{"id":"https://openalex.org/W4367834329","doi":"https://doi.org/10.1109/tcyb.2023.3266448","title":"Request Dispatching Over Distributed SDN Control Plane: A Multiagent Approach","display_name":"Request Dispatching Over Distributed SDN Control Plane: A Multiagent Approach","publication_year":2023,"publication_date":"2023-05-03","ids":{"openalex":"https://openalex.org/W4367834329","doi":"https://doi.org/10.1109/tcyb.2023.3266448","pmid":"https://pubmed.ncbi.nlm.nih.gov/37134031"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2023.3266448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2023.3266448","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2103.03022","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036515378","display_name":"Victoria Huang","orcid":"https://orcid.org/0000-0002-8405-8845"},"institutions":[{"id":"https://openalex.org/I45935490","display_name":"National Institute of Water and Atmospheric Research","ror":"https://ror.org/04hxcaz34","country_code":"NZ","type":"facility","lineage":["https://openalex.org/I45935490"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Victoria Huang","raw_affiliation_strings":["HPC and Data Science Department, National Institute of Water and Atmospheric Research, Wellington, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-8405-8845","affiliations":[{"raw_affiliation_string":"HPC and Data Science Department, National Institute of Water and Atmospheric Research, Wellington, New Zealand","institution_ids":["https://openalex.org/I45935490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389298","display_name":"Gang Chen","orcid":"https://orcid.org/0000-0002-9597-497X"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Gang Chen","raw_affiliation_strings":["School of Engineering and Computer Science and the Centre for Data Science and Artificial Intelligence, Victoria University of Wellington, Wellington, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-9597-497X","affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science and the Centre for Data Science and Artificial Intelligence, Victoria University of Wellington, Wellington, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076983154","display_name":"Xingquan Zuo","orcid":"https://orcid.org/0000-0001-9580-1182"},"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":"Xingquan Zuo","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9580-1182","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015993565","display_name":"Albert Y. Zomaya","orcid":"https://orcid.org/0000-0002-3090-1059"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Albert Y. Zomaya","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3090-1059","affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015798498","display_name":"Nasrin Sohrabi","orcid":"https://orcid.org/0000-0002-8340-2261"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nasrin Sohrabi","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8340-2261","affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054836950","display_name":"Zahir Tari","orcid":"https://orcid.org/0000-0002-1235-9673"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zahir Tari","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1235-9673","affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035621928","display_name":"Qiang Fu","orcid":"https://orcid.org/0000-0002-8067-5571"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Qiang Fu","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8067-5571","affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7069,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.84855245,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"54","issue":"5","first_page":"3211","last_page":"3224"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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":0.9998999834060669,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9890999794006348,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9861999750137329,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7913547158241272},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7605190277099609},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6677340269088745},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5932222604751587},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5851819515228271},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5384061336517334},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.5355762243270874},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49244388937950134},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4766966998577118},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.4513954818248749},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.42220333218574524},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.3974977731704712},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25022441148757935},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07275795936584473}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7913547158241272},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7605190277099609},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6677340269088745},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5932222604751587},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5851819515228271},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5384061336517334},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.5355762243270874},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49244388937950134},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4766966998577118},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.4513954818248749},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.42220333218574524},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3974977731704712},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25022441148757935},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07275795936584473},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tcyb.2023.3266448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2023.3266448","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Cybernetics","raw_type":"journal-article"},{"id":"pmid:37134031","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37134031","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null},{"id":"pmh:oai:arXiv.org:2103.03022","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2103.03022","pdf_url":"https://arxiv.org/pdf/2103.03022","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:figshare.com:article/24557335","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Request_Dispatching_Over_Distributed_SDN_Control_Plane_A_Multiagent_Approach/24557335","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2103.03022","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2103.03022","pdf_url":"https://arxiv.org/pdf/2103.03022","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7099999785423279}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":100,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1191599655","https://openalex.org/W1576439344","https://openalex.org/W1771410628","https://openalex.org/W1857789879","https://openalex.org/W1966702375","https://openalex.org/W2010526786","https://openalex.org/W2013958607","https://openalex.org/W2026662445","https://openalex.org/W2040340473","https://openalex.org/W2054504523","https://openalex.org/W2056025439","https://openalex.org/W2090787586","https://openalex.org/W2102558581","https://openalex.org/W2138288846","https://openalex.org/W2145339207","https://openalex.org/W2386192529","https://openalex.org/W2409298240","https://openalex.org/W2500120503","https://openalex.org/W2506928078","https://openalex.org/W2542680883","https://openalex.org/W2546571074","https://openalex.org/W2597068831","https://openalex.org/W2600324614","https://openalex.org/W2605700917","https://openalex.org/W2617547828","https://openalex.org/W2620303912","https://openalex.org/W2698079713","https://openalex.org/W2735859668","https://openalex.org/W2736601468","https://openalex.org/W2744660401","https://openalex.org/W2745300114","https://openalex.org/W2770738802","https://openalex.org/W2770754945","https://openalex.org/W2788005034","https://openalex.org/W2788115019","https://openalex.org/W2789548320","https://openalex.org/W2790373813","https://openalex.org/W2794224717","https://openalex.org/W2798189842","https://openalex.org/W2801937512","https://openalex.org/W2807102723","https://openalex.org/W2819252821","https://openalex.org/W2879986537","https://openalex.org/W2889991043","https://openalex.org/W2895800012","https://openalex.org/W2898231005","https://openalex.org/W2900804979","https://openalex.org/W2901980690","https://openalex.org/W2908261578","https://openalex.org/W2910679288","https://openalex.org/W2911773587","https://openalex.org/W2918956645","https://openalex.org/W2928373814","https://openalex.org/W2937670027","https://openalex.org/W2946348792","https://openalex.org/W2954968417","https://openalex.org/W2958608667","https://openalex.org/W2962775512","https://openalex.org/W2964043796","https://openalex.org/W2965165621","https://openalex.org/W2966348700","https://openalex.org/W2967474307","https://openalex.org/W2968986602","https://openalex.org/W2969419629","https://openalex.org/W2981038142","https://openalex.org/W2996431531","https://openalex.org/W2996568029","https://openalex.org/W3002189898","https://openalex.org/W3005973040","https://openalex.org/W3019817166","https://openalex.org/W3021959079","https://openalex.org/W3098810376","https://openalex.org/W3103263926","https://openalex.org/W3116826377","https://openalex.org/W3120665362","https://openalex.org/W3124201714","https://openalex.org/W3138125150","https://openalex.org/W3154700619","https://openalex.org/W3190316676","https://openalex.org/W3216717564","https://openalex.org/W4214717370","https://openalex.org/W4225911843","https://openalex.org/W4226056984","https://openalex.org/W4226193533","https://openalex.org/W4247116300","https://openalex.org/W4247244778","https://openalex.org/W4286748781","https://openalex.org/W4287112662","https://openalex.org/W4295138992","https://openalex.org/W4299802797","https://openalex.org/W4308085814","https://openalex.org/W4312240678","https://openalex.org/W6627932998","https://openalex.org/W6738796088","https://openalex.org/W6739651123","https://openalex.org/W6741002519","https://openalex.org/W6762491519","https://openalex.org/W6762728350","https://openalex.org/W6840548035"],"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/W187740018","https://openalex.org/W2162286586","https://openalex.org/W4255368532"],"abstract_inverted_index":{"Software-defined":[0],"networking":[1],"(SDN)":[2],"allows":[3],"flexible":[4],"and":[5,74,105,163,176],"centralized":[6,69,120],"control":[7],"in":[8,85,156],"cloud":[9],"data":[10,175],"centers.":[11],"An":[12],"elastic":[13,141],"set":[14,142],"of":[15,78,117,143],"distributed":[16],"SDN":[17,41],"controllers":[18,39],"is":[19,44],"often":[20,81],"required":[21],"to":[22,46,54,98,113,135,151,168,190,193],"provide":[23],"sufficient":[24],"yet":[25],"cost-effective":[26],"processing":[27],"capacity.":[28],"However,":[29],"this":[30],"introduces":[31],"a":[32,48,67,75,110,119,129,148,157,165],"new":[33,149],"challenge:":[34],"Request":[35],"Dispatching":[36],"among":[37],"the":[38,56,115,153],"by":[40,188],"switches.":[42],"It":[43],"essential":[45],"design":[47,99,109],"dispatching":[49,103,138],"policy":[50,134],"for":[51,95],"each":[52],"switch":[53],"guide":[55],"request":[57,96,137],"distribution.":[58],"Existing":[59],"policies":[60,100,155],"are":[61],"designed":[62],"under":[63],"certain":[64],"assumptions,":[65],"including":[66],"single":[68],"agent,":[70],"global":[71,123],"network":[72,124,174],"knowledge,":[73],"fixed":[76],"number":[77],"controllers,":[79],"which":[80],"cannot":[82],"be":[83],"satisfied":[84],"practice.":[86],"This":[87],"article":[88],"proposes":[89],"MADRina,":[90],"Multiagent":[91],"Deep":[92,130],"Reinforcement":[93],"Learning":[94],"dispatching,":[97],"with":[101,122],"high":[102],"adaptability":[104],"performance.":[106],"First,":[107],"we":[108,127,146],"multiagent":[111,158],"system":[112],"address":[114],"limitation":[116],"using":[118,172],"agent":[121],"knowledge.":[125],"Second,":[126],"propose":[128],"Neural":[131],"Network-based":[132],"adaptive":[133,154],"enable":[136],"over":[139],"an":[140],"controllers.":[144],"Third,":[145],"develop":[147],"algorithm":[150],"train":[152],"context.":[159],"We":[160],"prototype":[161],"MADRina":[162,182],"build":[164],"simulation":[166],"tool":[167],"evaluate":[169],"its":[170],"performance":[171],"real-world":[173],"topology.":[177],"The":[178],"results":[179],"show":[180],"that":[181],"can":[183],"significantly":[184],"reduce":[185],"response":[186],"time":[187],"up":[189],"30%":[191],"compared":[192],"existing":[194],"approaches.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
