{"id":"https://openalex.org/W3165382475","doi":"https://doi.org/10.1145/3460797.3460810","title":"Robust machine learning-enabled routing for highly mobile vehicular networks with PARRoT in ns-3","display_name":"Robust machine learning-enabled routing for highly mobile vehicular networks with PARRoT in ns-3","publication_year":2021,"publication_date":"2021-05-25","ids":{"openalex":"https://openalex.org/W3165382475","doi":"https://doi.org/10.1145/3460797.3460810","mag":"3165382475"},"language":"en","primary_location":{"id":"doi:10.1145/3460797.3460810","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3460797.3460810","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3460797.3460810","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Workshop on ns-3","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3460797.3460810","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072898394","display_name":"Cedrik Sch\u00fcler","orcid":null},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Cedrik Sch\u00fcler","raw_affiliation_strings":["TU Dortmund University, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Dortmund University, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033977199","display_name":"Manuel Patchou","orcid":null},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manuel Patchou","raw_affiliation_strings":["TU Dortmund University, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Dortmund University, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048151334","display_name":"Benjamin Sliwa","orcid":"https://orcid.org/0000-0003-1133-8261"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Sliwa","raw_affiliation_strings":["TU Dortmund University, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Dortmund University, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048759517","display_name":"Christian Wietfeld","orcid":"https://orcid.org/0000-0001-7653-2589"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Wietfeld","raw_affiliation_strings":["TU Dortmund University, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Dortmund University, Germany","institution_ids":["https://openalex.org/I200332995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I200332995"],"apc_list":null,"apc_paid":null,"fwci":2.4424,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.888103,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"88","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11133","display_name":"UAV Applications and Optimization","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.7899471521377563},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7023141384124756},{"id":"https://openalex.org/keywords/routing-protocol","display_name":"Routing protocol","score":0.6080141663551331},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5530284643173218},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5484880805015564},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.535693883895874},{"id":"https://openalex.org/keywords/link-state-routing-protocol","display_name":"Link-state routing protocol","score":0.5283905863761902},{"id":"https://openalex.org/keywords/dynamic-source-routing","display_name":"Dynamic Source Routing","score":0.4812892973423004},{"id":"https://openalex.org/keywords/wireless-routing-protocol","display_name":"Wireless Routing Protocol","score":0.4617360830307007},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4579433798789978},{"id":"https://openalex.org/keywords/adaptive-routing","display_name":"Adaptive routing","score":0.4127287268638611},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3552284240722656},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10462066531181335}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7899471521377563},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7023141384124756},{"id":"https://openalex.org/C104954878","wikidata":"https://www.wikidata.org/wiki/Q1648707","display_name":"Routing protocol","level":3,"score":0.6080141663551331},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5530284643173218},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5484880805015564},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.535693883895874},{"id":"https://openalex.org/C89305328","wikidata":"https://www.wikidata.org/wiki/Q1755411","display_name":"Link-state routing protocol","level":4,"score":0.5283905863761902},{"id":"https://openalex.org/C9659607","wikidata":"https://www.wikidata.org/wiki/Q1268903","display_name":"Dynamic Source Routing","level":4,"score":0.4812892973423004},{"id":"https://openalex.org/C47318570","wikidata":"https://www.wikidata.org/wiki/Q8026863","display_name":"Wireless Routing Protocol","level":4,"score":0.4617360830307007},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4579433798789978},{"id":"https://openalex.org/C24856439","wikidata":"https://www.wikidata.org/wiki/Q352483","display_name":"Adaptive routing","level":5,"score":0.4127287268638611},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3552284240722656},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10462066531181335},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3460797.3460810","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3460797.3460810","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3460797.3460810","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Workshop on ns-3","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3460797.3460810","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3460797.3460810","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3460797.3460810","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Workshop on ns-3","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G3978858591","display_name":null,"funder_award_id":"13N14857","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G5983125846","display_name":null,"funder_award_id":"005?01903?0047","funder_id":"https://openalex.org/F4320323803","funder_display_name":"Bundesministerium f\u00fcr Wirtschaft und Energie"},{"id":"https://openalex.org/G617271991","display_name":null,"funder_award_id":"SFB876","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6242922209","display_name":null,"funder_award_id":"005-2008-0047","funder_id":"https://openalex.org/F4320323803","funder_display_name":"Bundesministerium f\u00fcr Wirtschaft und Energie"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320323803","display_name":"Bundesministerium f\u00fcr Wirtschaft und Energie","ror":"https://ror.org/02vgg2808"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3165382475.pdf","grobid_xml":"https://content.openalex.org/works/W3165382475.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W160687194","https://openalex.org/W1549535141","https://openalex.org/W2015308710","https://openalex.org/W2099574482","https://openalex.org/W2101963262","https://openalex.org/W2137137455","https://openalex.org/W2150312211","https://openalex.org/W2156666755","https://openalex.org/W2161709397","https://openalex.org/W2767151733","https://openalex.org/W2809684781","https://openalex.org/W2936422786","https://openalex.org/W2962753615","https://openalex.org/W2963049813","https://openalex.org/W2964194606","https://openalex.org/W2990138404","https://openalex.org/W2994008524","https://openalex.org/W3046046019","https://openalex.org/W3089194893","https://openalex.org/W3169541080","https://openalex.org/W3172709400"],"related_works":["https://openalex.org/W2139978795","https://openalex.org/W998025572","https://openalex.org/W2399648284","https://openalex.org/W2151422282","https://openalex.org/W100628529","https://openalex.org/W2172271487","https://openalex.org/W2122558727","https://openalex.org/W2884568852","https://openalex.org/W2113081707","https://openalex.org/W2546013407"],"abstract_inverted_index":{"As":[0],"implied":[1],"by":[2,65],"the":[3,9,38,57,82,86,90],"high":[4],"grade":[5],"of":[6,60,85],"relative":[7],"mobility,":[8],"inherent":[10],"network":[11,40],"topology":[12],"dynamics":[13],"render":[14],"aerial":[15],"and":[16,47,68],"ground-based":[17],"vehicular":[18],"mesh":[19],"routing":[20,76,91],"a":[21,72],"highly":[22],"challenging":[23],"task.":[24],"Since":[25],"existing":[26],"protocols":[27],"are":[28],"often":[29],"not":[30],"able":[31],"to":[32,37,44],"timely":[33],"adopt":[34],"their":[35],"decision-making":[36],"actual":[39],"conditions,":[41],"they":[42],"fail":[43],"provide":[45],"reliable":[46],"efficient":[48],"data":[49],"delivery":[50],"mechanisms.":[51],"In":[52],"this":[53],"paper,":[54],"we":[55],"present":[56],"ns-3":[58],"integration":[59],"Predictive":[61],"Ad-hoc":[62],"Routing":[63],"fueled":[64],"Reinforcement":[66],"learning":[67],"Trajectory":[69],"knowledge":[70,80],"(PARRoT),":[71],"novel":[73],"reinforcement":[74],"learning-enabled":[75],"protocol":[77],"that":[78],"integrates":[79],"about":[81],"future":[83],"motion":[84],"mobile":[87],"agents":[88],"into":[89],"process.":[92]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-08-03T07:22:36.454288","created_date":"2025-10-10T00:00:00"}
