{"id":"https://openalex.org/W3008302162","doi":"https://doi.org/10.1109/wsc40007.2019.9004890","title":"Enhancing Realism in Simulation Through Deep Learning","display_name":"Enhancing Realism in Simulation Through Deep Learning","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3008302162","doi":"https://doi.org/10.1109/wsc40007.2019.9004890","mag":"3008302162"},"language":"en","primary_location":{"id":"doi:10.1109/wsc40007.2019.9004890","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc40007.2019.9004890","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070274749","display_name":"Muhammad Shalihin Bin Othman","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Muhammad Shalihin Bin Othman","raw_affiliation_strings":["Department of Computer Science, National University of Singapore, Singapore City, SINGAPORE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Singapore, Singapore City, SINGAPORE","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014868878","display_name":"Gary Tan","orcid":"https://orcid.org/0000-0002-6714-2092"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Gary Tan","raw_affiliation_strings":["Department of Computer Science, National University of Singapore, Singapore City, SINGAPORE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Singapore, Singapore City, SINGAPORE","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2795","last_page":"2806"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8260512351989746},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7017992734909058},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6623926162719727},{"id":"https://openalex.org/keywords/realism","display_name":"Realism","score":0.5876709222793579},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5820201635360718},{"id":"https://openalex.org/keywords/simulation-modeling","display_name":"Simulation modeling","score":0.47897768020629883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46984973549842834},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.36651378870010376},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10539746284484863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8260512351989746},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7017992734909058},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6623926162719727},{"id":"https://openalex.org/C543847140","wikidata":"https://www.wikidata.org/wiki/Q2642826","display_name":"Realism","level":2,"score":0.5876709222793579},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5820201635360718},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.47897768020629883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46984973549842834},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.36651378870010376},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10539746284484863},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wsc40007.2019.9004890","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc40007.2019.9004890","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1570448133","https://openalex.org/W2058281788","https://openalex.org/W2064675550","https://openalex.org/W2122185974","https://openalex.org/W2122923407","https://openalex.org/W2150355110","https://openalex.org/W2153824747","https://openalex.org/W2162297528","https://openalex.org/W2163128839","https://openalex.org/W2274287116","https://openalex.org/W2295035117","https://openalex.org/W2303812102","https://openalex.org/W2402144811","https://openalex.org/W2407776548","https://openalex.org/W2754045346","https://openalex.org/W2768163147","https://openalex.org/W2804818962","https://openalex.org/W2896676575","https://openalex.org/W2909377537","https://openalex.org/W2909457255","https://openalex.org/W2953384591","https://openalex.org/W2963153906","https://openalex.org/W2964121744","https://openalex.org/W2964350391","https://openalex.org/W4237775812","https://openalex.org/W4239137788","https://openalex.org/W4244130445","https://openalex.org/W4248815512","https://openalex.org/W4253562030","https://openalex.org/W6631190155","https://openalex.org/W6694260854","https://openalex.org/W6697383064","https://openalex.org/W6698187087","https://openalex.org/W6713134421","https://openalex.org/W6713582272"],"related_works":["https://openalex.org/W2405962319","https://openalex.org/W3120276808","https://openalex.org/W1544864354","https://openalex.org/W3208006938","https://openalex.org/W1997483715","https://openalex.org/W4372782270","https://openalex.org/W2602530465","https://openalex.org/W4285082944","https://openalex.org/W2665617516","https://openalex.org/W3022357654"],"abstract_inverted_index":{"Modeling":[0],"and":[1,8,16,31,60,91],"simulation":[2,56,81,121],"have":[3,18],"been":[4],"around":[5],"for":[6,42,123],"years":[7],"its":[9,20,29],"application":[10],"to":[11,27,65,75,79,134,145],"study":[12],"several":[13],"different":[14],"systems":[15],"processes":[17],"proven":[19],"practical":[21],"importance.":[22],"Various":[23],"research":[24],"has":[25],"sought":[26],"optimize":[28],"performance":[30],"capabilities,":[32],"but":[33],"few":[34],"address":[35],"the":[36,45,53,87,93,96,100,107,112,129],"issues":[37,51],"of":[38,95,102,114],"generating":[39,140],"realistic":[40,77],"inputs":[41,78],"simulating":[43],"into":[44,120],"future.":[46],"In":[47],"this":[48,105],"paper,":[49],"some":[50],"in":[52,139],"commonly":[54],"used":[55],"flow":[57],"were":[58],"identified":[59],"deep":[61,116],"learning":[62,69,117],"was":[63],"introduced":[64],"enhance":[66],"realism":[67],"by":[68],"historical":[70],"data":[71],"progressively,":[72],"so":[73],"as":[74,143],"generate":[76],"a":[80],"model.":[82],"We":[83],"focus":[84],"on":[85],"improving":[86],"input":[88,141],"generation":[89],"phase":[90],"not":[92],"model":[94],"system":[97],"itself.":[98],"To":[99],"best":[101],"our":[103],"knowledge,":[104],"is":[106],"first":[108],"work":[109],"that":[110,128],"realizes":[111],"possibility":[113],"integrating":[115],"models":[118,122],"directly":[119],"general-purpose":[124],"applications.":[125],"Experiments":[126],"showed":[127],"proposed":[130],"methods":[131],"are":[132],"able":[133],"achieve":[135],"higher":[136],"overall":[137],"accuracy":[138],"sequences":[142],"compared":[144],"current":[146],"state-of-art.":[147]},"counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
