{"id":"https://openalex.org/W4403863944","doi":"https://doi.org/10.23919/annsim61499.2024.10732881","title":"Data-Driven Reconstruction of Processes From Pedestrian Trajectories","display_name":"Data-Driven Reconstruction of Processes From Pedestrian Trajectories","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4403863944","doi":"https://doi.org/10.23919/annsim61499.2024.10732881"},"language":"en","primary_location":{"id":"doi:10.23919/annsim61499.2024.10732881","is_oa":false,"landing_page_url":"https://doi.org/10.23919/annsim61499.2024.10732881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Annual Modeling and Simulation Conference (ANNSIM)","raw_type":"proceedings-article"},"type":"article","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/A5042418798","display_name":"Elena Eftimova","orcid":null},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Elena Eftimova","raw_affiliation_strings":["German Aerospace Center (DLR),Institute for the Protection of Terrestrial Infrastructures,Sankt Augustin,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR),Institute for the Protection of Terrestrial Infrastructures,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114443977","display_name":"Christoph Nellinger","orcid":null},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Nellinger","raw_affiliation_strings":["German Aerospace Center (DLR),Institute for the Protection of Terrestrial Infrastructures,Sankt Augustin,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR),Institute for the Protection of Terrestrial Infrastructures,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044045901","display_name":"Tobias Koch","orcid":"https://orcid.org/0000-0003-2988-982X"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Koch","raw_affiliation_strings":["German Aerospace Center (DLR),Institute for the Protection of Terrestrial Infrastructures,Sankt Augustin,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR),Institute for the Protection of Terrestrial Infrastructures,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I2898391981"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042418798"],"corresponding_institution_ids":["https://openalex.org/I2898391981"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18073596,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9053999781608582,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9053999781608582,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pedestrian","display_name":"Pedestrian","score":0.8087134957313538},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6327106356620789},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.4672638773918152},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33398860692977905},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.20544123649597168},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15393072366714478},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08053216338157654}],"concepts":[{"id":"https://openalex.org/C2777113093","wikidata":"https://www.wikidata.org/wiki/Q221488","display_name":"Pedestrian","level":2,"score":0.8087134957313538},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6327106356620789},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.4672638773918152},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33398860692977905},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.20544123649597168},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15393072366714478},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08053216338157654},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/annsim61499.2024.10732881","is_oa":false,"landing_page_url":"https://doi.org/10.23919/annsim61499.2024.10732881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Annual Modeling and Simulation Conference (ANNSIM)","raw_type":"proceedings-article"},{"id":"pmh:oai:elib.dlr.de:205120","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ANNSIM61499.2024.10732881>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2064323239","https://openalex.org/W2325217181","https://openalex.org/W2605887334","https://openalex.org/W2740924709","https://openalex.org/W2773773304","https://openalex.org/W2773875116","https://openalex.org/W2968014400","https://openalex.org/W3036350439","https://openalex.org/W3198088674","https://openalex.org/W3214939895","https://openalex.org/W4205691354","https://openalex.org/W4252992828","https://openalex.org/W4308086975","https://openalex.org/W6634577760","https://openalex.org/W6658242818","https://openalex.org/W6746653827","https://openalex.org/W6751864140","https://openalex.org/W6755650253","https://openalex.org/W6794618735","https://openalex.org/W6795004751","https://openalex.org/W6926453263"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2392100589","https://openalex.org/W2512789322","https://openalex.org/W3122828758","https://openalex.org/W2101960027","https://openalex.org/W4205958986","https://openalex.org/W2197846993","https://openalex.org/W49697837"],"abstract_inverted_index":{"Agent-based":[0],"simulations":[1],"can":[2],"be":[3,20,129],"helpful":[4],"in":[5,22,88,105,138],"understanding":[6],"the":[7,72,81,85,132],"complex":[8,24],"dynamics":[9],"of":[10,44,54,100,135],"human":[11],"behavior.":[12],"Data-driven":[13],"approaches":[14],"for":[15,71,131],"this":[16],"purpose":[17],"show":[18],"to":[19,35,114],"promising":[21],"extracting":[23,50],"features,":[25],"without":[26],"relying":[27],"on":[28],"system-specific":[29],"expert":[30],"knowledge.":[31],"This":[32],"work":[33],"aims":[34],"develop":[36],"a":[37,65,143],"data-driven":[38],"approach":[39],"that":[40],"enables":[41],"automatic":[42,133],"generation":[43],"agent-based":[45],"pedestrian":[46,66,136],"flow":[47],"models,":[48],"by":[49,121],"and":[51,91,98,116],"classifying":[52],"regions":[53],"interest":[55],"from":[56,64,80],"trajectory":[57],"data.":[58,124],"For":[59],"validation":[60],"purposes,":[61],"synthetic":[62],"data":[63],"movement":[67],"simulation":[68],"was":[69],"used":[70],"method":[73],"development.":[74],"We":[75],"identify":[76],"stay":[77],"point":[78],"areas":[79,97],"resulting":[82],"trajectories,":[83],"classify":[84],"processes":[86,101],"occurring":[87],"these":[89,119],"areas,":[90],"reconstruct":[92],"their":[93],"properties.":[94],"The":[95],"relevant":[96],"types":[99],"were":[102],"successfully":[103],"extracted":[104],"four":[106],"different":[107],"case":[108],"scenarios.":[109],"However,":[110],"it":[111],"is":[112],"necessary":[113],"test":[115],"subsequently":[117],"improve":[118],"methods":[120,127],"using":[122],"real":[123],"Ultimately,":[125],"our":[126],"should":[128],"applied":[130],"modeling":[134],"behavior":[137],"critical":[139],"infrastructures,":[140],"such":[141],"as":[142],"railway":[144],"station":[145],"or":[146],"an":[147],"airport.":[148]},"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
