{"id":"https://openalex.org/W3154834858","doi":"https://doi.org/10.1109/access.2021.3074390","title":"Learn From Optimal Energy-Efficiency Beamforming for SWIPT-Enabled Sensor Cloud System Based on DNN","display_name":"Learn From Optimal Energy-Efficiency Beamforming for SWIPT-Enabled Sensor Cloud System Based on DNN","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3154834858","doi":"https://doi.org/10.1109/access.2021.3074390","mag":"3154834858"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3074390","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3074390","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09409153.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09409153.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100775482","display_name":"Zhe Wang","orcid":"https://orcid.org/0000-0002-3006-4932"},"institutions":[{"id":"https://openalex.org/I167274908","display_name":"Guangxi Minzu University","ror":"https://ror.org/0495efn48","country_code":"CN","type":"education","lineage":["https://openalex.org/I167274908"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Wang","raw_affiliation_strings":["Guangxi Key Laboratory of Hybrid Computation and IC Design Analysis, Nanning, China","Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","Key Laboratory of Network Communication Engineering, Guangxi University for Nationalities, Nanning, China"],"raw_orcid":"https://orcid.org/0000-0002-3006-4932","affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Hybrid Computation and IC Design Analysis, Nanning, China","institution_ids":[]},{"raw_affiliation_string":"Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]},{"raw_affiliation_string":"Key Laboratory of Network Communication Engineering, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060963494","display_name":"Taoshen Li","orcid":"https://orcid.org/0009-0005-9899-5214"},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]},{"id":"https://openalex.org/I4210151929","display_name":"Nanning Normal University","ror":"https://ror.org/04dx82x73","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Taoshen Li","raw_affiliation_strings":["College of Information Engineering, Nanning University, Nanning, China","School of Computer, Electronics and Information, Guangxi University, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Nanning University, Nanning, China","institution_ids":["https://openalex.org/I4210151929"]},{"raw_affiliation_string":"School of Computer, Electronics and Information, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101311332","display_name":"Lina Ge","orcid":"https://orcid.org/0000-0002-2071-222X"},"institutions":[{"id":"https://openalex.org/I167274908","display_name":"Guangxi Minzu University","ror":"https://ror.org/0495efn48","country_code":"CN","type":"education","lineage":["https://openalex.org/I167274908"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Ge","raw_affiliation_strings":["Guangxi Key Laboratory of Hybrid Computation and IC Design Analysis, Nanning, China","Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","Key Laboratory of Network Communication Engineering, Guangxi University for Nationalities, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Hybrid Computation and IC Design Analysis, Nanning, China","institution_ids":[]},{"raw_affiliation_string":"Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]},{"raw_affiliation_string":"Key Laboratory of Network Communication Engineering, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031740523","display_name":"Yongquan Zhou","orcid":"https://orcid.org/0000-0003-4404-952X"},"institutions":[{"id":"https://openalex.org/I167274908","display_name":"Guangxi Minzu University","ror":"https://ror.org/0495efn48","country_code":"CN","type":"education","lineage":["https://openalex.org/I167274908"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongquan Zhou","raw_affiliation_strings":["Guangxi Key Laboratory of Hybrid Computation and IC Design Analysis, Nanning, China","Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China"],"raw_orcid":"https://orcid.org/0000-0003-4404-952X","affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Hybrid Computation and IC Design Analysis, Nanning, China","institution_ids":[]},{"raw_affiliation_string":"Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006044088","display_name":"Guifen Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I167274908","display_name":"Guangxi Minzu University","ror":"https://ror.org/0495efn48","country_code":"CN","type":"education","lineage":["https://openalex.org/I167274908"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guifen Zhang","raw_affiliation_strings":["Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066281595","display_name":"Weidong Tang","orcid":"https://orcid.org/0000-0002-1263-1964"},"institutions":[{"id":"https://openalex.org/I167274908","display_name":"Guangxi Minzu University","ror":"https://ror.org/0495efn48","country_code":"CN","type":"education","lineage":["https://openalex.org/I167274908"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Tang","raw_affiliation_strings":["Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","Key Laboratory of Network Communication Engineering, Guangxi University for Nationalities, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]},{"raw_affiliation_string":"Key Laboratory of Network Communication Engineering, Guangxi University for Nationalities, Nanning, China","institution_ids":["https://openalex.org/I167274908"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.4917,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.62119681,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"9","issue":null,"first_page":"60841","last_page":"60852"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","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/T11392","display_name":"Energy Harvesting in Wireless Networks","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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9986000061035156,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9968000054359436,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7672519683837891},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7075160145759583},{"id":"https://openalex.org/keywords/beamforming","display_name":"Beamforming","score":0.6892690658569336},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.463058203458786},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.426797479391098},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3549478054046631},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3353714942932129},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.23719114065170288},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.12674400210380554},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10882416367530823}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7672519683837891},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7075160145759583},{"id":"https://openalex.org/C54197355","wikidata":"https://www.wikidata.org/wiki/Q5782992","display_name":"Beamforming","level":2,"score":0.6892690658569336},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.463058203458786},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.426797479391098},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3549478054046631},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3353714942932129},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.23719114065170288},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.12674400210380554},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10882416367530823},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3074390","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3074390","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09409153.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6ba700c4b1844abd8e47f574c7a6e949","is_oa":true,"landing_page_url":"https://doaj.org/article/6ba700c4b1844abd8e47f574c7a6e949","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 60841-60852 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3074390","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3074390","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09409153.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4477226527","display_name":"\u667a\u80fd\u7b97\u6cd5\u7684\u5dee\u5206\u9690\u79c1\u4fdd\u62a4\u6280\u672f\u53ca\u5e94\u7528\u7814\u7a76","funder_award_id":"61862007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5090038883","display_name":null,"funder_award_id":"2020GXNSFBA297103","funder_id":"https://openalex.org/F4320322768","funder_display_name":"Natural Science Foundation of Guangxi Province"},{"id":"https://openalex.org/G5459513518","display_name":"\u57fa\u4e8e\u6570\u636e\u6d41\u7684\u5fae\u5206\u4ee3\u6570\u4e8b\u4ef6\u7ed3\u6784\u53ca\u5176\u5c42\u6b21\u5316\u7406\u8bba\u7814\u7a76","funder_award_id":"62062011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6953300457","display_name":"\u6cdb\u51fd\u6781\u9650\u5b66\u4e60\u673a\u6a21\u578b\u4e0e\u7b97\u6cd5\u53ca\u6cdb\u5316\u80fd\u529b\u7814\u7a76","funder_award_id":"62066005","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322768","display_name":"Natural Science Foundation of Guangxi Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3154834858.pdf","grobid_xml":"https://content.openalex.org/works/W3154834858.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1831449718","https://openalex.org/W1970830346","https://openalex.org/W1977622711","https://openalex.org/W2024404542","https://openalex.org/W2032372805","https://openalex.org/W2100755644","https://openalex.org/W2103628399","https://openalex.org/W2106616990","https://openalex.org/W2110838621","https://openalex.org/W2118103795","https://openalex.org/W2137983211","https://openalex.org/W2162221686","https://openalex.org/W2739309726","https://openalex.org/W2885828982","https://openalex.org/W2899440615","https://openalex.org/W2916079228","https://openalex.org/W2920988370","https://openalex.org/W2921224230","https://openalex.org/W2922273628","https://openalex.org/W2963061380","https://openalex.org/W2964021722","https://openalex.org/W2967528569","https://openalex.org/W3126910421","https://openalex.org/W3146803896","https://openalex.org/W4297801963","https://openalex.org/W6638670064","https://openalex.org/W6677645113","https://openalex.org/W6683861507","https://openalex.org/W6741844306","https://openalex.org/W6987253904","https://openalex.org/W7005676952"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2963170046","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2376244802"],"abstract_inverted_index":{"With":[0],"the":[1,5,26,31,35,73,80,85,100,116,129,134,137,140,146,149,154,162,169,172,179,182,188,201,209,213,224,235,240],"explosive":[2],"increase":[3],"of":[4,9,34,49,102,139,148,190,215,227,242],"types":[6],"and":[7,21,52,119,178,218,230,245],"quantity":[8],"devices":[10],"in":[11,79,165,233,239],"wireless":[12,36],"networks,":[13],"it":[14],"is":[15,89,113,125,143,157,176,185,193],"necessary":[16],"to":[17,29,60,71,98,127,152,181,199],"design":[18,72,175],"a":[19,93,108,121],"fast":[20],"energy-efficient":[22],"decision-making":[23],"strategy":[24],"for":[25,76,105,171,205],"resource":[27,40],"allocation":[28,41],"maintain":[30],"efficient":[32],"operation":[33],"system.":[37,83],"However,":[38],"traditional":[39],"strategies":[42],"designed":[43,126],"based":[44,160],"on":[45,161],"optimization":[46],"methods":[47],"are":[48,57,69],"high":[50],"complexity":[51,243],"poor":[53],"real-time":[54],"performance,":[55,237],"which":[56,192],"not":[58],"conducive":[59],"online":[61],"decision-making.":[62],"In":[63,96],"this":[64],"paper,":[65],"deep":[66,103],"learning":[67,104],"approaches":[68],"introduced":[70],"optimal":[74,130,202],"beamforming":[75,131,203],"Sink":[77,206],"nodes":[78],"SWIPT-enabled":[81],"Sensor-Cloud":[82],"First,":[84],"energy-efficiency":[86],"maximization":[87,117],"problem":[88,106],"first":[90],"formulated":[91],"with":[92],"\u201creturn/pay\u201d":[94],"form.":[95],"order":[97],"realize":[99],"application":[101],"solving,":[107],"high-dimensional":[109],"solvable":[110],"mathematical":[111],"expression":[112],"transformed":[114],"from":[115],"problem,":[118],"then":[120],"SWIFT-WMMSE":[122],"algorithm":[123,142,156,184,198,217],"iteratively":[124],"obtain":[128],"vector.":[132],"At":[133],"same":[135],"time,":[136],"convergence":[138],"SWIPT-WMMSE":[141,155,183,216],"proved.":[144],"Second,":[145],"approachability":[147],"neural":[150],"network":[151],"approximate":[153],"discussed.":[158],"Furtherly,":[159],"error":[163],"propagation":[164],"DNN":[166,173,219,228],"approaching":[167],"process,":[168],"criteria":[170],"scale":[174],"deduced,":[177],"approximation":[180,225],"realized":[186],"through":[187],"training":[189],"DNN,":[191],"operated":[194],"as":[195,221,223],"an":[196],"alternative":[197],"solve":[200],"vectors":[204],"nodes.":[207],"Finally,":[208],"simulation":[210],"results":[211],"verify":[212],"effectiveness":[214],"model,":[220],"well":[222],"effect":[226],"model":[229],"its":[231],"advantages":[232],"improving":[234],"system":[236],"especially":[238],"aspect":[241],"reducing":[244],"time":[246],"saving.":[247]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
