id sid tid token lemma pos b2773t9679r 1 1 this this DET b2773t9679r 1 2 work work NOUN b2773t9679r 1 3 addresses address VERB b2773t9679r 1 4 research research NOUN b2773t9679r 1 5 questions question NOUN b2773t9679r 1 6 important important ADJ b2773t9679r 1 7 to to ADP b2773t9679r 1 8 the the DET b2773t9679r 1 9 dynamic dynamic ADJ b2773t9679r 1 10 , , PUNCT b2773t9679r 1 11 datadriven datadriven ADJ b2773t9679r 1 12 application application NOUN b2773t9679r 1 13 systems system NOUN b2773t9679r 1 14 ( ( PUNCT b2773t9679r 1 15 dddas dddas PROPN b2773t9679r 1 16 ) ) PUNCT b2773t9679r 1 17 community community NOUN b2773t9679r 1 18 : : PUNCT b2773t9679r 1 19 specifically specifically ADV b2773t9679r 1 20 how how SCONJ b2773t9679r 1 21 to to PART b2773t9679r 1 22 create create VERB b2773t9679r 1 23 , , PUNCT b2773t9679r 1 24 update update VERB b2773t9679r 1 25 and and CCONJ b2773t9679r 1 26 validate validate NOUN b2773t9679r 1 27 simulations simulation NOUN b2773t9679r 1 28 instantiated instantiate VERB b2773t9679r 1 29 from from ADP b2773t9679r 1 30 streaming stream VERB b2773t9679r 1 31 sensor sensor NOUN b2773t9679r 1 32 data datum NOUN b2773t9679r 1 33 . . PUNCT b2773t9679r 2 1 the the DET b2773t9679r 2 2 use use NOUN b2773t9679r 2 3 of of ADP b2773t9679r 2 4 agent agent NOUN b2773t9679r 2 5 - - PUNCT b2773t9679r 2 6 based base VERB b2773t9679r 2 7 modeling modeling NOUN b2773t9679r 2 8 simulations simulation NOUN b2773t9679r 2 9 in in ADP b2773t9679r 2 10 an an DET b2773t9679r 2 11 online online ADJ b2773t9679r 2 12 context context NOUN b2773t9679r 2 13 presents present VERB b2773t9679r 2 14 several several ADJ b2773t9679r 2 15 challenges challenge NOUN b2773t9679r 2 16 : : PUNCT b2773t9679r 2 17 simulations simulation NOUN b2773t9679r 2 18 must must AUX b2773t9679r 2 19 demonstrate demonstrate VERB b2773t9679r 2 20 good good ADJ b2773t9679r 2 21 runtime runtime NOUN b2773t9679r 2 22 characteristics characteristic NOUN b2773t9679r 2 23 , , PUNCT b2773t9679r 2 24 yet yet ADV b2773t9679r 2 25 in in ADP b2773t9679r 2 26 order order NOUN b2773t9679r 2 27 to to PART b2773t9679r 2 28 fit fit VERB b2773t9679r 2 29 in in ADP b2773t9679r 2 30 our our PRON b2773t9679r 2 31 validation validation NOUN b2773t9679r 2 32 framework framework NOUN b2773t9679r 2 33 , , PUNCT b2773t9679r 2 34 the the DET b2773t9679r 2 35 simulations simulation NOUN b2773t9679r 2 36 must must AUX b2773t9679r 2 37 be be AUX b2773t9679r 2 38 modular modular ADJ b2773t9679r 2 39 and and CCONJ b2773t9679r 2 40 allow allow VERB b2773t9679r 2 41 for for ADP b2773t9679r 2 42 alternative alternative ADJ b2773t9679r 2 43 models model NOUN b2773t9679r 2 44 of of ADP b2773t9679r 2 45 human human ADJ b2773t9679r 2 46 behavior behavior NOUN b2773t9679r 2 47 . . PUNCT b2773t9679r 3 1 we we PRON b2773t9679r 3 2 present present VERB b2773t9679r 3 3 a a DET b2773t9679r 3 4 simulation simulation NOUN b2773t9679r 3 5 of of ADP b2773t9679r 3 6 pedestrian pedestrian NOUN b2773t9679r 3 7 movement movement NOUN b2773t9679r 3 8 we we PRON b2773t9679r 3 9 have have AUX b2773t9679r 3 10 developed develop VERB b2773t9679r 3 11 according accord VERB b2773t9679r 3 12 to to ADP b2773t9679r 3 13 our our PRON b2773t9679r 3 14 revised revise VERB b2773t9679r 3 15 simulation simulation NOUN b2773t9679r 3 16 design design NOUN b2773t9679r 3 17 criteria criterion NOUN b2773t9679r 3 18 , , PUNCT b2773t9679r 3 19 built build VERB b2773t9679r 3 20 using use VERB b2773t9679r 3 21 techniques technique NOUN b2773t9679r 3 22 from from ADP b2773t9679r 3 23 design design NOUN b2773t9679r 3 24 patterns pattern NOUN b2773t9679r 3 25 and and CCONJ b2773t9679r 3 26 pattern pattern NOUN b2773t9679r 3 27 oriented orient VERB b2773t9679r 3 28 modeling modeling NOUN b2773t9679r 3 29 . . PUNCT b2773t9679r 4 1 we we PRON b2773t9679r 4 2 present present VERB b2773t9679r 4 3 a a DET b2773t9679r 4 4 thorough thorough ADJ b2773t9679r 4 5 evaluation evaluation NOUN b2773t9679r 4 6 of of ADP b2773t9679r 4 7 the the DET b2773t9679r 4 8 simulation simulation NOUN b2773t9679r 4 9 in in ADP b2773t9679r 4 10 terms term NOUN b2773t9679r 4 11 of of ADP b2773t9679r 4 12 model model NOUN b2773t9679r 4 13 validation validation NOUN b2773t9679r 4 14 , , PUNCT b2773t9679r 4 15 simulation simulation NOUN b2773t9679r 4 16 design design NOUN b2773t9679r 4 17 and and CCONJ b2773t9679r 4 18 runtime runtime NOUN b2773t9679r 4 19 characteristics characteristic NOUN b2773t9679r 4 20 . . PUNCT b2773t9679r 5 1 we we PRON b2773t9679r 5 2 present present VERB b2773t9679r 5 3 and and CCONJ b2773t9679r 5 4 evaluate evaluate VERB b2773t9679r 5 5 methods method NOUN b2773t9679r 5 6 for for ADP b2773t9679r 5 7 online online ADJ b2773t9679r 5 8 validation validation NOUN b2773t9679r 5 9 of of ADP b2773t9679r 5 10 agent agent NOUN b2773t9679r 5 11 - - PUNCT b2773t9679r 5 12 based base VERB b2773t9679r 5 13 models model NOUN b2773t9679r 5 14 ( ( PUNCT b2773t9679r 5 15 abm abm PROPN b2773t9679r 5 16 ) ) PUNCT b2773t9679r 5 17 . . PUNCT b2773t9679r 6 1 we we PRON b2773t9679r 6 2 introduce introduce VERB b2773t9679r 6 3 an an DET b2773t9679r 6 4 aggregate aggregate ADJ b2773t9679r 6 5 method method NOUN b2773t9679r 6 6 for for ADP b2773t9679r 6 7 online online ADJ b2773t9679r 6 8 creation creation NOUN b2773t9679r 6 9 and and CCONJ b2773t9679r 6 10 updating updating NOUN b2773t9679r 6 11 of of ADP b2773t9679r 6 12 abm abm ADJ b2773t9679r 6 13 simulations simulation NOUN b2773t9679r 6 14 and and CCONJ b2773t9679r 6 15 evaluate evaluate VERB b2773t9679r 6 16 the the DET b2773t9679r 6 17 approach approach NOUN b2773t9679r 6 18 against against ADP b2773t9679r 6 19 alternatives alternative NOUN b2773t9679r 6 20 . . PUNCT b2773t9679r 7 1 we we PRON b2773t9679r 7 2 have have AUX b2773t9679r 7 3 developed develop VERB b2773t9679r 7 4 answers answer NOUN b2773t9679r 7 5 to to ADP b2773t9679r 7 6 these these DET b2773t9679r 7 7 questions question NOUN b2773t9679r 7 8 through through ADP b2773t9679r 7 9 the the DET b2773t9679r 7 10 design design NOUN b2773t9679r 7 11 and and CCONJ b2773t9679r 7 12 implementation implementation NOUN b2773t9679r 7 13 of of ADP b2773t9679r 7 14 a a DET b2773t9679r 7 15 dddas dddas PROPN b2773t9679r 7 16 application application NOUN b2773t9679r 7 17 , , PUNCT b2773t9679r 7 18 the the DET b2773t9679r 7 19 wiper wiper NOUN b2773t9679r 7 20 system system NOUN b2773t9679r 7 21 . . PUNCT b2773t9679r 8 1 the the DET b2773t9679r 8 2 wireless wireless ADJ b2773t9679r 8 3 integrated integrated ADJ b2773t9679r 8 4 phone phone NOUN b2773t9679r 8 5 - - PUNCT b2773t9679r 8 6 based base VERB b2773t9679r 8 7 emergency emergency NOUN b2773t9679r 8 8 response response NOUN b2773t9679r 8 9 system system NOUN b2773t9679r 8 10 is be AUX b2773t9679r 8 11 designed design VERB b2773t9679r 8 12 to to PART b2773t9679r 8 13 provide provide VERB b2773t9679r 8 14 emergency emergency NOUN b2773t9679r 8 15 responders responder NOUN b2773t9679r 8 16 with with ADP b2773t9679r 8 17 timely timely ADJ b2773t9679r 8 18 information information NOUN b2773t9679r 8 19 on on ADP b2773t9679r 8 20 the the DET b2773t9679r 8 21 status status NOUN b2773t9679r 8 22 of of ADP b2773t9679r 8 23 a a DET b2773t9679r 8 24 city city NOUN b2773t9679r 8 25 or or CCONJ b2773t9679r 8 26 region region NOUN b2773t9679r 8 27 , , PUNCT b2773t9679r 8 28 as as ADV b2773t9679r 8 29 well well ADV b2773t9679r 8 30 as as ADP b2773t9679r 8 31 the the DET b2773t9679r 8 32 capability capability NOUN b2773t9679r 8 33 to to PART b2773t9679r 8 34 detect detect VERB b2773t9679r 8 35 , , PUNCT b2773t9679r 8 36 follow follow VERB b2773t9679r 8 37 and and CCONJ b2773t9679r 8 38 possibly possibly ADV b2773t9679r 8 39 predict predict VERB b2773t9679r 8 40 crisis crisis NOUN b2773t9679r 8 41 events event NOUN b2773t9679r 8 42 . . PUNCT b2773t9679r 9 1 wiper wiper NOUN b2773t9679r 9 2 uses use VERB b2773t9679r 9 3 the the DET b2773t9679r 9 4 dddas ddda NOUN b2773t9679r 9 5 approach approach NOUN b2773t9679r 9 6 to to PART b2773t9679r 9 7 process process VERB b2773t9679r 9 8 streaming stream VERB b2773t9679r 9 9 information information NOUN b2773t9679r 9 10 from from ADP b2773t9679r 9 11 a a DET b2773t9679r 9 12 cellular cellular ADJ b2773t9679r 9 13 phone phone NOUN b2773t9679r 9 14 service service NOUN b2773t9679r 9 15 provider provider NOUN b2773t9679r 9 16 to to PART b2773t9679r 9 17 detect detect VERB b2773t9679r 9 18 and and CCONJ b2773t9679r 9 19 predict predict VERB b2773t9679r 9 20 crisis crisis NOUN b2773t9679r 9 21 events event NOUN b2773t9679r 9 22 . . PUNCT b2773t9679r 10 1 we we PRON b2773t9679r 10 2 demonstrate demonstrate VERB b2773t9679r 10 3 that that SCONJ b2773t9679r 10 4 real real ADJ b2773t9679r 10 5 time time NOUN b2773t9679r 10 6 simulation simulation NOUN b2773t9679r 10 7 of of ADP b2773t9679r 10 8 pedestrian pedestrian NOUN b2773t9679r 10 9 crowds crowd NOUN b2773t9679r 10 10 is be AUX b2773t9679r 10 11 possible possible ADJ b2773t9679r 10 12 with with ADP b2773t9679r 10 13 our our PRON b2773t9679r 10 14 agent agent NOUN b2773t9679r 10 15 - - PUNCT b2773t9679r 10 16 based base VERB b2773t9679r 10 17 modeling modeling NOUN b2773t9679r 10 18 simulation simulation NOUN b2773t9679r 10 19 and and CCONJ b2773t9679r 10 20 present present ADJ b2773t9679r 10 21 upper upper ADJ b2773t9679r 10 22 bounds bound NOUN b2773t9679r 10 23 on on ADP b2773t9679r 10 24 the the DET b2773t9679r 10 25 population population NOUN b2773t9679r 10 26 size size NOUN b2773t9679r 10 27 that that PRON b2773t9679r 10 28 can can AUX b2773t9679r 10 29 be be AUX b2773t9679r 10 30 simulated simulate VERB b2773t9679r 10 31 in in ADP b2773t9679r 10 32 real real ADJ b2773t9679r 10 33 time time NOUN b2773t9679r 10 34 . . PUNCT b2773t9679r 11 1 we we PRON b2773t9679r 11 2 show show VERB b2773t9679r 11 3 that that SCONJ b2773t9679r 11 4 for for ADP b2773t9679r 11 5 certain certain ADJ b2773t9679r 11 6 validation validation NOUN b2773t9679r 11 7 measures measure NOUN b2773t9679r 11 8 , , PUNCT b2773t9679r 11 9 our our PRON b2773t9679r 11 10 validation validation NOUN b2773t9679r 11 11 approach approach NOUN b2773t9679r 11 12 yields yield VERB b2773t9679r 11 13 100 100 NUM b2773t9679r 11 14 % % NOUN b2773t9679r 11 15 accuracy accuracy NOUN b2773t9679r 11 16 at at ADP b2773t9679r 11 17 selecting select VERB b2773t9679r 11 18 model model NOUN b2773t9679r 11 19 type type NOUN b2773t9679r 11 20 based base VERB b2773t9679r 11 21 on on ADP b2773t9679r 11 22 simulation simulation NOUN b2773t9679r 11 23 output output NOUN b2773t9679r 11 24 . . PUNCT b2773t9679r 12 1 the the DET b2773t9679r 12 2 results result NOUN b2773t9679r 12 3 of of ADP b2773t9679r 12 4 our our PRON b2773t9679r 12 5 updating updating ADJ b2773t9679r 12 6 approach approach NOUN b2773t9679r 12 7 demonstrates demonstrate VERB b2773t9679r 12 8 that that SCONJ b2773t9679r 12 9 aggregate aggregate NOUN b2773t9679r 12 10 updating updating NOUN b2773t9679r 12 11 is be AUX b2773t9679r 12 12 competitive competitive ADJ b2773t9679r 12 13 with with ADP b2773t9679r 12 14 one one NUM b2773t9679r 12 15 - - PUNCT b2773t9679r 12 16 to to ADP b2773t9679r 12 17 - - PUNCT b2773t9679r 12 18 one one NUM b2773t9679r 12 19 agent agent NOUN b2773t9679r 12 20 - - PUNCT b2773t9679r 12 21 to to ADP b2773t9679r 12 22 - - PUNCT b2773t9679r 12 23 referent referent NOUN b2773t9679r 12 24 reparameterization reparameterization NOUN b2773t9679r 12 25 under under ADP b2773t9679r 12 26 certain certain ADJ b2773t9679r 12 27 conditions condition NOUN b2773t9679r 12 28 . . PUNCT