{"id":"https://openalex.org/W3046085420","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148257","title":"Scalable and Cost Efficient Maximum Concurrent Flow over IoT using Reinforcement Learning","display_name":"Scalable and Cost Efficient Maximum Concurrent Flow over IoT using Reinforcement Learning","publication_year":2020,"publication_date":"2020-06-01","ids":{"openalex":"https://openalex.org/W3046085420","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148257","mag":"3046085420"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc48107.2020.9148257","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc48107.2020.9148257","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Wireless Communications and Mobile Computing (IWCMC)","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/A5039512482","display_name":"Abou-Bakr Djaker","orcid":"https://orcid.org/0000-0002-2216-9048"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I137407579","display_name":"Universit\u00e9 Oran 1 Ahmed Ben Bella","ror":"https://ror.org/059et2b68","country_code":"DZ","type":"education","lineage":["https://openalex.org/I137407579"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]}],"countries":["DZ","FR"],"is_corresponding":true,"raw_author_name":"Abou-Bakr Djaker","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","Universit\u00e9 d'Oran 1 Ahmed Ben Bella [Oran] (BP 1524 ELM_Naouer 31000 oran - Algeria)","IP Paris - Institut Polytechnique de Paris (Route de Saclay, 91120 Palaiseau Cedex, France - France)","TSP - RST - D\u00e9partement R\u00e9seaux et Services de T\u00e9l\u00e9communications (T\u00e9l\u00e9com SudParis - 9 rue Charles Fourier - 91011 \u00c9vry cedex - France)"],"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010"]},{"raw_affiliation_string":"Universit\u00e9 d'Oran 1 Ahmed Ben Bella [Oran] (BP 1524 ELM_Naouer 31000 oran - Algeria)","institution_ids":["https://openalex.org/I137407579"]},{"raw_affiliation_string":"IP Paris - Institut Polytechnique de Paris (Route de Saclay, 91120 Palaiseau Cedex, France - France)","institution_ids":["https://openalex.org/I4210145102"]},{"raw_affiliation_string":"TSP - RST - D\u00e9partement R\u00e9seaux et Services de T\u00e9l\u00e9communications (T\u00e9l\u00e9com SudParis - 9 rue Charles Fourier - 91011 \u00c9vry cedex - France)","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I4387153010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064514018","display_name":"Bouabdellah Kechar","orcid":"https://orcid.org/0000-0001-8635-4667"},"institutions":[{"id":"https://openalex.org/I137407579","display_name":"Universit\u00e9 Oran 1 Ahmed Ben Bella","ror":"https://ror.org/059et2b68","country_code":"DZ","type":"education","lineage":["https://openalex.org/I137407579"]},{"id":"https://openalex.org/I4210149660","display_name":"Universit\u00e9 d'Oran 2","ror":"https://ror.org/04nz98c29","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210149660"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Bouabdellah Kechar","raw_affiliation_strings":["D\u00e9partement Informatique, Laboratoire RIIR, Universit\u00e9 Oran1, Oran, Alg\u00e9rie","Universit\u00e9 d'Oran 1 Ahmed Ben Bella [Oran] (BP 1524 ELM_Naouer 31000 oran - Algeria)"],"affiliations":[{"raw_affiliation_string":"D\u00e9partement Informatique, Laboratoire RIIR, Universit\u00e9 Oran1, Oran, Alg\u00e9rie","institution_ids":["https://openalex.org/I137407579","https://openalex.org/I4210149660"]},{"raw_affiliation_string":"Universit\u00e9 d'Oran 1 Ahmed Ben Bella [Oran] (BP 1524 ELM_Naouer 31000 oran - Algeria)","institution_ids":["https://openalex.org/I137407579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113771764","display_name":"Hatem Ibn-Khedher","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210159731","display_name":"LIP6","ror":"https://ror.org/05krcen59","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I39804081","https://openalex.org/I4210159245","https://openalex.org/I4210159731"]},{"id":"https://openalex.org/I4403386760","display_name":"Laboratoire Informatique Paris Descartes","ror":"https://ror.org/04s80ef73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I204730241","https://openalex.org/I4403386760"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hatem Ibn-Khedher","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)"],"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","institution_ids":["https://openalex.org/I204730241","https://openalex.org/I4210159731","https://openalex.org/I4403386760"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000563829","display_name":"Hassine Moungla","orcid":"https://orcid.org/0000-0002-0325-6680"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210159731","display_name":"LIP6","ror":"https://ror.org/05krcen59","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I39804081","https://openalex.org/I4210159245","https://openalex.org/I4210159731"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"id":"https://openalex.org/I4403386760","display_name":"Laboratoire Informatique Paris Descartes","ror":"https://ror.org/04s80ef73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I204730241","https://openalex.org/I4403386760"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hassine Moungla","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)"],"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010"]},{"raw_affiliation_string":"LIPADE (URP_2517) - Laboratoire d'Informatique Paris Descartes (Centre universitaire des Saints P\u00e8res\r\n45 rue des Saints-Peres\r\n75270 PARIS CEDEX 06 - France)","institution_ids":["https://openalex.org/I204730241","https://openalex.org/I4210159731","https://openalex.org/I4403386760"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080428009","display_name":"Hossam Afifi","orcid":"https://orcid.org/0000-0002-1723-7536"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4387153010","display_name":"T\u00e9l\u00e9com SudParis","ror":"https://ror.org/05xvk4r52","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4387153010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hossam Afifi","raw_affiliation_strings":["UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","TSP - RST - D\u00e9partement R\u00e9seaux et Services de T\u00e9l\u00e9communications (T\u00e9l\u00e9com SudParis - 9 rue Charles Fourier - 91011 \u00c9vry cedex - France)","R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","IP Paris - Institut Polytechnique de Paris (Route de Saclay, 91120 Palaiseau Cedex, France - France)"],"affiliations":[{"raw_affiliation_string":"UMR 5157, CNRS, Institut Polytechnique de Paris, T\u00e9l\u00e9com SudParis Saclay, France","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"TSP - RST - D\u00e9partement R\u00e9seaux et Services de T\u00e9l\u00e9communications (T\u00e9l\u00e9com SudParis - 9 rue Charles Fourier - 91011 \u00c9vry cedex - France)","institution_ids":["https://openalex.org/I4210145102","https://openalex.org/I4387153010"]},{"raw_affiliation_string":"R3S-SAMOVAR - R\u00e9seaux, Syst\u00e8mes, Services, S\u00e9curit\u00e9 (TELECOM Sudparis\r\n 9 rue Charles Fourier\r\n 91011 EVRY - France)","institution_ids":["https://openalex.org/I4387153010"]},{"raw_affiliation_string":"IP Paris - Institut Polytechnique de Paris (Route de Saclay, 91120 Palaiseau Cedex, France - France)","institution_ids":["https://openalex.org/I4210145102"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5039512482"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I137407579","https://openalex.org/I4210145102","https://openalex.org/I4387153010"],"apc_list":null,"apc_paid":null,"fwci":0.3237,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62286992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"539","last_page":"544"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9983000159263611,"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/T11478","display_name":"Caching and Content Delivery","score":0.9983000159263611,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9975000023841858,"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":0.8553165197372437},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8360839486122131},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7608098387718201},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6447001695632935},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5549378395080566},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.46599307656288147},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.43637385964393616},{"id":"https://openalex.org/keywords/data-flow-diagram","display_name":"Data flow diagram","score":0.43621203303337097},{"id":"https://openalex.org/keywords/flow-network","display_name":"Flow network","score":0.43162328004837036},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.43035751581192017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3552432656288147},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.33560341596603394},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.155369371175766},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11050495505332947}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8553165197372437},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8360839486122131},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7608098387718201},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6447001695632935},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5549378395080566},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.46599307656288147},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.43637385964393616},{"id":"https://openalex.org/C489000","wikidata":"https://www.wikidata.org/wiki/Q747385","display_name":"Data flow diagram","level":2,"score":0.43621203303337097},{"id":"https://openalex.org/C114809511","wikidata":"https://www.wikidata.org/wiki/Q1412924","display_name":"Flow network","level":2,"score":0.43162328004837036},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.43035751581192017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3552432656288147},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.33560341596603394},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.155369371175766},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11050495505332947},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwcmc48107.2020.9148257","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc48107.2020.9148257","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03119533v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03119533","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IWCMC 2020: 16th International Wireless Communications and Mobile Computing conference, Jun 2020, Limassol (online), Cyprus. pp.539-544, &#x27E8;10.1109/IWCMC48107.2020.9148257&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2002272911","https://openalex.org/W2010223239","https://openalex.org/W2020899710","https://openalex.org/W2035652501","https://openalex.org/W2039303552","https://openalex.org/W2043129091","https://openalex.org/W2052542396","https://openalex.org/W2117595194","https://openalex.org/W2117611177","https://openalex.org/W2122205547","https://openalex.org/W2138560648","https://openalex.org/W2249779229","https://openalex.org/W2509728222","https://openalex.org/W2548443469","https://openalex.org/W2775787871","https://openalex.org/W2793389311","https://openalex.org/W2883753518","https://openalex.org/W2892466769","https://openalex.org/W2898035736","https://openalex.org/W2906050203","https://openalex.org/W2958128650","https://openalex.org/W2962839789","https://openalex.org/W2969783823","https://openalex.org/W2985722496","https://openalex.org/W2996787934","https://openalex.org/W3137723086","https://openalex.org/W4234953301","https://openalex.org/W4242767541","https://openalex.org/W6650839903"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4306904969","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W2138720691","https://openalex.org/W4362501864"],"abstract_inverted_index":{"The":[0,68],"Internet":[1],"of":[2,8,10,44],"Things":[3],"(IoT)":[4],"is":[5,17],"a":[6,18,33],"network":[7,16],"billion":[9],"objects.":[11],"Data":[12],"streaming":[13],"over":[14,52,75],"IoT":[15,47],"tedious":[19],"task":[20],"that":[21,81],"requires":[22],"intelligent":[23],"flow":[24],"management":[25],"and":[26,63,73],"steering.":[27],"In":[28],"this":[29],"paper,":[30],"we":[31],"propose":[32,56],"Distributed":[34],"Maximum":[35],"Concurrent":[36],"Flow":[37],"(DMCF)":[38],"algorithm":[39],"to":[40,49],"solve":[41],"the":[42],"problem":[43],"distributing":[45],"massive":[46],"video/data":[48],"large":[50,83],"consumers":[51],"IP/data-centric":[53],"networks.":[54],"We":[55],"two":[57],"approaches":[58,70],"based":[59],"on":[60],"graph":[61,90],"theories,":[62],"using":[64],"reinforcement":[65,85],"learning":[66,86],"techniques.":[67],"proposed":[69],"are":[71],"implemented":[72],"evaluated":[74],"different":[76],"complex":[77],"graphs.":[78],"Results":[79],"show":[80],"in":[82],"graphs,":[84],"methods":[87],"outperform":[88],"classical":[89],"theoretic":[91],"ones.":[92]},"counts_by_year":[{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-22T08:38:42.863108","created_date":"2025-10-10T00:00:00"}
