " PUNCT iogr-1144 51 43 max max PROPN iogr-1144 51 44 " " PUNCT iogr-1144 51 45 surfaces surface NOUN iogr-1144 51 46 . . PUNCT iogr-1144 52 1 figure figure NOUN iogr-1144 52 2 2 2 NUM iogr-1144 52 3 β€” β€” PUNCT iogr-1144 52 4 procedure procedure NOUN iogr-1144 52 5 to to PART iogr-1144 52 6 quantify quantify VERB iogr-1144 52 7 the the DET iogr-1144 52 8 uncertainty uncertainty NOUN iogr-1144 52 9 of of ADP iogr-1144 52 10 coal coal NOUN iogr-1144 52 11 thickness thickness NOUN iogr-1144 52 12 . . PUNCT iogr-1144 53 1 property property NOUN iogr-1144 53 2 uncertainty uncertainty NOUN iogr-1144 53 3 . . PUNCT iogr-1144 54 1 different different ADJ iogr-1144 54 2 uncertainty uncertainty NOUN iogr-1144 54 3 assessment assessment NOUN iogr-1144 54 4 methods method NOUN iogr-1144 54 5 are be AUX iogr-1144 54 6 used use VERB iogr-1144 54 7 for for ADP iogr-1144 54 8 different different ADJ iogr-1144 54 9 parameters parameter NOUN iogr-1144 54 10 . . PUNCT iogr-1144 55 1 for for ADP iogr-1144 55 2 the the DET iogr-1144 55 3 log log NOUN iogr-1144 55 4 density density NOUN iogr-1144 55 5 ( ( PUNCT iogr-1144 55 6 ssd ssd NOUN iogr-1144 55 7 ) ) PUNCT iogr-1144 55 8 , , PUNCT iogr-1144 55 9 the the DET iogr-1144 55 10 assessment assessment NOUN iogr-1144 55 11 uses use VERB iogr-1144 55 12 the the DET iogr-1144 55 13 same same ADJ iogr-1144 55 14 method method NOUN iogr-1144 55 15 as as ADP iogr-1144 55 16 that that PRON iogr-1144 55 17 used use VERB iogr-1144 55 18 for for ADP iogr-1144 55 19 the the DET iogr-1144 55 20 coal coal NOUN iogr-1144 55 21 thickness thickness NOUN iogr-1144 55 22 uncertainty uncertainty NOUN iogr-1144 55 23 , , PUNCT iogr-1144 55 24 in in ADP iogr-1144 55 25 which which PRON iogr-1144 55 26 the the DET iogr-1144 55 27 β€œ " PUNCT iogr-1144 55 28 base base NOUN iogr-1144 55 29 case case NOUN iogr-1144 55 30 ” " PUNCT iogr-1144 55 31 is be AUX iogr-1144 55 32 the the DET iogr-1144 55 33 log log NOUN iogr-1144 55 34 density density NOUN iogr-1144 55 35 surface surface NOUN iogr-1144 55 36 , , PUNCT iogr-1144 55 37 and and CCONJ iogr-1144 55 38 the the DET iogr-1144 55 39 β€œ " PUNCT iogr-1144 55 40 min min NOUN iogr-1144 55 41 ” " PUNCT iogr-1144 55 42 and and CCONJ iogr-1144 55 43 the the DET iogr-1144 55 44 β€œ " PUNCT iogr-1144 55 45 max max PROPN iogr-1144 55 46 ” " PUNCT iogr-1144 55 47 surfaces surface NOUN iogr-1144 55 48 are be AUX iogr-1144 55 49 the the DET iogr-1144 55 50 10th 10th ADJ iogr-1144 55 51 and and CCONJ iogr-1144 55 52 90th 90th ADJ iogr-1144 55 53 percentile percentile ADJ iogr-1144 55 54 values value NOUN iogr-1144 55 55 of of ADP iogr-1144 55 56 the the DET iogr-1144 55 57 coal coal NOUN iogr-1144 55 58 ply ply NOUN iogr-1144 55 59 log log NOUN iogr-1144 55 60 density density NOUN iogr-1144 55 61 . . PUNCT iogr-1144 56 1 for for ADP iogr-1144 56 2 the the DET iogr-1144 56 3 rd rd PROPN iogr-1144 56 4 , , PUNCT iogr-1144 56 5 ash ash NOUN iogr-1144 56 6 , , PUNCT iogr-1144 56 7 gas gas NOUN iogr-1144 56 8 content content NOUN iogr-1144 56 9 data datum NOUN iogr-1144 56 10 , , PUNCT iogr-1144 56 11 as as SCONJ iogr-1144 56 12 can can AUX iogr-1144 56 13 be be AUX iogr-1144 56 14 seen see VERB iogr-1144 56 15 from from ADP iogr-1144 56 16 the the DET iogr-1144 56 17 cbm cbm PROPN iogr-1144 56 18 modelling modelling NOUN iogr-1144 56 19 workflow workflow NOUN iogr-1144 56 20 , , PUNCT iogr-1144 56 21 several several ADJ iogr-1144 56 22 correlations correlation NOUN iogr-1144 56 23 are be AUX iogr-1144 56 24 involved involve VERB iogr-1144 56 25 ( ( PUNCT iogr-1144 56 26 figure figure NOUN iogr-1144 56 27 3 3 NUM iogr-1144 56 28 ) ) PUNCT iogr-1144 56 29 . . PUNCT iogr-1144 57 1 significant significant ADJ iogr-1144 57 2 uncertainty uncertainty NOUN iogr-1144 57 3 exists exist VERB iogr-1144 57 4 around around ADP iogr-1144 57 5 each each DET iogr-1144 57 6 fitted fit VERB iogr-1144 57 7 trend trend NOUN iogr-1144 57 8 , , PUNCT iogr-1144 57 9 which which PRON iogr-1144 57 10 is be AUX iogr-1144 57 11 shown show VERB iogr-1144 57 12 by by ADP iogr-1144 57 13 the the DET iogr-1144 57 14 scatter scatter NOUN iogr-1144 57 15 points point NOUN iogr-1144 57 16 observed observe VERB iogr-1144 57 17 in in ADP iogr-1144 57 18 figure figure NOUN iogr-1144 57 19 3 3 NUM iogr-1144 57 20 . . PUNCT iogr-1144 58 1 the the DET iogr-1144 58 2 uncertainties uncertainty NOUN iogr-1144 58 3 for for ADP iogr-1144 58 4 these these DET iogr-1144 58 5 parameters parameter NOUN iogr-1144 58 6 are be AUX iogr-1144 58 7 considered consider VERB iogr-1144 58 8 as as ADP iogr-1144 58 9 the the DET iogr-1144 58 10 result result NOUN iogr-1144 58 11 of of ADP iogr-1144 58 12 the the DET iogr-1144 58 13 heterogeneity heterogeneity NOUN iogr-1144 58 14 of of ADP iogr-1144 58 15 the the DET iogr-1144 58 16 coal coal NOUN iogr-1144 58 17 and and CCONJ iogr-1144 58 18 quantifying quantify VERB iogr-1144 58 19 the the DET iogr-1144 58 20 range range NOUN iogr-1144 58 21 related relate VERB iogr-1144 58 22 to to ADP iogr-1144 58 23 their their PRON iogr-1144 58 24 specific specific ADJ iogr-1144 58 25 locations location NOUN iogr-1144 58 26 . . PUNCT iogr-1144 59 1 max max PROPN iogr-1144 59 2 minbase minbase PROPN iogr-1144 59 3 case case NOUN iogr-1144 59 4 base base NOUN iogr-1144 59 5 case case NOUN iogr-1144 59 6 high_residual high_residual ADJ iogr-1144 59 7 low_residual low_residual PROPN iogr-1144 59 8 sgs sgs PROPN iogr-1144 59 9 grid grid NOUN iogr-1144 59 10 uncertainty uncertainty NOUN iogr-1144 59 11 residualbase residualbase VERB iogr-1144 59 12 case case NOUN iogr-1144 59 13 sgs sgs PROPN iogr-1144 59 14 x x PROPN iogr-1144 59 15 high_res/3 high_res/3 PROPN iogr-1144 59 16 sgs sgs PROPN iogr-1144 59 17 x x X iogr-1144 59 18 low_res/3 low_res/3 X iogr-1144 59 19 = = PUNCT iogr-1144 60 1 = = PUNCT iogr-1144 60 2 = = PUNCT iogr-1144 61 1 + + PUNCT iogr-1144 61 2 + + CCONJ iogr-1144 61 3 0 0 NUM iogr-1144 61 4 4 4 NUM iogr-1144 61 5 figure figure NOUN iogr-1144 61 6 3 3 NUM iogr-1144 61 7 β€” β€” PUNCT iogr-1144 61 8 parameters parameter NOUN iogr-1144 61 9 uncertainty uncertainty NOUN iogr-1144 61 10 analysis analysis NOUN iogr-1144 61 11 . . PUNCT iogr-1144 62 1 to to PART iogr-1144 62 2 capture capture VERB iogr-1144 62 3 these these DET iogr-1144 62 4 uncertainties uncertainty NOUN iogr-1144 62 5 , , PUNCT iogr-1144 62 6 the the DET iogr-1144 62 7 residual residual ADJ iogr-1144 62 8 or or CCONJ iogr-1144 62 9 error error NOUN iogr-1144 62 10 is be AUX iogr-1144 62 11 calculated calculate VERB iogr-1144 62 12 between between ADP iogr-1144 62 13 the the DET iogr-1144 62 14 fitted fit VERB iogr-1144 62 15 line line NOUN iogr-1144 62 16 and and CCONJ iogr-1144 62 17 each each DET iogr-1144 62 18 measurement measurement NOUN iogr-1144 62 19 , , PUNCT iogr-1144 62 20 then then ADV iogr-1144 62 21 the the DET iogr-1144 62 22 β€œ " PUNCT iogr-1144 62 23 low low ADJ iogr-1144 62 24 ” " PUNCT iogr-1144 62 25 and and CCONJ iogr-1144 62 26 the the DET iogr-1144 62 27 β€œ " PUNCT iogr-1144 62 28 high high ADJ iogr-1144 62 29 ” " PUNCT iogr-1144 62 30 limits limit NOUN iogr-1144 62 31 are be AUX iogr-1144 62 32 drawn draw VERB iogr-1144 62 33 by by ADP iogr-1144 62 34 analyzing analyze VERB iogr-1144 62 35 the the DET iogr-1144 62 36 residual residual ADJ iogr-1144 62 37 distribution distribution NOUN iogr-1144 62 38 and and CCONJ iogr-1144 62 39 choosing choose VERB iogr-1144 62 40 the the DET iogr-1144 62 41 10th 10th ADJ iogr-1144 62 42 and and CCONJ iogr-1144 62 43 90th 90th ADJ iogr-1144 62 44 percentile percentile ADJ iogr-1144 62 45 values value NOUN iogr-1144 62 46 of of ADP iogr-1144 62 47 the the DET iogr-1144 62 48 distribution distribution NOUN iogr-1144 62 49 as as SCONJ iogr-1144 62 50 shown show VERB iogr-1144 62 51 in in ADP iogr-1144 62 52 figure figure NOUN iogr-1144 62 53 3 3 NUM iogr-1144 62 54 . . PUNCT iogr-1144 63 1 it it PRON iogr-1144 63 2 guarantees guarantee VERB iogr-1144 63 3 that that SCONJ iogr-1144 63 4 most most ADJ iogr-1144 63 5 of of ADP iogr-1144 63 6 the the DET iogr-1144 63 7 sample sample NOUN iogr-1144 63 8 data datum NOUN iogr-1144 63 9 are be AUX iogr-1144 63 10 within within ADP iogr-1144 63 11 the the DET iogr-1144 63 12 high high ADJ iogr-1144 63 13 and and CCONJ iogr-1144 63 14 low low ADJ iogr-1144 63 15 limits limit NOUN iogr-1144 63 16 . . PUNCT iogr-1144 64 1 other other ADJ iogr-1144 64 2 percentile percentile ADJ iogr-1144 64 3 values value NOUN iogr-1144 64 4 could could AUX iogr-1144 64 5 be be AUX iogr-1144 64 6 used use VERB iogr-1144 64 7 if if SCONJ iogr-1144 64 8 a a DET iogr-1144 64 9 smaller small ADJ iogr-1144 64 10 or or CCONJ iogr-1144 64 11 bigger big ADJ iogr-1144 64 12 limit limit NOUN iogr-1144 64 13 is be AUX iogr-1144 64 14 required require VERB iogr-1144 64 15 . . PUNCT iogr-1144 65 1 for for ADP iogr-1144 65 2 the the DET iogr-1144 65 3 permeability permeability NOUN iogr-1144 65 4 data datum NOUN iogr-1144 65 5 , , PUNCT iogr-1144 65 6 the the DET iogr-1144 65 7 uncertainty uncertainty NOUN iogr-1144 65 8 is be AUX iogr-1144 65 9 related relate VERB iogr-1144 65 10 to to ADP iogr-1144 65 11 the the DET iogr-1144 65 12 limited limited ADJ iogr-1144 65 13 sample sample NOUN iogr-1144 65 14 data datum NOUN iogr-1144 65 15 . . PUNCT iogr-1144 66 1 if if SCONJ iogr-1144 66 2 more more ADJ iogr-1144 66 3 data datum NOUN iogr-1144 66 4 added add VERB iogr-1144 66 5 the the DET iogr-1144 66 6 fitted fit VERB iogr-1144 66 7 trend trend NOUN iogr-1144 66 8 from from ADP iogr-1144 66 9 a a DET iogr-1144 66 10 limited limited ADJ iogr-1144 66 11 sample sample NOUN iogr-1144 66 12 is be AUX iogr-1144 66 13 liable liable ADJ iogr-1144 66 14 to to PART iogr-1144 66 15 become become VERB iogr-1144 66 16 steeper steep ADJ iogr-1144 66 17 or or CCONJ iogr-1144 66 18 shallower shallower NOUN iogr-1144 66 19 ( ( PUNCT iogr-1144 66 20 figure figure NOUN iogr-1144 66 21 4 4 NUM iogr-1144 66 22 ) ) PUNCT iogr-1144 66 23 . . PUNCT iogr-1144 67 1 to to PART iogr-1144 67 2 capture capture VERB iogr-1144 67 3 this this DET iogr-1144 67 4 type type NOUN iogr-1144 67 5 of of ADP iogr-1144 67 6 uncertainty uncertainty NOUN iogr-1144 67 7 a a DET iogr-1144 67 8 confidence confidence NOUN iogr-1144 67 9 interval interval NOUN iogr-1144 67 10 approach approach NOUN iogr-1144 67 11 is be AUX iogr-1144 67 12 introduced introduce VERB iogr-1144 67 13 as as ADP iogr-1144 67 14 the the DET iogr-1144 67 15 following follow VERB iogr-1144 67 16 equation equation NOUN iogr-1144 67 17 οΏ½ οΏ½ PROPN iogr-1144 67 18 Μ‚ Μ‚ VERB iogr-1144 67 19 οΏ½ οΏ½ NOUN iogr-1144 67 20 |π‘₯=πœ” |π‘₯=πœ” ADP iogr-1144 67 21 ∈ ∈ PROPN iogr-1144 67 22 [ [ X iogr-1144 67 23 οΏ½ οΏ½ PROPN iogr-1144 67 24 Μ‚ Μ‚ SYM iogr-1144 67 25 οΏ½ οΏ½ PROPN iogr-1144 67 26 + + SYM iogr-1144 67 27 οΏ½ οΏ½ PROPN iogr-1144 67 28 Μ‚ Μ‚ NOUN iogr-1144 67 29 οΏ½ οΏ½ NOUN iogr-1144 67 30 πœ” πœ” PRON iogr-1144 67 31 Β± Β± NUM iogr-1144 67 32 π‘‘π‘›βˆ’2 π‘‘π‘›βˆ’2 NOUN iogr-1144 67 33 βˆ— βˆ— NOUN iogr-1144 67 34 √ √ VERB iogr-1144 67 35 1 1 NUM iogr-1144 67 36 π‘›βˆ’2 π‘›βˆ’2 PROPN iogr-1144 67 37 βˆ‘πœ€ βˆ‘πœ€ NOUN iogr-1144 67 38 οΏ½ οΏ½ PROPN iogr-1144 67 39 Μ‚ Μ‚ NOUN iogr-1144 67 40 οΏ½ οΏ½ NOUN iogr-1144 67 41 2 2 NUM iogr-1144 67 42 ( ( PUNCT iogr-1144 67 43 1 1 NUM iogr-1144 67 44 𝑛 𝑛 PRON iogr-1144 67 45 + + CCONJ iogr-1144 67 46 ( ( PUNCT iogr-1144 67 47 πœ”βˆ’ πœ”βˆ’ NOUN iogr-1144 67 48 οΏ½ οΏ½ NOUN iogr-1144 67 49 Μ… Μ… NOUN iogr-1144 67 50 οΏ½ οΏ½ NOUN iogr-1144 67 51 )2 )2 PUNCT iogr-1144 67 52 βˆ‘(π‘₯π‘–βˆ’ βˆ‘(π‘₯π‘–βˆ’ NOUN iogr-1144 67 53 οΏ½ οΏ½ PROPN iogr-1144 67 54 Μ… Μ… NOUN iogr-1144 67 55 οΏ½ οΏ½ NOUN iogr-1144 67 56 ) ) PUNCT iogr-1144 67 57 2)] 2)] NUM iogr-1144 67 58 ... ... PUNCT iogr-1144 67 59 … … PUNCT iogr-1144 67 60 … … PUNCT iogr-1144 67 61 … … PUNCT iogr-1144 67 62 … … PUNCT iogr-1144 67 63 … … PUNCT iogr-1144 67 64 … … PUNCT iogr-1144 67 65 … … PUNCT iogr-1144 67 66 … … PUNCT iogr-1144 67 67 .. .. PUNCT iogr-1144 67 68 … … PUNCT iogr-1144 67 69 … … PUNCT iogr-1144 67 70 … … PUNCT iogr-1144 67 71 … … PUNCT iogr-1144 67 72 … … PUNCT iogr-1144 67 73 … … PUNCT iogr-1144 67 74 … … PUNCT iogr-1144 67 75 … … PUNCT iogr-1144 67 76 … … PUNCT iogr-1144 67 77 … … PUNCT iogr-1144 67 78 .... .... PUNCT iogr-1144 67 79 (2 (2 PUNCT iogr-1144 67 80 ) ) PUNCT iogr-1144 67 81 figure figure NOUN iogr-1144 67 82 4 4 NUM iogr-1144 67 83 β€” β€” PUNCT iogr-1144 67 84 permeability permeability NOUN iogr-1144 67 85 uncertainty uncertainty NOUN iogr-1144 67 86 analysis analysis NOUN iogr-1144 67 87 . . PUNCT iogr-1144 68 1 integrating integrate VERB iogr-1144 68 2 uncertainty uncertainty NOUN iogr-1144 68 3 models model NOUN iogr-1144 68 4 to to PART iogr-1144 68 5 integrate integrate VERB iogr-1144 68 6 the the DET iogr-1144 68 7 uncertainties uncertainty NOUN iogr-1144 68 8 from from ADP iogr-1144 68 9 multiple multiple ADJ iogr-1144 68 10 sources source NOUN iogr-1144 68 11 , , PUNCT iogr-1144 68 12 it it PRON iogr-1144 68 13 is be AUX iogr-1144 68 14 convenient convenient ADJ iogr-1144 68 15 to to PART iogr-1144 68 16 use use VERB iogr-1144 68 17 the the DET iogr-1144 68 18 ogip ogip NOUN iogr-1144 68 19 that that PRON iogr-1144 68 20 aggregates aggregate VERB iogr-1144 68 21 the the DET iogr-1144 68 22 influence influence NOUN iogr-1144 68 23 of of ADP iogr-1144 68 24 the the DET iogr-1144 68 25 uncertainties uncertainty NOUN iogr-1144 68 26 . . PUNCT iogr-1144 69 1 therefore therefore ADV iogr-1144 69 2 , , PUNCT iogr-1144 69 3 an an DET iogr-1144 69 4 integrated integrate VERB iogr-1144 69 5 workflow workflow NOUN iogr-1144 69 6 using use VERB iogr-1144 69 7 the the DET iogr-1144 69 8 above above ADJ iogr-1144 69 9 uncertainty uncertainty NOUN iogr-1144 69 10 analysis analysis NOUN iogr-1144 69 11 is be AUX iogr-1144 69 12 implemented implement VERB iogr-1144 69 13 to to PART iogr-1144 69 14 estimate estimate VERB iogr-1144 69 15 reservoir reservoir NOUN iogr-1144 69 16 properties property NOUN iogr-1144 69 17 . . PUNCT iogr-1144 70 1 sensitivity sensitivity NOUN iogr-1144 70 2 analysis analysis NOUN iogr-1144 70 3 and and CCONJ iogr-1144 70 4 the the DET iogr-1144 70 5 probability probability NOUN iogr-1144 70 6 modelling modelling NOUN iogr-1144 70 7 are be AUX iogr-1144 70 8 the the DET iogr-1144 70 9 two two NUM iogr-1144 70 10 main main ADJ iogr-1144 70 11 steps step NOUN iogr-1144 70 12 in in ADP iogr-1144 70 13 this this DET iogr-1144 70 14 workflow workflow NOUN iogr-1144 70 15 . . PUNCT iogr-1144 71 1 sensitivity sensitivity NOUN iogr-1144 71 2 analysis analysis NOUN iogr-1144 71 3 . . PUNCT iogr-1144 72 1 a a DET iogr-1144 72 2 range range NOUN iogr-1144 72 3 or or CCONJ iogr-1144 72 4 distribution distribution NOUN iogr-1144 72 5 is be AUX iogr-1144 72 6 estimated estimate VERB iogr-1144 72 7 for for ADP iogr-1144 72 8 each each DET iogr-1144 72 9 parameter parameter NOUN iogr-1144 72 10 , , PUNCT iogr-1144 72 11 and and CCONJ iogr-1144 72 12 then then ADV iogr-1144 72 13 multiple multiple ADJ iogr-1144 72 14 realizations realization NOUN iogr-1144 72 15 are be AUX iogr-1144 72 16 generated generate VERB iogr-1144 72 17 to to PART iogr-1144 72 18 calculate calculate VERB iogr-1144 72 19 the the DET iogr-1144 72 20 ogip ogip NOUN iogr-1144 72 21 by by ADP iogr-1144 72 22 varying vary VERB iogr-1144 72 23 one one NUM iogr-1144 72 24 parameter parameter NOUN iogr-1144 72 25 at at ADP iogr-1144 72 26 a a DET iogr-1144 72 27 time time NOUN iogr-1144 72 28 while while SCONJ iogr-1144 72 29 keeping keep VERB iogr-1144 72 30 all all DET iogr-1144 72 31 other other ADJ iogr-1144 72 32 parameters parameter NOUN iogr-1144 72 33 as as ADP iogr-1144 72 34 its its PRON iogr-1144 72 35 base base NOUN iogr-1144 72 36 case case NOUN iogr-1144 72 37 value value NOUN iogr-1144 72 38 . . PUNCT iogr-1144 73 1 these these DET iogr-1144 73 2 calculations calculation NOUN iogr-1144 73 3 estimate estimate VERB iogr-1144 73 4 the the DET iogr-1144 73 5 uncertainty uncertainty NOUN iogr-1144 73 6 of of ADP iogr-1144 73 7 ogip ogip NOUN iogr-1144 73 8 due due ADP iogr-1144 73 9 to to ADP iogr-1144 73 10 the the DET iogr-1144 73 11 variables variable NOUN iogr-1144 73 12 which which PRON iogr-1144 73 13 are be AUX iogr-1144 73 14 shown show VERB iogr-1144 73 15 in in ADP iogr-1144 73 16 horizontal horizontal ADJ iogr-1144 73 17 bar bar NOUN iogr-1144 73 18 in in ADP iogr-1144 73 19 tornado tornado PROPN iogr-1144 73 20 chart chart NOUN iogr-1144 73 21 ( ( PUNCT iogr-1144 73 22 figure figure NOUN iogr-1144 73 23 5 5 NUM iogr-1144 73 24 ) ) PUNCT iogr-1144 73 25 . . PUNCT iogr-1144 74 1 base base NOUN iogr-1144 74 2 trend trend NOUN iogr-1144 74 3 : : PUNCT iogr-1144 75 1 y y NOUN iogr-1144 75 2 = = SYM iogr-1144 75 3 0.49x 0.49x NUM iogr-1144 75 4 + + CCONJ iogr-1144 75 5 0.77 0.77 NUM iogr-1144 75 6 rΒ² rΒ² NOUN iogr-1144 75 7 = = PUNCT iogr-1144 75 8 0.5119 0.5119 NUM iogr-1144 75 9 1.0 1.0 NUM iogr-1144 75 10 1.2 1.2 NUM iogr-1144 75 11 1.4 1.4 NUM iogr-1144 75 12 1.6 1.6 NUM iogr-1144 75 13 1.8 1.8 NUM iogr-1144 75 14 2.0 2.0 NUM iogr-1144 75 15 1.0 1.0 NUM iogr-1144 75 16 1.2 1.2 NUM iogr-1144 75 17 1.4 1.4 NUM iogr-1144 75 18 1.6 1.6 NUM iogr-1144 75 19 1.8 1.8 NUM iogr-1144 75 20 2.0 2.0 NUM iogr-1144 75 21 2.2 2.2 NUM iogr-1144 75 22 r r NOUN iogr-1144 75 23 d d NOUN iogr-1144 75 24 ( ( PUNCT iogr-1144 75 25 g g NOUN iogr-1144 75 26 /c /c NOUN iogr-1144 75 27 c c NOUN iogr-1144 75 28 ) ) PUNCT iogr-1144 76 1 ssd(g ssd(g PROPN iogr-1144 76 2 / / SYM iogr-1144 76 3 cc cc NOUN iogr-1144 76 4 ) ) PUNCT iogr-1144 76 5 high high ADJ iogr-1144 76 6 base base NOUN iogr-1144 76 7 low low ADJ iogr-1144 76 8 base base NOUN iogr-1144 76 9 trend trend NOUN iogr-1144 76 10 : : PUNCT iogr-1144 76 11 y y PROPN iogr-1144 76 12 = = PUNCT iogr-1144 76 13 75.487x 75.487x NOUN iogr-1144 76 14 92.53 92.53 NUM iogr-1144 76 15 rΒ² rΒ² NOUN iogr-1144 76 16 = = PUNCT iogr-1144 77 1 0.8446 0.8446 NUM iogr-1144 77 2 0 0 NUM iogr-1144 77 3 20 20 NUM iogr-1144 77 4 40 40 NUM iogr-1144 77 5 60 60 NUM iogr-1144 77 6 80 80 NUM iogr-1144 77 7 1.0 1.0 NUM iogr-1144 77 8 1.2 1.2 NUM iogr-1144 77 9 1.4 1.4 NUM iogr-1144 77 10 1.6 1.6 NUM iogr-1144 77 11 1.8 1.8 NUM iogr-1144 77 12 2.0 2.0 NUM iogr-1144 77 13 2.2 2.2 NUM iogr-1144 77 14 2.4 2.4 NUM iogr-1144 77 15 a a PRON iogr-1144 77 16 s s NOUN iogr-1144 77 17 h h NOUN iogr-1144 77 18 ( ( PUNCT iogr-1144 77 19 % % NOUN iogr-1144 77 20 ) ) PUNCT iogr-1144 77 21 rd(g rd(g ADP iogr-1144 77 22 / / SYM iogr-1144 77 23 cc cc NOUN iogr-1144 77 24 ) ) PUNCT iogr-1144 77 25 high high ADJ iogr-1144 77 26 base base NOUN iogr-1144 77 27 low low ADJ iogr-1144 77 28 base base NOUN iogr-1144 77 29 trend trend NOUN iogr-1144 77 30 : : PUNCT iogr-1144 77 31 y y PROPN iogr-1144 77 32 = = SYM iogr-1144 77 33 7.67ln(x 7.67ln(x PROPN iogr-1144 77 34 ) ) PUNCT iogr-1144 77 35 32.68 32.68 NUM iogr-1144 77 36 rΒ² rΒ² NOUN iogr-1144 77 37 = = SYM iogr-1144 77 38 0.6218 0.6218 NUM iogr-1144 77 39 0 0 NUM iogr-1144 77 40 5 5 NUM iogr-1144 77 41 10 10 NUM iogr-1144 77 42 15 15 NUM iogr-1144 77 43 20 20 NUM iogr-1144 77 44 25 25 NUM iogr-1144 77 45 0 0 NUM iogr-1144 77 46 100 100 NUM iogr-1144 77 47 200 200 NUM iogr-1144 77 48 300 300 NUM iogr-1144 77 49 400 400 NUM iogr-1144 77 50 500 500 NUM iogr-1144 77 51 600 600 NUM iogr-1144 77 52 700 700 NUM iogr-1144 77 53 800 800 NUM iogr-1144 77 54 g g ADP iogr-1144 77 55 c c NOUN iogr-1144 77 56 _ _ PUNCT iogr-1144 78 1 d d PUNCT iogr-1144 78 2 a a DET iogr-1144 78 3 f f X iogr-1144 78 4 ( ( PUNCT iogr-1144 78 5 m m PROPN iogr-1144 78 6 3 3 NUM iogr-1144 78 7 /t /t SYM iogr-1144 78 8 ) ) PUNCT iogr-1144 78 9 measure measure NOUN iogr-1144 78 10 depth(m depth(m PROPN iogr-1144 78 11 ) ) PUNCT iogr-1144 78 12 high high ADJ iogr-1144 78 13 base base NOUN iogr-1144 78 14 low low ADJ iogr-1144 78 15 base base NOUN iogr-1144 78 16 trend trend NOUN iogr-1144 78 17 : : PUNCT iogr-1144 78 18 y y NOUN iogr-1144 78 19 = = SYM iogr-1144 78 20 497.1e-0.015x 497.1e-0.015x NUM iogr-1144 78 21 rΒ² rΒ² VERB iogr-1144 78 22 = = PUNCT iogr-1144 78 23 0.5789 0.5789 NUM iogr-1144 78 24 0.001 0.001 NUM iogr-1144 78 25 0.010 0.010 NUM iogr-1144 78 26 0.100 0.100 NUM iogr-1144 78 27 1.000 1.000 NUM iogr-1144 78 28 10.000 10.000 NUM iogr-1144 78 29 100.000 100.000 NUM iogr-1144 78 30 1000.000 1000.000 NUM iogr-1144 78 31 0 0 NUM iogr-1144 78 32 200 200 NUM iogr-1144 78 33 400 400 NUM iogr-1144 78 34 600 600 NUM iogr-1144 78 35 800 800 NUM iogr-1144 78 36 p p NOUN iogr-1144 78 37 e e X iogr-1144 78 38 rm rm NOUN iogr-1144 78 39 ( ( PUNCT iogr-1144 78 40 m m PROPN iogr-1144 78 41 d d X iogr-1144 78 42 ) ) PUNCT iogr-1144 78 43 depth(m depth(m NOUN iogr-1144 78 44 ) ) PUNCT iogr-1144 78 45 perm perm NOUN iogr-1144 78 46 vs vs ADP iogr-1144 78 47 depth depth NOUN iogr-1144 78 48 of of ADP iogr-1144 78 49 rcm rcm PROPN iogr-1144 78 50 trend trend NOUN iogr-1144 78 51 low low ADV iogr-1144 78 52 high high ADJ iogr-1144 78 53 ζŒ‡ζ•° ζŒ‡ζ•° NOUN iogr-1144 78 54 ( ( PUNCT iogr-1144 78 55 trend trend NOUN iogr-1144 78 56 ) ) PUNCT iogr-1144 78 57 high high ADJ iogr-1144 78 58 base base NOUN iogr-1144 78 59 low low ADJ iogr-1144 78 60 5 5 NUM iogr-1144 78 61 figure figure NOUN iogr-1144 78 62 5 5 NUM iogr-1144 78 63 β€” β€” PUNCT iogr-1144 78 64 sensitivity sensitivity NOUN iogr-1144 78 65 analysis analysis NOUN iogr-1144 78 66 . . PUNCT iogr-1144 79 1 from from ADP iogr-1144 79 2 the the DET iogr-1144 79 3 chart chart NOUN iogr-1144 79 4 it it PRON iogr-1144 79 5 can can AUX iogr-1144 79 6 be be AUX iogr-1144 79 7 seen see VERB iogr-1144 79 8 that that SCONJ iogr-1144 79 9 the the DET iogr-1144 79 10 most most ADV iogr-1144 79 11 influent influent NOUN iogr-1144 79 12 parameter parameter NOUN iogr-1144 79 13 to to ADP iogr-1144 79 14 the the DET iogr-1144 79 15 ogip ogip NOUN iogr-1144 79 16 is be AUX iogr-1144 79 17 gc_daf gc_daf PROPN iogr-1144 79 18 , , PUNCT iogr-1144 79 19 followed follow VERB iogr-1144 79 20 by by ADP iogr-1144 79 21 the the DET iogr-1144 79 22 coal coal NOUN iogr-1144 79 23 thickness thickness NOUN iogr-1144 79 24 and and CCONJ iogr-1144 79 25 structure structure NOUN iogr-1144 79 26 , , PUNCT iogr-1144 79 27 and and CCONJ iogr-1144 79 28 density density NOUN iogr-1144 79 29 is be AUX iogr-1144 79 30 the the DET iogr-1144 79 31 least least ADV iogr-1144 79 32 sensitive sensitive ADJ iogr-1144 79 33 parameter parameter NOUN iogr-1144 79 34 which which PRON iogr-1144 79 35 has have VERB iogr-1144 79 36 relative relative ADJ iogr-1144 79 37 small small ADJ iogr-1144 79 38 impact impact NOUN iogr-1144 79 39 on on ADP iogr-1144 79 40 the the DET iogr-1144 79 41 ogip ogip NOUN iogr-1144 79 42 compared compare VERB iogr-1144 79 43 to to ADP iogr-1144 79 44 other other ADJ iogr-1144 79 45 parameters parameter NOUN iogr-1144 79 46 . . PUNCT iogr-1144 80 1 probability probability NOUN iogr-1144 80 2 models model NOUN iogr-1144 80 3 . . PUNCT iogr-1144 81 1 considering consider VERB iogr-1144 81 2 the the DET iogr-1144 81 3 sensitive sensitive ADJ iogr-1144 81 4 parameters parameter NOUN iogr-1144 81 5 which which PRON iogr-1144 81 6 rank rank VERB iogr-1144 81 7 on on ADP iogr-1144 81 8 the the DET iogr-1144 81 9 top top NOUN iogr-1144 81 10 of of ADP iogr-1144 81 11 the the DET iogr-1144 81 12 tornado tornado NOUN iogr-1144 81 13 chart chart NOUN iogr-1144 81 14 , , PUNCT iogr-1144 81 15 multiple multiple ADJ iogr-1144 81 16 realizations realization NOUN iogr-1144 81 17 were be AUX iogr-1144 81 18 performed perform VERB iogr-1144 81 19 with with ADP iogr-1144 81 20 all all DET iogr-1144 81 21 these these DET iogr-1144 81 22 parameters parameter NOUN iogr-1144 81 23 varies vary VERB iogr-1144 81 24 simultaneously simultaneously ADV iogr-1144 81 25 in in ADP iogr-1144 81 26 each each DET iogr-1144 81 27 range range NOUN iogr-1144 81 28 . . PUNCT iogr-1144 82 1 the the DET iogr-1144 82 2 ogip ogip NOUN iogr-1144 82 3 of of ADP iogr-1144 82 4 all all DET iogr-1144 82 5 these these DET iogr-1144 82 6 models model NOUN iogr-1144 82 7 are be AUX iogr-1144 82 8 calculated calculate VERB iogr-1144 82 9 and and CCONJ iogr-1144 82 10 its its PRON iogr-1144 82 11 distribution distribution NOUN iogr-1144 82 12 was be AUX iogr-1144 82 13 plotted plot VERB iogr-1144 82 14 in in ADP iogr-1144 82 15 figure figure NOUN iogr-1144 82 16 6 6 NUM iogr-1144 82 17 from from ADP iogr-1144 82 18 which which PRON iogr-1144 82 19 the the DET iogr-1144 82 20 p90 p90 NOUN iogr-1144 82 21 , , PUNCT iogr-1144 82 22 p50 p50 NOUN iogr-1144 82 23 and and CCONJ iogr-1144 82 24 p10 p10 NOUN iogr-1144 82 25 are be AUX iogr-1144 82 26 obtained obtain VERB iogr-1144 82 27 . . PUNCT iogr-1144 83 1 based base VERB iogr-1144 83 2 on on ADP iogr-1144 83 3 these these DET iogr-1144 83 4 probabilistic probabilistic ADJ iogr-1144 83 5 ogips ogip NOUN iogr-1144 83 6 , , PUNCT iogr-1144 83 7 3d 3d NUM iogr-1144 83 8 static static ADJ iogr-1144 83 9 models model NOUN iogr-1144 83 10 with with ADP iogr-1144 83 11 ogips ogip NOUN iogr-1144 83 12 within within ADP iogr-1144 83 13 + + NOUN iogr-1144 83 14 /5 /5 NOUN iogr-1144 83 15 % % NOUN iogr-1144 83 16 of of ADP iogr-1144 83 17 p90 p90 NOUN iogr-1144 83 18 , , PUNCT iogr-1144 83 19 p50 p50 NOUN iogr-1144 83 20 and and CCONJ iogr-1144 83 21 p10 p10 NOUN iogr-1144 83 22 are be AUX iogr-1144 83 23 chosen choose VERB iogr-1144 83 24 as as ADP iogr-1144 83 25 low low ADJ iogr-1144 83 26 , , PUNCT iogr-1144 83 27 middle middle ADJ iogr-1144 83 28 and and CCONJ iogr-1144 83 29 high high ADJ iogr-1144 83 30 probability probability NOUN iogr-1144 83 31 models model NOUN iogr-1144 83 32 to to PART iogr-1144 83 33 be be AUX iogr-1144 83 34 used use VERB iogr-1144 83 35 for for ADP iogr-1144 83 36 reservoir reservoir NOUN iogr-1144 83 37 simulation simulation NOUN iogr-1144 83 38 and and CCONJ iogr-1144 83 39 well well ADV iogr-1144 83 40 planning planning NOUN iogr-1144 83 41 in in ADP iogr-1144 83 42 future future NOUN iogr-1144 83 43 . . PUNCT iogr-1144 84 1 ( ( PUNCT iogr-1144 84 2 kimber kimber PROPN iogr-1144 84 3 et et PROPN iogr-1144 84 4 al al PROPN iogr-1144 84 5 . . PROPN iogr-1144 84 6 2016 2016 NUM iogr-1144 84 7 ; ; PUNCT iogr-1144 84 8 zhao zhao PROPN iogr-1144 84 9 et et PROPN iogr-1144 84 10 al al PROPN iogr-1144 84 11 . . PROPN iogr-1144 84 12 2014 2014 NUM iogr-1144 84 13 ; ; PUNCT iogr-1144 84 14 philpot philpot PROPN iogr-1144 84 15 et et PROPN iogr-1144 84 16 al al PROPN iogr-1144 84 17 . . PROPN iogr-1144 84 18 2013 2013 NUM iogr-1144 84 19 ) ) PUNCT iogr-1144 84 20 . . PUNCT iogr-1144 85 1 ogip ogip ADJ iogr-1144 85 2 figure figure NOUN iogr-1144 85 3 6 6 NUM iogr-1144 85 4 β€” β€” PUNCT iogr-1144 85 5 probability probability NOUN iogr-1144 85 6 distribution distribution NOUN iogr-1144 85 7 of of ADP iogr-1144 85 8 ogip ogip ADJ iogr-1144 85 9 . . PUNCT iogr-1144 86 1 conclusions conclusion NOUN iogr-1144 86 2 a a DET iogr-1144 86 3 systematic systematic ADJ iogr-1144 86 4 and and CCONJ iogr-1144 86 5 integrated integrated ADJ iogr-1144 86 6 approach approach NOUN iogr-1144 86 7 to to PART iogr-1144 86 8 analyze analyze VERB iogr-1144 86 9 the the DET iogr-1144 86 10 uncertainty uncertainty NOUN iogr-1144 86 11 of of ADP iogr-1144 86 12 cbm cbm PROPN iogr-1144 86 13 model model NOUN iogr-1144 86 14 was be AUX iogr-1144 86 15 proposed propose VERB iogr-1144 86 16 in in ADP iogr-1144 86 17 the the DET iogr-1144 86 18 study study NOUN iogr-1144 86 19 . . PUNCT iogr-1144 87 1 the the DET iogr-1144 87 2 workflow workflow NOUN iogr-1144 87 3 captures capture VERB iogr-1144 87 4 the the DET iogr-1144 87 5 uncertainties uncertainty NOUN iogr-1144 87 6 related relate VERB iogr-1144 87 7 to to ADP iogr-1144 87 8 the the DET iogr-1144 87 9 structure structure NOUN iogr-1144 87 10 and and CCONJ iogr-1144 87 11 coal coal NOUN iogr-1144 87 12 thickness thickness NOUN iogr-1144 87 13 surfaces surface NOUN iogr-1144 87 14 in in ADP iogr-1144 87 15 the the DET iogr-1144 87 16 structure structure NOUN iogr-1144 87 17 modelling modelling NOUN iogr-1144 87 18 , , PUNCT iogr-1144 87 19 and and CCONJ iogr-1144 87 20 the the DET iogr-1144 87 21 uncertainties uncertainty NOUN iogr-1144 87 22 associated associate VERB iogr-1144 87 23 with with ADP iogr-1144 87 24 various various ADJ iogr-1144 87 25 correlations correlation NOUN iogr-1144 87 26 developed develop VERB iogr-1144 87 27 during during ADP iogr-1144 87 28 the the DET iogr-1144 87 29 property property NOUN iogr-1144 87 30 modelling modelling NOUN iogr-1144 87 31 . . PUNCT iogr-1144 88 1 the the DET iogr-1144 88 2 procedure procedure NOUN iogr-1144 88 3 of of ADP iogr-1144 88 4 sensitivity sensitivity NOUN iogr-1144 88 5 and and CCONJ iogr-1144 88 6 uncertainty uncertainty NOUN iogr-1144 88 7 analysis analysis NOUN iogr-1144 88 8 ranks rank VERB iogr-1144 88 9 the the DET iogr-1144 88 10 impact impact NOUN iogr-1144 88 11 of of ADP iogr-1144 88 12 each each DET iogr-1144 88 13 parameter parameter NOUN iogr-1144 88 14 on on ADP iogr-1144 88 15 ogip ogip ADJ iogr-1144 88 16 , , PUNCT iogr-1144 88 17 and and CCONJ iogr-1144 88 18 estimates estimate VERB iogr-1144 88 19 the the DET iogr-1144 88 20 ogip ogip ADJ iogr-1144 88 21 probabilistic probabilistic ADJ iogr-1144 88 22 distribution distribution NOUN iogr-1144 88 23 to to PART iogr-1144 88 24 get get VERB iogr-1144 88 25 the the DET iogr-1144 88 26 p90 p90 NOUN iogr-1144 88 27 , , PUNCT iogr-1144 88 28 p50 p50 NOUN iogr-1144 88 29 and and CCONJ iogr-1144 88 30 p10 p10 NOUN iogr-1144 88 31 of of ADP iogr-1144 88 32 ogip ogip NOUN iogr-1144 88 33 , , PUNCT iogr-1144 88 34 and and CCONJ iogr-1144 88 35 then then ADV iogr-1144 88 36 selects select VERB iogr-1144 88 37 the the DET iogr-1144 88 38 low low ADJ iogr-1144 88 39 , , PUNCT iogr-1144 88 40 middle middle ADJ iogr-1144 88 41 and and CCONJ iogr-1144 88 42 high high ADJ iogr-1144 88 43 probabilistic probabilistic ADJ iogr-1144 88 44 cbm cbm NOUN iogr-1144 88 45 models model NOUN iogr-1144 88 46 for for ADP iogr-1144 88 47 the the DET iogr-1144 88 48 reservoir reservoir PROPN iogr-1144 88 49 simulation simulation NOUN iogr-1144 88 50 and and CCONJ iogr-1144 88 51 well well ADJ iogr-1144 88 52 plan plan NOUN iogr-1144 88 53 . . PUNCT iogr-1144 89 1 the the DET iogr-1144 89 2 -30 -30 NUM iogr-1144 89 3 % % NOUN iogr-1144 89 4 -20 -20 NUM iogr-1144 89 5 % % NOUN iogr-1144 89 6 -10 -10 NUM iogr-1144 89 7 % % NOUN iogr-1144 89 8 0 0 NUM iogr-1144 89 9 % % NOUN iogr-1144 89 10 10 10 NUM iogr-1144 89 11 % % NOUN iogr-1144 89 12 20 20 NUM iogr-1144 89 13 % % NOUN iogr-1144 89 14 30 30 NUM iogr-1144 89 15 % % NOUN iogr-1144 89 16 40 40 NUM iogr-1144 89 17 % % NOUN iogr-1144 89 18 ssd ssd PROPN iogr-1144 89 19 rd rd PROPN iogr-1144 89 20 ash ash NOUN iogr-1144 89 21 structure structure NOUN iogr-1144 89 22 thickness thickness PROPN iogr-1144 89 23 gc_daf gc_daf PROPN iogr-1144 89 24 0 0 NUM iogr-1144 89 25 2 2 NUM iogr-1144 89 26 4 4 NUM iogr-1144 89 27 6 6 NUM iogr-1144 89 28 8 8 NUM iogr-1144 89 29 10 10 NUM iogr-1144 89 30 12 12 NUM iogr-1144 89 31 14 14 NUM iogr-1144 89 32 16 16 NUM iogr-1144 89 33 giip giip NOUN iogr-1144 89 34 fr fr INTJ iogr-1144 89 35 eq eq ADP iogr-1144 89 36 u u PROPN iogr-1144 89 37 en en PROPN iogr-1144 89 38 cy cy PROPN iogr-1144 89 39 ( ( PUNCT iogr-1144 89 40 % % NOUN iogr-1144 89 41 ) ) PUNCT iogr-1144 89 42 0.8 0.8 NUM iogr-1144 89 43 0.7 0.7 NUM iogr-1144 89 44 0.6 0.6 NUM iogr-1144 89 45 0.5 0.5 NUM iogr-1144 89 46 0.4 0.4 NUM iogr-1144 89 47 0.3 0.3 NUM iogr-1144 89 48 0.2 0.2 NUM iogr-1144 89 49 0.1 0.1 NUM iogr-1144 89 50 0.0 0.0 NUM iogr-1144 89 51 p90 p90 NOUN iogr-1144 89 52 p50 p50 NOUN iogr-1144 89 53 p10 p10 NOUN iogr-1144 89 54 1.0 1.0 NUM iogr-1144 89 55 0.9 0.9 NUM iogr-1144 89 56 c c NOUN iogr-1144 89 57 u u NOUN iogr-1144 89 58 m m NOUN iogr-1144 89 59 u u NOUN iogr-1144 89 60 la la X iogr-1144 89 61 ti ti NOUN iogr-1144 89 62 ve ve VERB iogr-1144 89 63 p p X iogr-1144 89 64 ro ro PROPN iogr-1144 89 65 b b PROPN iogr-1144 89 66 ab ab PROPN iogr-1144 89 67 ili ili PROPN iogr-1144 90 1 ty ty INTJ iogr-1144 90 2 0 0 NUM iogr-1144 90 3 0.1 0.1 NUM iogr-1144 90 4 0.2 0.2 NUM iogr-1144 90 5 0.3 0.3 NUM iogr-1144 90 6 0.4 0.4 NUM iogr-1144 90 7 0.5 0.5 NUM iogr-1144 90 8 0.6 0.6 NUM iogr-1144 90 9 0.7 0.7 NUM iogr-1144 90 10 0.8 0.8 NUM iogr-1144 90 11 0.9 0.9 NUM iogr-1144 90 12 1 1 NUM iogr-1144 90 13 0 0 NUM iogr-1144 90 14 5 5 NUM iogr-1144 90 15 10 10 NUM iogr-1144 90 16 15 15 NUM iogr-1144 90 17 20 20 NUM iogr-1144 90 18 坐 坐 NOUN iogr-1144 90 19 ζ ‡ ζ ‡ ADP iogr-1144 90 20 轴 轴 NOUN iogr-1144 90 21 ζ ‡ ζ ‡ PRON iogr-1144 90 22 钘 钘 X iogr-1144 90 23 εζ ‡θ½΄ζ ‡ι’˜ εζ ‡θ½΄ζ ‡ι’˜ ADJ iogr-1144 90 24 ε›Ύθ‘¨ζ ‡ι’˜ ε›Ύθ‘¨ζ ‡ι’˜ ADJ iogr-1144 90 25 η³»εˆ—1 η³»εˆ—1 NOUN iogr-1144 90 26 6 6 NUM iogr-1144 90 27 workflow workflow NOUN iogr-1144 90 28 in in ADP iogr-1144 90 29 this this DET iogr-1144 90 30 paper paper NOUN iogr-1144 90 31 has have AUX iogr-1144 90 32 been be AUX iogr-1144 90 33 successfully successfully ADV iogr-1144 90 34 carried carry VERB iogr-1144 90 35 out out ADP iogr-1144 90 36 in in ADP iogr-1144 90 37 several several ADJ iogr-1144 90 38 cbm cbm ADJ iogr-1144 90 39 projects project NOUN iogr-1144 90 40 in in ADP iogr-1144 90 41 australia australia PROPN iogr-1144 90 42 and and CCONJ iogr-1144 90 43 been be AUX iogr-1144 90 44 confirmed confirm VERB iogr-1144 90 45 to to PART iogr-1144 90 46 be be AUX iogr-1144 90 47 reliable reliable ADJ iogr-1144 90 48 , , PUNCT iogr-1144 90 49 efficient efficient ADJ iogr-1144 90 50 and and CCONJ iogr-1144 90 51 effective effective ADJ iogr-1144 90 52 for for ADP iogr-1144 90 53 the the DET iogr-1144 90 54 cbm cbm PROPN iogr-1144 90 55 exploration exploration NOUN iogr-1144 90 56 and and CCONJ iogr-1144 90 57 development development NOUN iogr-1144 90 58 . . PUNCT iogr-1144 91 1 acknowledgements acknowledgement NOUN iogr-1144 91 2 thanks thank NOUN iogr-1144 91 3 are be AUX iogr-1144 91 4 extended extend VERB iogr-1144 91 5 to to ADP iogr-1144 91 6 arrow arrow NOUN iogr-1144 91 7 beijing beijing PROPN iogr-1144 91 8 study study NOUN iogr-1144 91 9 center center NOUN iogr-1144 91 10 for for ADP iogr-1144 91 11 providing provide VERB iogr-1144 91 12 the the DET iogr-1144 91 13 opportunity opportunity NOUN iogr-1144 91 14 to to PART iogr-1144 91 15 carry carry VERB iogr-1144 91 16 out out ADP iogr-1144 91 17 the the DET iogr-1144 91 18 research research NOUN iogr-1144 91 19 . . PUNCT iogr-1144 92 1 thanks thank NOUN iogr-1144 92 2 are be AUX iogr-1144 92 3 also also ADV iogr-1144 92 4 due due ADP iogr-1144 92 5 to to ADP iogr-1144 92 6 a a DET iogr-1144 92 7 number number NOUN iogr-1144 92 8 of of ADP iogr-1144 92 9 our our PRON iogr-1144 92 10 colleagues colleague NOUN iogr-1144 92 11 for for ADP iogr-1144 92 12 their their PRON iogr-1144 92 13 warm warm ADJ iogr-1144 92 14 help help NOUN iogr-1144 92 15 . . PUNCT iogr-1144 93 1 conflicts conflict NOUN iogr-1144 93 2 of of ADP iogr-1144 93 3 interest interest NOUN iogr-1144 93 4 the the DET iogr-1144 93 5 author(s author(s NOUN iogr-1144 93 6 ) ) PUNCT iogr-1144 93 7 declare declare VERB iogr-1144 93 8 that that SCONJ iogr-1144 93 9 they they PRON iogr-1144 93 10 have have VERB iogr-1144 93 11 no no DET iogr-1144 93 12 conflicting conflict VERB iogr-1144 93 13 interests interest NOUN iogr-1144 93 14 . . PUNCT iogr-1144 94 1 nomenclature nomenclature NOUN iogr-1144 94 2 οΏ½ οΏ½ PROPN iogr-1144 94 3 Μ‚ Μ‚ NOUN iogr-1144 94 4 οΏ½ οΏ½ NOUN iogr-1144 94 5 |π‘₯=πœ” |π‘₯=πœ” ADP iogr-1144 94 6 = = PUNCT iogr-1144 94 7 confidence confidence NOUN iogr-1144 94 8 interval interval NOUN iogr-1144 94 9 at at ADP iogr-1144 94 10 x x X iogr-1144 94 11 = = PROPN iogr-1144 94 12 Ο‰ Ο‰ PRON iogr-1144 94 13 οΏ½ οΏ½ PROPN iogr-1144 94 14 Μ‚ Μ‚ NUM iogr-1144 94 15 οΏ½ οΏ½ PROPN iogr-1144 94 16 + + SYM iogr-1144 94 17 οΏ½ οΏ½ PROPN iogr-1144 94 18 Μ‚ Μ‚ VERB iogr-1144 94 19 οΏ½ οΏ½ PROPN iogr-1144 94 20 Ο‰ Ο‰ NOUN iogr-1144 94 21 = = NOUN iogr-1144 94 22 trend trend NOUN iogr-1144 94 23 fitted fit VERB iogr-1144 94 24 by by ADP iogr-1144 94 25 linear linear ADJ iogr-1144 94 26 regression regression NOUN iogr-1144 94 27 π‘‘π‘›βˆ’2 π‘‘π‘›βˆ’2 NOUN iogr-1144 94 28 βˆ— βˆ— NOUN iogr-1144 94 29 = = SYM iogr-1144 94 30 t t NOUN iogr-1144 94 31 - - PUNCT iogr-1144 94 32 value value NOUN iogr-1144 94 33 of of ADP iogr-1144 94 34 the the DET iogr-1144 94 35 student student NOUN iogr-1144 94 36 ’s ’s PART iogr-1144 94 37 t t NOUN iogr-1144 94 38 - - PUNCT iogr-1144 94 39 distribution distribution NOUN iogr-1144 94 40 n n NOUN iogr-1144 94 41 = = NOUN iogr-1144 94 42 number number NOUN iogr-1144 94 43 of of ADP iogr-1144 94 44 data datum NOUN iogr-1144 94 45 points point NOUN iogr-1144 94 46 in in ADP iogr-1144 94 47 sample sample NOUN iogr-1144 94 48 πœ€ πœ€ ADP iogr-1144 94 49 οΏ½ οΏ½ PROPN iogr-1144 94 50 Μ‚ Μ‚ VERB iogr-1144 94 51 οΏ½ οΏ½ NOUN iogr-1144 94 52 2 2 NUM iogr-1144 94 53 = = NOUN iogr-1144 94 54 residual residual ADJ iogr-1144 94 55 squared square VERB iogr-1144 94 56 references reference NOUN iogr-1144 94 57 kimber kimber PROPN iogr-1144 94 58 , , PUNCT iogr-1144 94 59 r.n r.n PROPN iogr-1144 94 60 . . PROPN iogr-1144 94 61 , , PUNCT iogr-1144 94 62 curtis curtis PROPN iogr-1144 94 63 , , PUNCT iogr-1144 94 64 m.d m.d PROPN iogr-1144 94 65 . . PROPN iogr-1144 94 66 , , PUNCT iogr-1144 94 67 boundy boundy PROPN iogr-1144 94 68 , , PUNCT iogr-1144 94 69 f.o f.o PROPN iogr-1144 94 70 . . PROPN iogr-1144 94 71 , , PUNCT iogr-1144 94 72 et et PROPN iogr-1144 94 73 al al PROPN iogr-1144 94 74 . . PROPN iogr-1144 94 75 2016 2016 NUM iogr-1144 94 76 . . PUNCT iogr-1144 95 1 volumetric volumetric NOUN iogr-1144 95 2 and and CCONJ iogr-1144 95 3 dynamic dynamic ADJ iogr-1144 95 4 uncertainty uncertainty NOUN iogr-1144 95 5 modelling model VERB iogr-1144 95 6 in in ADP iogr-1144 95 7 block block NOUN iogr-1144 95 8 22 22 NUM iogr-1144 95 9 , , PUNCT iogr-1144 95 10 offshore offshore ADJ iogr-1144 95 11 trinidad trinidad PROPN iogr-1144 95 12 and and CCONJ iogr-1144 95 13 tobago tobago PROPN iogr-1144 95 14 . . PUNCT iogr-1144 96 1 petroleum petroleum NOUN iogr-1144 96 2 geoscience geoscience NOUN iogr-1144 96 3 22(1):21 22(1):21 PROPN iogr-1144 96 4 - - SYM iogr-1144 96 5 36 36 NUM iogr-1144 96 6 . . PUNCT iogr-1144 97 1 leahy leahy PROPN iogr-1144 97 2 , , PUNCT iogr-1144 97 3 g.m g.m PROPN iogr-1144 97 4 . . PROPN iogr-1144 97 5 and and CCONJ iogr-1144 97 6 skorstad skorstad PROPN iogr-1144 97 7 , , PUNCT iogr-1144 97 8 a. a. NOUN iogr-1144 97 9 2013 2013 NUM iogr-1144 97 10 . . PUNCT iogr-1144 98 1 uncertainty uncertainty NOUN iogr-1144 98 2 in in ADP iogr-1144 98 3 subsurface subsurface NOUN iogr-1144 98 4 interpretation interpretation NOUN iogr-1144 98 5 : : PUNCT iogr-1144 98 6 a a DET iogr-1144 98 7 new new ADJ iogr-1144 98 8 workflow workflow NOUN iogr-1144 98 9 . . PUNCT iogr-1144 99 1 first first ADV iogr-1144 99 2 break break VERB iogr-1144 99 3 31(9 31(9 NUM iogr-1144 99 4 ): ): PUNCT iogr-1144 99 5 87 87 NUM iogr-1144 99 6 - - SYM iogr-1144 99 7 93 93 NUM iogr-1144 99 8 . . PUNCT iogr-1144 100 1 mohsen mohsen PROPN iogr-1144 100 2 , , PUNCT iogr-1144 100 3 a. a. PROPN iogr-1144 100 4 , , PUNCT iogr-1144 100 5 maskeen maskeen PROPN iogr-1144 100 6 , , PUNCT iogr-1144 100 7 a.a a.a PROPN iogr-1144 100 8 , , PUNCT iogr-1144 100 9 and and CCONJ iogr-1144 100 10 sung sung PROPN iogr-1144 100 11 , , PUNCT iogr-1144 100 12 r.r r.r PROPN iogr-1144 100 13 . . PROPN iogr-1144 100 14 2007 2007 NUM iogr-1144 100 15 . . PUNCT iogr-1144 101 1 advanced advanced ADJ iogr-1144 101 2 geological geological ADJ iogr-1144 101 3 modeling modeling NOUN iogr-1144 101 4 and and CCONJ iogr-1144 101 5 uncertainty uncertainty NOUN iogr-1144 101 6 analysis analysis NOUN iogr-1144 101 7 in in ADP iogr-1144 101 8 a a DET iogr-1144 101 9 complex complex ADJ iogr-1144 101 10 clastic clastic ADJ iogr-1144 101 11 gas gas NOUN iogr-1144 101 12 reservoir reservoir NOUN iogr-1144 101 13 from from ADP iogr-1144 101 14 saudi saudi PROPN iogr-1144 101 15 arabia arabia PROPN iogr-1144 101 16 . . PUNCT iogr-1144 102 1 paper paper PROPN iogr-1144 102 2 presented present VERB iogr-1144 102 3 at at ADP iogr-1144 102 4 asia asia PROPN iogr-1144 102 5 pacific pacific PROPN iogr-1144 102 6 oil oil NOUN iogr-1144 102 7 and and CCONJ iogr-1144 102 8 gas gas NOUN iogr-1144 102 9 conference conference NOUN iogr-1144 102 10 and and CCONJ iogr-1144 102 11 exhibition exhibition NOUN iogr-1144 102 12 , , PUNCT iogr-1144 102 13 jakarta jakarta PROPN iogr-1144 102 14 , , PUNCT iogr-1144 102 15 indonesia indonesia PROPN iogr-1144 102 16 , , PUNCT iogr-1144 102 17 30 30 NUM iogr-1144 102 18 october-1 october-1 NOUN iogr-1144 102 19 november november PROPN iogr-1144 102 20 . . PUNCT iogr-1144 103 1 spe-109275 spe-109275 PROPN iogr-1144 103 2 - - PUNCT iogr-1144 103 3 ms ms PROPN iogr-1144 103 4 . . PROPN iogr-1144 103 5 philpot philpot PROPN iogr-1144 103 6 , , PUNCT iogr-1144 103 7 j.a j.a PROPN iogr-1144 103 8 . . PROPN iogr-1144 103 9 , , PUNCT iogr-1144 103 10 mazumder mazumder PROPN iogr-1144 103 11 , , PUNCT iogr-1144 103 12 s. s. PROPN iogr-1144 103 13 , , PUNCT iogr-1144 103 14 naicker naicker PROPN iogr-1144 103 15 , , PUNCT iogr-1144 103 16 s. s. PROPN iogr-1144 103 17 , , PUNCT iogr-1144 103 18 et et PROPN iogr-1144 103 19 al al PROPN iogr-1144 103 20 . . PROPN iogr-1144 103 21 2013 2013 NUM iogr-1144 103 22 . . PUNCT iogr-1144 104 1 coalbed coalbe VERB iogr-1144 104 2 methane methane NOUN iogr-1144 104 3 modelling model VERB iogr-1144 104 4 best good ADJ iogr-1144 104 5 practices practice NOUN iogr-1144 104 6 . . PUNCT iogr-1144 105 1 paper paper NOUN iogr-1144 105 2 presented present VERB iogr-1144 105 3 at at ADP iogr-1144 105 4 international international ADJ iogr-1144 105 5 petroleum petroleum NOUN iogr-1144 105 6 technology technology NOUN iogr-1144 105 7 conference conference NOUN iogr-1144 105 8 , , PUNCT iogr-1144 105 9 beijing beijing PROPN iogr-1144 105 10 , , PUNCT iogr-1144 105 11 china china PROPN iogr-1144 105 12 , , PUNCT iogr-1144 105 13 26 26 NUM iogr-1144 105 14 - - SYM iogr-1144 105 15 28 28 NUM iogr-1144 105 16 march march NOUN iogr-1144 105 17 . . PUNCT iogr-1144 106 1 iptc-17137 iptc-17137 NOUN iogr-1144 106 2 - - PUNCT iogr-1144 106 3 ms ms PROPN iogr-1144 106 4 . . PROPN iogr-1144 106 5 piquet piquet PROPN iogr-1144 106 6 , , PUNCT iogr-1144 106 7 g. g. PROPN iogr-1144 106 8 , , PUNCT iogr-1144 106 9 pivot pivot NOUN iogr-1144 106 10 , , PUNCT iogr-1144 106 11 a.l a.l PROPN iogr-1144 106 12 . . PROPN iogr-1144 106 13 , , PUNCT iogr-1144 106 14 and and CCONJ iogr-1144 106 15 pivot pivot NOUN iogr-1144 106 16 , , PUNCT iogr-1144 106 17 f. f. PROPN iogr-1144 106 18 2013 2013 NUM iogr-1144 106 19 . . PUNCT iogr-1144 107 1 geomodel geomodel PROPN iogr-1144 107 2 geometry geometry NOUN iogr-1144 107 3 distorted distort VERB iogr-1144 107 4 by by ADP iogr-1144 107 5 seismic seismic ADJ iogr-1144 107 6 velocity velocity NOUN iogr-1144 107 7 uncertainties uncertainty NOUN iogr-1144 107 8 . . PUNCT iogr-1144 108 1 paper paper NOUN iogr-1144 108 2 presented present VERB iogr-1144 108 3 at at ADP iogr-1144 108 4 spe spe PROPN iogr-1144 108 5 reservoir reservoir NOUN iogr-1144 108 6 characterization characterization NOUN iogr-1144 108 7 and and CCONJ iogr-1144 108 8 simulation simulation NOUN iogr-1144 108 9 conference conference NOUN iogr-1144 108 10 and and CCONJ iogr-1144 108 11 exhibition exhibition NOUN iogr-1144 108 12 , , PUNCT iogr-1144 108 13 abu abu PROPN iogr-1144 108 14 dhabi dhabi PROPN iogr-1144 108 15 , , PUNCT iogr-1144 108 16 uae uae PROPN iogr-1144 108 17 , , PUNCT iogr-1144 108 18 1618 1618 NUM iogr-1144 108 19 september september PROPN iogr-1144 108 20 . . PUNCT iogr-1144 109 1 spe-165973 spe-165973 PROPN iogr-1144 109 2 - - PUNCT iogr-1144 109 3 ms ms PROPN iogr-1144 109 4 . . PROPN iogr-1144 109 5 shirazi shirazi PROPN iogr-1144 109 6 , , PUNCT iogr-1144 109 7 a.f a.f PROPN iogr-1144 109 8 . . PROPN iogr-1144 109 9 , , PUNCT iogr-1144 109 10 solonitsyn solonitsyn PROPN iogr-1144 109 11 , , PUNCT iogr-1144 109 12 s.v s.v PROPN iogr-1144 109 13 . . PROPN iogr-1144 109 14 , , PUNCT iogr-1144 109 15 and and CCONJ iogr-1144 109 16 kuvaev kuvaev PROPN iogr-1144 109 17 , , PUNCT iogr-1144 109 18 i.a i.a PROPN iogr-1144 109 19 . . PROPN iogr-1144 109 20 2010 2010 NUM iogr-1144 109 21 . . PUNCT iogr-1144 110 1 integrated integrate VERB iogr-1144 110 2 geological geological ADJ iogr-1144 110 3 and and CCONJ iogr-1144 110 4 engineering engineering NOUN iogr-1144 110 5 uncertainty uncertainty NOUN iogr-1144 110 6 analysis analysis NOUN iogr-1144 110 7 workflow workflow NOUN iogr-1144 110 8 , , PUNCT iogr-1144 110 9 lower low ADJ iogr-1144 110 10 permian permian PROPN iogr-1144 110 11 carbonate carbonate NOUN iogr-1144 110 12 reservoir reservoir PROPN iogr-1144 110 13 , , PUNCT iogr-1144 110 14 timan timan NOUN iogr-1144 110 15 - - PUNCT iogr-1144 110 16 pechora pechora NOUN iogr-1144 110 17 basin basin NOUN iogr-1144 110 18 , , PUNCT iogr-1144 110 19 russia russia PROPN iogr-1144 110 20 . . PUNCT iogr-1144 111 1 paper paper PROPN iogr-1144 111 2 presented present VERB iogr-1144 111 3 at at ADP iogr-1144 111 4 spe spe PROPN iogr-1144 111 5 russian russian ADJ iogr-1144 111 6 oil oil NOUN iogr-1144 111 7 and and CCONJ iogr-1144 111 8 gas gas NOUN iogr-1144 111 9 conference conference NOUN iogr-1144 111 10 and and CCONJ iogr-1144 111 11 exhibition exhibition NOUN iogr-1144 111 12 , , PUNCT iogr-1144 111 13 moscow moscow PROPN iogr-1144 111 14 , , PUNCT iogr-1144 111 15 russia russia PROPN iogr-1144 111 16 , , PUNCT iogr-1144 111 17 26 26 NUM iogr-1144 111 18 - - SYM iogr-1144 111 19 28 28 NUM iogr-1144 111 20 october october PROPN iogr-1144 111 21 . . PUNCT iogr-1144 112 1 spe-136322 spe-136322 PROPN iogr-1144 112 2 - - PUNCT iogr-1144 112 3 ru ru PROPN iogr-1144 112 4 . . PROPN iogr-1144 112 5 sharma sharma PROPN iogr-1144 112 6 , , PUNCT iogr-1144 112 7 a. a. PROPN iogr-1144 112 8 , , PUNCT iogr-1144 112 9 leung leung PROPN iogr-1144 112 10 , , PUNCT iogr-1144 112 11 j. j. PROPN iogr-1144 112 12 , , PUNCT iogr-1144 112 13 srinivasan srinivasan PROPN iogr-1144 112 14 , , PUNCT iogr-1144 112 15 s. s. PROPN iogr-1144 112 16 , , PUNCT iogr-1144 112 17 et et PROPN iogr-1144 112 18 al al PROPN iogr-1144 112 19 . . PROPN iogr-1144 112 20 2008 2008 NUM iogr-1144 112 21 . . PUNCT iogr-1144 113 1 an an DET iogr-1144 113 2 integrated integrated ADJ iogr-1144 113 3 approach approach NOUN iogr-1144 113 4 to to ADP iogr-1144 113 5 reservoir reservoir VERB iogr-1144 113 6 uncertainty uncertainty NOUN iogr-1144 113 7 assessment assessment NOUN iogr-1144 113 8 : : PUNCT iogr-1144 113 9 case case NOUN iogr-1144 113 10 study study NOUN iogr-1144 113 11 of of ADP iogr-1144 113 12 a a DET iogr-1144 113 13 gulf gulf PROPN iogr-1144 113 14 of of ADP iogr-1144 113 15 mexico mexico PROPN iogr-1144 113 16 reservoir reservoir PROPN iogr-1144 113 17 . . PUNCT iogr-1144 114 1 paper paper PROPN iogr-1144 114 2 presented present VERB iogr-1144 114 3 as as ADP iogr-1144 114 4 spe spe PROPN iogr-1144 114 5 annual annual ADJ iogr-1144 114 6 technical technical ADJ iogr-1144 114 7 conference conference NOUN iogr-1144 114 8 and and CCONJ iogr-1144 114 9 exhibition exhibition NOUN iogr-1144 114 10 , , PUNCT iogr-1144 114 11 denver denver PROPN iogr-1144 114 12 , , PUNCT iogr-1144 114 13 colorado colorado PROPN iogr-1144 114 14 , , PUNCT iogr-1144 114 15 usa usa PROPN iogr-1144 114 16 , , PUNCT iogr-1144 114 17 21 21 NUM iogr-1144 114 18 - - SYM iogr-1144 114 19 24 24 NUM iogr-1144 114 20 september september PROPN iogr-1144 114 21 . . PUNCT iogr-1144 115 1 spe-116351 spe-116351 NOUN iogr-1144 115 2 - - PUNCT iogr-1144 115 3 ms ms PROPN iogr-1144 115 4 . . PROPN iogr-1144 115 5 zhang zhang PROPN iogr-1144 115 6 , , PUNCT iogr-1144 115 7 m. m. PROPN iogr-1144 115 8 , , PUNCT iogr-1144 115 9 yang yang PROPN iogr-1144 115 10 , , PUNCT iogr-1144 115 11 y. y. PROPN iogr-1144 115 12 , , PUNCT iogr-1144 115 13 xia xia PROPN iogr-1144 115 14 , , PUNCT iogr-1144 115 15 z. z. PROPN iogr-1144 115 16 , , PUNCT iogr-1144 115 17 et et PROPN iogr-1144 115 18 al al PROPN iogr-1144 115 19 . . PROPN iogr-1144 115 20 2014 2014 NUM iogr-1144 115 21 . . PUNCT iogr-1144 116 1 a a DET iogr-1144 116 2 best good ADJ iogr-1144 116 3 practice practice NOUN iogr-1144 116 4 in in ADP iogr-1144 116 5 static static ADJ iogr-1144 116 6 modeling modeling NOUN iogr-1144 116 7 of of ADP iogr-1144 116 8 a a DET iogr-1144 116 9 coalbed coalbe VERB iogr-1144 116 10 - - PUNCT iogr-1144 116 11 methane methane NOUN iogr-1144 116 12 field field NOUN iogr-1144 116 13 : : PUNCT iogr-1144 116 14 an an DET iogr-1144 116 15 example example NOUN iogr-1144 116 16 from from ADP iogr-1144 116 17 the the DET iogr-1144 116 18 bowen bowen PROPN iogr-1144 116 19 basin basin PROPN iogr-1144 116 20 in in ADP iogr-1144 116 21 australia australia PROPN iogr-1144 116 22 . . PUNCT iogr-1144 117 1 spe spe PROPN iogr-1144 117 2 reservoir reservoir PROPN iogr-1144 117 3 evaluation evaluation PROPN iogr-1144 117 4 & & CCONJ iogr-1144 117 5 engineering engineering PROPN iogr-1144 117 6 , , PUNCT iogr-1144 117 7 18(2):10 18(2):10 NUM iogr-1144 117 8 - - SYM iogr-1144 117 9 18 18 NUM iogr-1144 117 10 . . PUNCT iogr-1144 118 1 spe171416 spe171416 PROPN iogr-1144 118 2 - - PUNCT iogr-1144 118 3 pa pa PROPN iogr-1144 118 4 . . PROPN iogr-1144 118 5 zhao zhao PROPN iogr-1144 118 6 , , PUNCT iogr-1144 118 7 c. c. PROPN iogr-1144 118 8 , , PUNCT iogr-1144 118 9 xia xia PROPN iogr-1144 118 10 , , PUNCT iogr-1144 118 11 z. z. PROPN iogr-1144 118 12 , , PUNCT iogr-1144 118 13 zheng zheng PROPN iogr-1144 118 14 , , PUNCT iogr-1144 118 15 k. k. PROPN iogr-1144 118 16 , , PUNCT iogr-1144 118 17 et et PROPN iogr-1144 118 18 al al PROPN iogr-1144 118 19 . . PROPN iogr-1144 118 20 2014 2014 NUM iogr-1144 118 21 . . PUNCT iogr-1144 119 1 integrated integrate VERB iogr-1144 119 2 assessment assessment NOUN iogr-1144 119 3 of of ADP iogr-1144 119 4 pilot pilot NOUN iogr-1144 119 5 performance performance NOUN iogr-1144 119 6 of of ADP iogr-1144 119 7 surface surface NOUN iogr-1144 119 8 to to ADP iogr-1144 119 9 in in ADP iogr-1144 119 10 - - PUNCT iogr-1144 119 11 seam seam NOUN iogr-1144 119 12 wells well NOUN iogr-1144 119 13 to to ADP iogr-1144 119 14 de de NOUN iogr-1144 119 15 - - NOUN iogr-1144 119 16 risk risk NOUN iogr-1144 119 17 and and CCONJ iogr-1144 119 18 quantify quantify VERB iogr-1144 119 19 subsurface subsurface NOUN iogr-1144 119 20 uncertainty uncertainty NOUN iogr-1144 119 21 for for ADP iogr-1144 119 22 a a DET iogr-1144 119 23 coalbed coalbe VERB iogr-1144 119 24 methane methane NOUN iogr-1144 119 25 project project NOUN iogr-1144 119 26 : : PUNCT iogr-1144 119 27 an an DET iogr-1144 119 28 example example NOUN iogr-1144 119 29 from from ADP iogr-1144 119 30 the the DET iogr-1144 119 31 bowen bowen PROPN iogr-1144 119 32 basin basin PROPN iogr-1144 119 33 in in ADP iogr-1144 119 34 australia australia PROPN iogr-1144 119 35 . . PUNCT iogr-1144 120 1 paper paper PROPN iogr-1144 120 2 presented present VERB iogr-1144 120 3 at at ADP iogr-1144 120 4 spe spe PROPN iogr-1144 120 5 / / SYM iogr-1144 120 6 eage eage NOUN iogr-1144 120 7 european european ADJ iogr-1144 120 8 unconventional unconventional ADJ iogr-1144 120 9 resources resource NOUN iogr-1144 120 10 conference conference NOUN iogr-1144 120 11 and and CCONJ iogr-1144 120 12 exhibition exhibition NOUN iogr-1144 120 13 , , PUNCT iogr-1144 120 14 vienna vienna PROPN iogr-1144 120 15 , , PUNCT iogr-1144 120 16 austria austria PROPN iogr-1144 120 17 , , PUNCT iogr-1144 120 18 25 25 NUM iogr-1144 120 19 - - SYM iogr-1144 120 20 27 27 NUM iogr-1144 120 21 february february NOUN iogr-1144 120 22 . . PUNCT iogr-1144 121 1 spe-167766 spe-167766 ADJ iogr-1144 121 2 - - PUNCT iogr-1144 121 3 ms ms PROPN iogr-1144 121 4 . . PROPN iogr-1144 121 5 yong yong PROPN iogr-1144 121 6 yang yang PROPN iogr-1144 121 7 is be AUX iogr-1144 121 8 a a DET iogr-1144 121 9 senior senior ADJ iogr-1144 121 10 engineer engineer NOUN iogr-1144 121 11 in in ADP iogr-1144 121 12 petroleum petroleum NOUN iogr-1144 121 13 exploration exploration NOUN iogr-1144 121 14 and and CCONJ iogr-1144 121 15 development development NOUN iogr-1144 121 16 research research PROPN iogr-1144 121 17 institute institute PROPN iogr-1144 121 18 , , PUNCT iogr-1144 121 19 petrochina petrochina PROPN iogr-1144 121 20 , , PUNCT iogr-1144 121 21 beijing beijing PROPN iogr-1144 121 22 . . PUNCT iogr-1144 122 1 dr dr PROPN iogr-1144 122 2 . . PROPN iogr-1144 122 3 yang yang PROPN iogr-1144 122 4 specializes specialize VERB iogr-1144 122 5 in in ADP iogr-1144 122 6 production production NOUN iogr-1144 122 7 analysis analysis NOUN iogr-1144 122 8 , , PUNCT iogr-1144 122 9 reservoir reservoir NOUN iogr-1144 122 10 simulation simulation NOUN iogr-1144 122 11 , , PUNCT iogr-1144 122 12 and and CCONJ iogr-1144 122 13 unconventional unconventional ADJ iogr-1144 122 14 reservoirs reservoir NOUN iogr-1144 122 15 . . PUNCT iogr-1144 123 1 ming ming PROPN iogr-1144 123 2 zhang zhang PROPN iogr-1144 123 3 is be AUX iogr-1144 123 4 a a DET iogr-1144 123 5 senior senior ADJ iogr-1144 123 6 engineer engineer NOUN iogr-1144 123 7 in in ADP iogr-1144 123 8 petroleum petroleum NOUN iogr-1144 123 9 exploration exploration NOUN iogr-1144 123 10 and and CCONJ iogr-1144 123 11 development development NOUN iogr-1144 123 12 research research PROPN iogr-1144 123 13 institute institute PROPN iogr-1144 123 14 , , PUNCT iogr-1144 123 15 petrochina petrochina PROPN iogr-1144 123 16 , , PUNCT iogr-1144 123 17 beijing beijing PROPN iogr-1144 123 18 . . PUNCT iogr-1144 124 1 dr dr PROPN iogr-1144 124 2 . . PROPN iogr-1144 124 3 zhang zhang PROPN iogr-1144 124 4 specializes specialize VERB iogr-1144 124 5 in in ADP iogr-1144 124 6 production production NOUN iogr-1144 124 7 analysis analysis NOUN iogr-1144 124 8 , , PUNCT iogr-1144 124 9 reservoir reservoir NOUN iogr-1144 124 10 simulation simulation NOUN iogr-1144 124 11 , , PUNCT iogr-1144 124 12 and and CCONJ iogr-1144 124 13 unconventional unconventional ADJ iogr-1144 124 14 reservoirs reservoir NOUN iogr-1144 124 15 . . PUNCT iogr-1144 125 1 aifang aifang PROPN iogr-1144 125 2 bie bie PROPN iogr-1144 125 3 is be AUX iogr-1144 125 4 a a DET iogr-1144 125 5 senior senior ADJ iogr-1144 125 6 engineer engineer NOUN iogr-1144 125 7 in in ADP iogr-1144 125 8 petroleum petroleum NOUN iogr-1144 125 9 exploration exploration NOUN iogr-1144 125 10 and and CCONJ iogr-1144 125 11 development development NOUN iogr-1144 125 12 research research PROPN iogr-1144 125 13 institute institute PROPN iogr-1144 125 14 , , PUNCT iogr-1144 125 15 petrochina petrochina PROPN iogr-1144 125 16 , , PUNCT iogr-1144 125 17 beijing beijing PROPN iogr-1144 125 18 . . PUNCT iogr-1144 126 1 dr dr PROPN iogr-1144 126 2 . . PROPN iogr-1144 126 3 bie bie PROPN iogr-1144 126 4 specializes specialize VERB iogr-1144 126 5 in in ADP iogr-1144 126 6 production production NOUN iogr-1144 126 7 analysis analysis NOUN iogr-1144 126 8 , , PUNCT iogr-1144 126 9 reservoir reservoir NOUN iogr-1144 126 10 simulation simulation NOUN iogr-1144 126 11 , , PUNCT iogr-1144 126 12 and and CCONJ iogr-1144 126 13 unconventional unconventional ADJ iogr-1144 126 14 reservoirs reservoir NOUN iogr-1144 126 15 . . PUNCT iogr-1144 127 1 7 7 NUM iogr-1144 127 2 zehong zehong PROPN iogr-1144 127 3 cui cui NOUN iogr-1144 127 4 is be AUX iogr-1144 127 5 a a DET iogr-1144 127 6 senior senior ADJ iogr-1144 127 7 engineer engineer NOUN iogr-1144 127 8 in in ADP iogr-1144 127 9 petroleum petroleum NOUN iogr-1144 127 10 exploration exploration NOUN iogr-1144 127 11 and and CCONJ iogr-1144 127 12 development development NOUN iogr-1144 127 13 research research PROPN iogr-1144 127 14 institute institute PROPN iogr-1144 127 15 , , PUNCT iogr-1144 127 16 petrochina petrochina PROPN iogr-1144 127 17 , , PUNCT iogr-1144 127 18 beijing beijing PROPN iogr-1144 127 19 . . PUNCT iogr-1144 128 1 dr dr PROPN iogr-1144 128 2 . . PROPN iogr-1144 128 3 cui cui PROPN iogr-1144 128 4 specializes specialize VERB iogr-1144 128 5 in in ADP iogr-1144 128 6 production production NOUN iogr-1144 128 7 analysis analysis NOUN iogr-1144 128 8 , , PUNCT iogr-1144 128 9 reservoir reservoir NOUN iogr-1144 128 10 simulation simulation NOUN iogr-1144 128 11 , , PUNCT iogr-1144 128 12 and and CCONJ iogr-1144 128 13 unconventional unconventional ADJ iogr-1144 128 14 reservoirs reservoir NOUN iogr-1144 128 15 . . PUNCT iogr-1144 129 1 zhaohui zhaohui PROPN iogr-1144 129 2 xia xia PROPN iogr-1144 129 3 is be AUX iogr-1144 129 4 a a DET iogr-1144 129 5 senior senior ADJ iogr-1144 129 6 engineer engineer NOUN iogr-1144 129 7 in in ADP iogr-1144 129 8 petroleum petroleum NOUN iogr-1144 129 9 exploration exploration NOUN iogr-1144 129 10 and and CCONJ iogr-1144 129 11 development development NOUN iogr-1144 129 12 research research PROPN iogr-1144 129 13 institute institute PROPN iogr-1144 129 14 , , PUNCT iogr-1144 129 15 petrochina petrochina PROPN iogr-1144 129 16 , , PUNCT iogr-1144 129 17 beijing beijing PROPN iogr-1144 129 18 . . PUNCT iogr-1144 130 1 dr dr PROPN iogr-1144 130 2 . . PROPN iogr-1144 130 3 xia xia PROPN iogr-1144 130 4 specializes specialize VERB iogr-1144 130 5 in in ADP iogr-1144 130 6 production production NOUN iogr-1144 130 7 analysis analysis NOUN iogr-1144 130 8 , , PUNCT iogr-1144 130 9 reservoir reservoir NOUN iogr-1144 130 10 simulation simulation NOUN iogr-1144 130 11 , , PUNCT iogr-1144 130 12 and and CCONJ iogr-1144 130 13 unconventional unconventional ADJ iogr-1144 130 14 reservoirs reservoir NOUN iogr-1144 130 15 . . PUNCT