{"id":"https://openalex.org/W2252405342","doi":"https://doi.org/10.1109/jsac.2016.2544600","title":"Learning to Be Green: Robust Energy Efficiency Maximization in Dynamic MIMO\u2013OFDM Systems","display_name":"Learning to Be Green: Robust Energy Efficiency Maximization in Dynamic MIMO\u2013OFDM Systems","publication_year":2016,"publication_date":"2016-03-21","ids":{"openalex":"https://openalex.org/W2252405342","doi":"https://doi.org/10.1109/jsac.2016.2544600","mag":"2252405342"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2016.2544600","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2016.2544600","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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1504.03903","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018966648","display_name":"Panayotis Mertikopoulos","orcid":"https://orcid.org/0000-0003-2026-9616"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]},{"id":"https://openalex.org/I4210101348","display_name":"Centre Inria de l'Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/00n8d6z93","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210101348"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Panayotis Mertikopoulos","raw_affiliation_strings":["French National Center for Scientific Research (CNRS), Laboratoire d\u2019Informatique de Grenoble (LIG), Grenoble, Inria, France","POLARIS  - Performance analysis and optimization of LARge Infrastructures and Systems (Laboratoire LIG - B\u00e2timent IMAG - 700 avenue Centrale, CS 40700 - 38058 Grenoble cedex 9 - France)"],"affiliations":[{"raw_affiliation_string":"French National Center for Scientific Research (CNRS), Laboratoire d\u2019Informatique de Grenoble (LIG), Grenoble, Inria, France","institution_ids":["https://openalex.org/I4210104430","https://openalex.org/I4210101348","https://openalex.org/I899635006","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"POLARIS  - Performance analysis and optimization of LARge Infrastructures and Systems (Laboratoire LIG - B\u00e2timent IMAG - 700 avenue Centrale, CS 40700 - 38058 Grenoble cedex 9 - France)","institution_ids":["https://openalex.org/I4210104430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043248870","display_name":"E. Veronica Belmega","orcid":"https://orcid.org/0000-0003-4336-4704"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I86175216","display_name":"\u00c9cole Nationale Sup\u00e9rieure de l'\u00c9lectronique et de ses Applications","ror":"https://ror.org/03qeacd72","country_code":"FR","type":"education","lineage":["https://openalex.org/I86175216"]},{"id":"https://openalex.org/I4210148552","display_name":"Equipes Traitement de l'Information et Syst\u00e8mes","ror":"https://ror.org/0592ata02","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210142324","https://openalex.org/I4210148552","https://openalex.org/I4210159245","https://openalex.org/I86175216"]},{"id":"https://openalex.org/I4210142324","display_name":"CY Cergy Paris Universit\u00e9","ror":"https://ror.org/043htjv09","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210142324"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"E. Veronica Belmega","raw_affiliation_strings":["ETIS/ENSEA-UCP-CNRS, Cergy-Pontoise, Inria, France","ETIS - UMR 8051 - Equipes Traitement de l'Information et Syst\u00e8mes (6, avenue du Ponceau. F 95014 CERGY-PONTOISE CEDEX - France)"],"affiliations":[{"raw_affiliation_string":"ETIS/ENSEA-UCP-CNRS, Cergy-Pontoise, Inria, France","institution_ids":["https://openalex.org/I86175216","https://openalex.org/I4210142324","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"ETIS - UMR 8051 - Equipes Traitement de l'Information et Syst\u00e8mes (6, avenue du Ponceau. F 95014 CERGY-PONTOISE CEDEX - France)","institution_ids":["https://openalex.org/I4210148552"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5018966648"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210101348","https://openalex.org/I4210104430","https://openalex.org/I899635006"],"apc_list":null,"apc_paid":null,"fwci":3.7486,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.9334293,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"34","issue":"4","first_page":"743","last_page":"757"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":1.0,"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":1.0,"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/T11409","display_name":"Advanced Wireless Network 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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9984999895095825,"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":0.7247432470321655},{"id":"https://openalex.org/keywords/regret","display_name":"Regret","score":0.6760154962539673},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.648703932762146},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.5719510316848755},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.571029007434845},{"id":"https://openalex.org/keywords/channel-state-information","display_name":"Channel state information","score":0.5587855577468872},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.48091861605644226},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4778282642364502},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4695340394973755},{"id":"https://openalex.org/keywords/transmitter-power-output","display_name":"Transmitter power output","score":0.444341778755188},{"id":"https://openalex.org/keywords/hindsight-bias","display_name":"Hindsight bias","score":0.4147305488586426},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.32506823539733887},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.31216931343078613},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.21603980660438538},{"id":"https://openalex.org/keywords/transmitter","display_name":"Transmitter","score":0.14710456132888794},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14297208189964294},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10676214098930359}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7247432470321655},{"id":"https://openalex.org/C50817715","wikidata":"https://www.wikidata.org/wiki/Q79895177","display_name":"Regret","level":2,"score":0.6760154962539673},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.648703932762146},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.5719510316848755},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.571029007434845},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.5587855577468872},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.48091861605644226},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4778282642364502},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4695340394973755},{"id":"https://openalex.org/C65422117","wikidata":"https://www.wikidata.org/wiki/Q358527","display_name":"Transmitter power output","level":4,"score":0.444341778755188},{"id":"https://openalex.org/C10347200","wikidata":"https://www.wikidata.org/wiki/Q1960297","display_name":"Hindsight bias","level":2,"score":0.4147305488586426},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32506823539733887},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.31216931343078613},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.21603980660438538},{"id":"https://openalex.org/C47798520","wikidata":"https://www.wikidata.org/wiki/Q190157","display_name":"Transmitter","level":3,"score":0.14710456132888794},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14297208189964294},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10676214098930359},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jsac.2016.2544600","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2016.2544600","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"},{"id":"pmh:oai:arXiv.org:1504.03903","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1504.03903","pdf_url":"https://arxiv.org/pdf/1504.03903","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":"","raw_type":"text"},{"id":"pmh:oai:HAL:hal-01382276v1","is_oa":true,"landing_page_url":"https://hal.science/hal-01382276","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal on Selected Areas in Communications, 2016, 34 (4), pp.743 - 757. ⟨10.1109/jsac.2016.2544600⟩","raw_type":"Journal articles"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1504.03903","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1504.03903","pdf_url":"https://arxiv.org/pdf/1504.03903","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":"","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9100000262260437,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W1537145174","https://openalex.org/W1554956999","https://openalex.org/W1570963478","https://openalex.org/W1579957450","https://openalex.org/W1970400141","https://openalex.org/W1971605862","https://openalex.org/W1973121425","https://openalex.org/W1973240854","https://openalex.org/W1976175734","https://openalex.org/W1979246938","https://openalex.org/W1993367034","https://openalex.org/W2005450092","https://openalex.org/W2006543464","https://openalex.org/W2027163871","https://openalex.org/W2031747437","https://openalex.org/W2047302911","https://openalex.org/W2054405892","https://openalex.org/W2054692642","https://openalex.org/W2075577372","https://openalex.org/W2077723394","https://openalex.org/W2084304524","https://openalex.org/W2090452550","https://openalex.org/W2096380022","https://openalex.org/W2104919411","https://openalex.org/W2107689535","https://openalex.org/W2116770996","https://openalex.org/W2117014495","https://openalex.org/W2118164131","https://openalex.org/W2118809092","https://openalex.org/W2123854914","https://openalex.org/W2126087318","https://openalex.org/W2126776273","https://openalex.org/W2128513990","https://openalex.org/W2129160848","https://openalex.org/W2129723615","https://openalex.org/W2130509920","https://openalex.org/W2136756148","https://openalex.org/W2140516799","https://openalex.org/W2140960275","https://openalex.org/W2141682101","https://openalex.org/W2144094762","https://openalex.org/W2148825261","https://openalex.org/W2148911784","https://openalex.org/W2152636277","https://openalex.org/W2153966451","https://openalex.org/W2156577211","https://openalex.org/W2157551284","https://openalex.org/W2157858960","https://openalex.org/W2160631319","https://openalex.org/W2161410889","https://openalex.org/W2162296042","https://openalex.org/W2163844889","https://openalex.org/W2170416287","https://openalex.org/W2170912114","https://openalex.org/W2763734564","https://openalex.org/W2964294891","https://openalex.org/W2998446700","https://openalex.org/W3021703980","https://openalex.org/W3103955365","https://openalex.org/W3106282754","https://openalex.org/W4250589301","https://openalex.org/W4292022450","https://openalex.org/W6631677222","https://openalex.org/W6676764858","https://openalex.org/W6678585308","https://openalex.org/W6681723013","https://openalex.org/W6685009500"],"related_works":["https://openalex.org/W3197854638","https://openalex.org/W3140454661","https://openalex.org/W4245029315","https://openalex.org/W2139970489","https://openalex.org/W1492315459","https://openalex.org/W1512434910","https://openalex.org/W2540910169","https://openalex.org/W2998446700","https://openalex.org/W2728807107","https://openalex.org/W2962837930"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,72,127],"examine":[4],"the":[5,27,32,38,41,54,61,64,96,106,115,130,134,143,155,162,168],"maximization":[6],"of":[7,63,104,117,136,202],"energy":[8,207],"efficiency":[9,208],"(EE)":[10],"in":[11,26,31,45,66,101,123,133,167,183,206],"next-generation":[12],"multiuser":[13],"MIMO-OFDM":[14],"networks":[15],"that":[16,81],"vary":[17],"dynamically":[18],"over":[19,209],"time-e.g.,":[20],"due":[21],"to":[22,37,59,83,90,112,204],"user":[23],"mobility,":[24],"fluctuations":[25],"wireless":[28],"medium,":[29],"modulations":[30],"users'":[33],"load,":[34],"etc.":[35],"Contrary":[36],"static/stationary":[39],"regime,":[40],"system":[42,65,107],"may":[43],"evolve":[44],"an":[46],"arbitrary":[47],"manner,":[48],"so":[49],"users":[50,89,187],"must":[51],"adjust":[52],"\u201con":[53],"fly,\u201d":[55],"without":[56],"being":[57],"able":[58],"predict":[60],"state":[62,120],"advance.":[67],"To":[68],"tackle":[69],"these":[70],"issues,":[71],"propose":[73],"a":[74],"simple":[75],"and":[76,139],"distributed":[77],"online":[78],"optimization":[79],"policy":[80,100,145],"leads":[82],"no":[84],"regret,":[85],"i.e.,":[86],"it":[87,160],"allows":[88],"match":[91],"(and":[92],"typically":[93],"outperform)":[94],"even":[95,194],"best":[97],"fixed":[98],"transmit":[99,192],"hindsight,":[102],"irrespective":[103],"how":[105],"varies":[108],"with":[109],"time.":[110],"Moreover,":[111],"account":[113],"for":[114],"scarcity":[116],"perfect":[118],"channel":[119,198],"information":[121],"(CSI)":[122],"massive":[124],"MIMO":[125],"systems,":[126],"also":[128],"study":[129],"algorithm's":[131],"robustness":[132],"presence":[135],"measurement":[137],"errors":[138],"observation":[140],"noise.":[141],"Importantly,":[142],"proposed":[144],"retains":[146],"its":[147],"no-regret":[148],"properties":[149],"under":[150,195],"very":[151],"mild":[152],"assumptions":[153],"on":[154,158],"error":[156],"statistics:":[157],"average,":[159],"enjoys":[161],"same":[163],"performance":[164],"guarantees":[165],"as":[166],"noiseless":[169],"deterministic":[170],"case.":[171],"Our":[172],"analysis":[173],"is":[174],"supplemented":[175],"by":[176],"extensive":[177],"numerical":[178],"simulations,":[179],"which":[180],"show":[181],"that,":[182],"realistic":[184],"network":[185],"environments,":[186],"track":[188],"their":[189],"individually":[190],"optimum":[191],"profile":[193],"rapidly":[196],"changing":[197],"conditions,":[199],"achieving":[200],"gains":[201],"up":[203],"600%":[205],"uniform":[210],"power":[211],"allocation":[212],"policies.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}