{"id":"https://openalex.org/W4391149077","doi":"https://doi.org/10.1109/ic-nidc59918.2023.10390768","title":"RL4NET++: A Packet-Level Network Simulation Framework for DRL-Based Routing Algorithms","display_name":"RL4NET++: A Packet-Level Network Simulation Framework for DRL-Based Routing Algorithms","publication_year":2023,"publication_date":"2023-11-03","ids":{"openalex":"https://openalex.org/W4391149077","doi":"https://doi.org/10.1109/ic-nidc59918.2023.10390768"},"language":"en","primary_location":{"id":"doi:10.1109/ic-nidc59918.2023.10390768","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic-nidc59918.2023.10390768","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 8th IEEE International Conference on Network Intelligence and Digital Content (IC-NIDC)","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/A5100755337","display_name":"Jiawei Chen","orcid":"https://orcid.org/0000-0002-1976-4372"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Chen","raw_affiliation_strings":["School of Artificial Intelligence, Beijing University of Posts and Telecommunications,Beijing,China","School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740877","display_name":"Yang Xiao","orcid":"https://orcid.org/0000-0001-6897-5531"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Xiao","raw_affiliation_strings":["School of Artificial Intelligence, Beijing University of Posts and Telecommunications,Beijing,China","School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082545427","display_name":"Guocheng Lin","orcid":"https://orcid.org/0009-0004-6223-8476"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guocheng Lin","raw_affiliation_strings":["School of Artificial Intelligence, Beijing University of Posts and Telecommunications,Beijing,China","School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1897,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.54856283,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"248","last_page":"253"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9649999737739563,"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"}},{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9611999988555908,"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":0.797955334186554},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.740777850151062},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5493946075439453},{"id":"https://openalex.org/keywords/network-simulation","display_name":"Network simulation","score":0.4989750385284424},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.48391252756118774},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.4363386631011963},{"id":"https://openalex.org/keywords/modular-programming","display_name":"Modular programming","score":0.4137246608734131},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3253978490829468}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.797955334186554},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.740777850151062},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5493946075439453},{"id":"https://openalex.org/C139940560","wikidata":"https://www.wikidata.org/wiki/Q290036","display_name":"Network simulation","level":2,"score":0.4989750385284424},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.48391252756118774},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.4363386631011963},{"id":"https://openalex.org/C88482812","wikidata":"https://www.wikidata.org/wiki/Q6453666","display_name":"Modular programming","level":2,"score":0.4137246608734131},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3253978490829468},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic-nidc59918.2023.10390768","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic-nidc59918.2023.10390768","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 8th IEEE International Conference on Network Intelligence and Digital Content (IC-NIDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2145339207","https://openalex.org/W2173248099","https://openalex.org/W2471288191","https://openalex.org/W2736601468","https://openalex.org/W2947198853","https://openalex.org/W2963864421","https://openalex.org/W2990740617","https://openalex.org/W3033870971","https://openalex.org/W3048983622","https://openalex.org/W3126135128","https://openalex.org/W3155224216","https://openalex.org/W3187829000","https://openalex.org/W4283750097","https://openalex.org/W4313044357","https://openalex.org/W6741002519"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W2250140200","https://openalex.org/W183910010"],"abstract_inverted_index":{"As":[0],"the":[1,8,21,47,54,72,104,114],"rising":[2],"complexity":[3],"for":[4,24,42,69],"network":[5,16,36,56,89],"simulation":[6,17,37,57,82,116],"and":[7,66,83,95,112,118],"development":[9],"of":[10,49,75,106,121],"deep":[11],"reinforcement":[12],"learning":[13],"(DRL),":[14],"existing":[15],"frameworks":[18],"cannot":[19],"meet":[20],"high":[22,91,115],"demand":[23],"DRL-based":[25,43,109],"simulation.":[26],"To":[27,46],"solve":[28],"this":[29],"issue,":[30],"we":[31],"propose":[32],"RL4NeT++,":[33],"a":[34],"packet-level":[35],"framework":[38,58],"based":[39],"on":[40],"OMNeT++":[41],"routing":[44,110],"algorithms.":[45],"best":[48],"our":[50],"knowledge,":[51],"RL4NeT++":[52,79,107],"is":[53],"first":[55],"that":[59],"takes":[60],"asynchronous":[61],"updating":[62],"strategy":[63],"into":[64],"consideration":[65],"applies":[67],"it":[68],"consistence":[70],"to":[71,102],"training":[73,84],"logic":[74],"DRL.":[76],"In":[77],"addition,":[78],"has":[80],"fast":[81],"speed,":[85],"user-friendly":[86],"interface,":[87],"diverse":[88],"configurations,":[90],"modularization,":[92],"convenient":[93],"customization,":[94],"strong":[96,119],"adaptability.":[97],"We":[98],"run":[99],"extensive":[100],"experiments":[101],"demonstrate":[103],"application":[105],"in":[108],"algorithm":[111],"prove":[113],"speed":[117],"adaptability":[120],"RL4NeT++.":[122]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}