{"id":"https://openalex.org/W3110682650","doi":"https://doi.org/10.1109/jsac.2020.3036969","title":"Situation-Aware Resource Allocation for Multi-Dimensional Intelligent Multiple Access: A Proactive Deep Learning Framework","display_name":"Situation-Aware Resource Allocation for Multi-Dimensional Intelligent Multiple Access: A Proactive Deep Learning Framework","publication_year":2020,"publication_date":"2020-11-09","ids":{"openalex":"https://openalex.org/W3110682650","doi":"https://doi.org/10.1109/jsac.2020.3036969","mag":"3110682650"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2020.3036969","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.3036969","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-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/A5100387393","display_name":"Yanan Liu","orcid":"https://orcid.org/0000-0001-5136-4670"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yanan Liu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100733413","display_name":"Xianbin Wang","orcid":"https://orcid.org/0000-0003-4890-0748"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xianbin Wang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005471471","display_name":"Jie Mei","orcid":"https://orcid.org/0000-0002-2834-8346"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jie Mei","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037720618","display_name":"Gary Boudreau","orcid":"https://orcid.org/0000-0003-3539-9624"},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gary Boudreau","raw_affiliation_strings":["Ericsson Canada, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ericsson Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210094041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027792197","display_name":"Hatem Abou-Zeid","orcid":"https://orcid.org/0000-0003-4720-5794"},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hatem Abou-Zeid","raw_affiliation_strings":["Ericsson Canada, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ericsson Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210094041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074645771","display_name":"Akram Bin Sediq","orcid":"https://orcid.org/0000-0003-1260-2853"},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Akram Bin Sediq","raw_affiliation_strings":["Ericsson Canada, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ericsson Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210094041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100387393"],"corresponding_institution_ids":["https://openalex.org/I125749732"],"apc_list":null,"apc_paid":null,"fwci":2.5687,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.90278971,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"39","issue":"1","first_page":"116","last_page":"130"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998000264167786,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998000264167786,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9994999766349792,"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/T12042","display_name":"Satellite Communication Systems","score":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8766100406646729},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7376783490180969},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6626883745193481},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5180737972259521},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4952055513858795},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.48674798011779785},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48267462849617004},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.46604788303375244},{"id":"https://openalex.org/keywords/radio-resource-management","display_name":"Radio resource management","score":0.44430011510849},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.42990797758102417},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4292184114456177},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4226342439651489},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.40888747572898865},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.37287309765815735},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.13018476963043213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8766100406646729},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7376783490180969},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6626883745193481},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5180737972259521},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4952055513858795},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.48674798011779785},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48267462849617004},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.46604788303375244},{"id":"https://openalex.org/C182448111","wikidata":"https://www.wikidata.org/wiki/Q7281197","display_name":"Radio resource management","level":4,"score":0.44430011510849},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.42990797758102417},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4292184114456177},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4226342439651489},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.40888747572898865},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.37287309765815735},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.13018476963043213}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2020.3036969","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.3036969","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7069725611","display_name":null,"funder_award_id":"RGPIN2018-06254","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320320994","display_name":"Canada Research Chairs","ror":"https://ror.org/0517h6h17"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2100755644","https://openalex.org/W2111565504","https://openalex.org/W2173248099","https://openalex.org/W2184188583","https://openalex.org/W2190432600","https://openalex.org/W2228705210","https://openalex.org/W2275165515","https://openalex.org/W2310071424","https://openalex.org/W2507748565","https://openalex.org/W2528639018","https://openalex.org/W2619995677","https://openalex.org/W2749039782","https://openalex.org/W2768671728","https://openalex.org/W2783741806","https://openalex.org/W2788350651","https://openalex.org/W2800817893","https://openalex.org/W2886194330","https://openalex.org/W2897876396","https://openalex.org/W2898652425","https://openalex.org/W2905026759","https://openalex.org/W2915602887","https://openalex.org/W2951937649","https://openalex.org/W2962841091","https://openalex.org/W2963196579","https://openalex.org/W2963864421","https://openalex.org/W2964005248","https://openalex.org/W2981096252","https://openalex.org/W2982584952","https://openalex.org/W3002489817","https://openalex.org/W3011482353","https://openalex.org/W3046449295","https://openalex.org/W3096330798","https://openalex.org/W3099682841","https://openalex.org/W3103720573","https://openalex.org/W3103828530","https://openalex.org/W6684921986","https://openalex.org/W6686207219","https://openalex.org/W6728547873","https://openalex.org/W6756975441","https://openalex.org/W6784821359"],"related_works":["https://openalex.org/W790449367","https://openalex.org/W4302568799","https://openalex.org/W1482197907","https://openalex.org/W2907156721","https://openalex.org/W1550567184","https://openalex.org/W2950729840","https://openalex.org/W2156248763","https://openalex.org/W2317987164","https://openalex.org/W2040166533","https://openalex.org/W2104478802"],"abstract_inverted_index":{"To":[0,69],"meet":[1,49],"the":[2,50,62,75,84,106,117,134,144,147,151,154,173,178,200],"ever-increasing":[3],"communication":[4,14],"services":[5],"with":[6,166],"diverse":[7,53],"requirements,":[8],"situation-aware":[9],"intelligent":[10,34,71],"utilization":[11],"of":[12,55,73,86,116,146,153,180],"multi-dimensional":[13,33,135],"resources":[15,65],"is":[16,39,80,102,130,188],"becoming":[17],"essential.":[18],"In":[19],"this":[20],"paper,":[21],"considering":[22],"a":[23,28,120,126],"time-division-duplex":[24],"downlink":[25],"cellular":[26,192],"scenario,":[27],"deep":[29,77,93,183],"learning-based":[30],"framework":[31,185],"for":[32,41,160,186],"multiple":[35],"access":[36],"(MD-IMA)":[37],"scheme":[38,79,202],"developed":[40],"beyond":[42],"5G":[43],"and":[44,52,92,110],"6G":[45],"wireless":[46],"networks":[47],"to":[48,104,132,172],"real-time":[51,140],"quality":[54],"service":[56],"(QoS)":[57],"requirements":[58,115],"by":[59,141],"fully":[60],"utilizing":[61],"available":[63],"radio":[64,136,157],"in":[66,113,139],"heterogeneous":[67],"domains.":[68],"achieve":[70],"operation":[72],"MD-IMA,":[74],"proposed":[76,182,201],"learning":[78,95,184],"achieved":[81,164],"based":[82],"on":[83],"convergence":[85],"long":[87],"short":[88],"term":[89],"memory":[90],"(LSTM)":[91],"reinforcement":[94],"(DRL).":[96],"Specifically,":[97],"an":[98],"LSTM":[99],"neural":[100],"network":[101,108,148],"used":[103],"predict":[105],"long-term":[107],"dynamics":[109],"inference":[111],"changes":[112],"QoS":[114],"MD-IMA.":[118],"Meanwhile,":[119],"deterministic":[121],"policy":[122],"gradient":[123],"(DDPG)":[124],"algorithm,":[125,156],"model-free":[127],"DRL":[128],"technique,":[129],"adopted":[131],"optimize":[133],"resource":[137,158],"allocation":[138],"dynamically":[142],"following":[143],"fluctuations":[145],"situation.":[149],"With":[150],"aid":[152],"DDPG":[155],"management":[159],"MD-IMA":[161,187],"can":[162,203],"be":[163],"efficiently":[165],"reduced":[167],"processing":[168],"latency":[169],"as":[170],"compared":[171],"conventional":[174],"model-based":[175],"approaches.":[176],"Furthermore,":[177],"effectiveness":[179],"our":[181],"validated":[189],"through":[190],"real-world":[191],"traffic":[193],"data-sets.":[194],"The":[195],"experimental":[196],"results":[197],"demonstrate":[198],"that":[199],"outperform":[204],"state-of-the-art":[205],"algorithms.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
