{"id":"https://openalex.org/W4365420282","doi":"https://doi.org/10.1109/access.2023.3266644","title":"How Well Do Reinforcement Learning Approaches Cope With Disruptions? The Case of Traffic Signal Control","display_name":"How Well Do Reinforcement Learning Approaches Cope With Disruptions? The Case of Traffic Signal Control","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4365420282","doi":"https://doi.org/10.1109/access.2023.3266644"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3266644","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3266644","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10100954.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10100954.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033987904","display_name":"Marcin Korecki","orcid":"https://orcid.org/0000-0002-2784-5172"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marcin Korecki","raw_affiliation_strings":["Computational Social Science, ETH Z&#x00FC;rich, Z&#x00FC;rich, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-2784-5172","affiliations":[{"raw_affiliation_string":"Computational Social Science, ETH Z&#x00FC;rich, Z&#x00FC;rich, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022147804","display_name":"Damian Dailisan","orcid":"https://orcid.org/0000-0003-2899-9082"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Damian Dailisan","raw_affiliation_strings":["Computational Social Science, ETH Z&#x00FC;rich, Z&#x00FC;rich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Social Science, ETH Z&#x00FC;rich, Z&#x00FC;rich, Switzerland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061160911","display_name":"Dirk Helbing","orcid":"https://orcid.org/0000-0002-9898-0101"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dirk Helbing","raw_affiliation_strings":["Computational Social Science, ETH Z&#x00FC;rich, Z&#x00FC;rich, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-9898-0101","affiliations":[{"raw_affiliation_string":"Computational Social Science, ETH Z&#x00FC;rich, Z&#x00FC;rich, Switzerland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.1464,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.74709084,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"11","issue":null,"first_page":"36504","last_page":"36515"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14011","display_name":"Elevator Systems and Control","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14011","display_name":"Elevator Systems and Control","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8061830997467041},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7022761106491089},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.48374319076538086},{"id":"https://openalex.org/keywords/traffic-signal","display_name":"Traffic signal","score":0.4650403559207916},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4636453688144684},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.4113611876964569},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31558024883270264},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.1472190022468567},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1314796805381775},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.06801089644432068}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8061830997467041},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7022761106491089},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.48374319076538086},{"id":"https://openalex.org/C2987419075","wikidata":"https://www.wikidata.org/wiki/Q8004","display_name":"Traffic signal","level":2,"score":0.4650403559207916},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4636453688144684},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.4113611876964569},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31558024883270264},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.1472190022468567},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1314796805381775},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.06801089644432068},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3266644","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3266644","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10100954.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c8861c00a05d4b24b8ab21b2b646fa6e","is_oa":true,"landing_page_url":"https://doaj.org/article/c8861c00a05d4b24b8ab21b2b646fa6e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 36504-36515 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3266644","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3266644","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10100954.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8753068125","display_name":"Distributed Intelligence and Technology for Traffic and Mobility Management","funder_award_id":"953783","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4365420282.pdf","grobid_xml":"https://content.openalex.org/works/W4365420282.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W1566216919","https://openalex.org/W1639167632","https://openalex.org/W1678713393","https://openalex.org/W1984020445","https://openalex.org/W1986840049","https://openalex.org/W2001783442","https://openalex.org/W2018346149","https://openalex.org/W2022908515","https://openalex.org/W2032554892","https://openalex.org/W2060338093","https://openalex.org/W2076337359","https://openalex.org/W2082371193","https://openalex.org/W2088595989","https://openalex.org/W2099618002","https://openalex.org/W2133269369","https://openalex.org/W2137983211","https://openalex.org/W2145339207","https://openalex.org/W2160085675","https://openalex.org/W2210077926","https://openalex.org/W2466702799","https://openalex.org/W2746553466","https://openalex.org/W2750705100","https://openalex.org/W2776058486","https://openalex.org/W2792545614","https://openalex.org/W2797527950","https://openalex.org/W2811198925","https://openalex.org/W2902907165","https://openalex.org/W2910968407","https://openalex.org/W2941608808","https://openalex.org/W2945991855","https://openalex.org/W2964749398","https://openalex.org/W2968334845","https://openalex.org/W2998332605","https://openalex.org/W3009311085","https://openalex.org/W3047501029","https://openalex.org/W3086530824","https://openalex.org/W3098136553","https://openalex.org/W3103910758","https://openalex.org/W3125976286","https://openalex.org/W3126444502","https://openalex.org/W3152771257","https://openalex.org/W4214717370","https://openalex.org/W4231407863","https://openalex.org/W4235116814","https://openalex.org/W4292167352","https://openalex.org/W4294691684","https://openalex.org/W4302293703","https://openalex.org/W4311167338","https://openalex.org/W6637319420","https://openalex.org/W6637467454","https://openalex.org/W6638214083","https://openalex.org/W6673114980","https://openalex.org/W6688475801","https://openalex.org/W6743923790","https://openalex.org/W6750629867","https://openalex.org/W6768602481","https://openalex.org/W6794602844"],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W4367838498","https://openalex.org/W2393348402","https://openalex.org/W4293167677","https://openalex.org/W2242021741","https://openalex.org/W2377015873","https://openalex.org/W2605253768","https://openalex.org/W2392201083"],"abstract_inverted_index":{"Data-driven":[0],"and":[1,87],"machine-learning-based":[2],"methods":[3,44],"are":[4,17,60],"increasingly":[5],"used":[6],"in":[7,50,65,77],"attempts":[8],"to":[9,23,31,62,72,79,85,91],"master":[10],"the":[11,14,20],"challenges":[12],"of":[13],"world.":[15],"But":[16],"they":[18],"really":[19],"best":[21],"approaches":[22],"manage":[24],"complex":[25,80],"dynamical":[26],"systems?":[27],"Our":[28],"aim":[29],"is":[30],"gain":[32],"more":[33],"insights":[34],"into":[35],"this":[36],"question":[37],"by":[38,54],"studying":[39],"various":[40],"popular":[41],"reinforcement":[42],"learning":[43],"for":[45],"traffic":[46,70],"signal":[47],"control,":[48],"namely":[49],"disrupted":[51],"scenarios":[52],"characterized":[53],"significant,":[55],"unpredictable":[56],"variations.":[57],"The":[58],"results":[59],"expected":[61],"be":[63],"relevant":[64],"subject":[66],"areas":[67],"ranging":[68],"from":[69,75,82,88],"physics":[71],"transportation":[73],"theory,":[74],"dynamics":[76],"networks":[78],"systems,":[81],"control":[83],"theory":[84],"self-organization,":[86],"adaptive":[89],"heuristics":[90],"machine":[92],"learning.":[93]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
