{"id":"https://openalex.org/W2113545145","doi":"https://doi.org/10.1186/s13638-015-0312-7","title":"Self-coordination of parameter conflicts in D-SON architectures: a Markov decision process framework","display_name":"Self-coordination of parameter conflicts in D-SON architectures: a Markov decision process framework","publication_year":2015,"publication_date":"2015-03-19","ids":{"openalex":"https://openalex.org/W2113545145","doi":"https://doi.org/10.1186/s13638-015-0312-7","mag":"2113545145"},"language":"en","primary_location":{"id":"doi:10.1186/s13638-015-0312-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-015-0312-7","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13638-015-0312-7","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13638-015-0312-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086640183","display_name":"Jessica Moysen","orcid":"https://orcid.org/0000-0003-1375-0559"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jessica Moysen","raw_affiliation_strings":["Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Av. Carl Friedrich Gauss 7, Castelldefels, 08860, Spain","Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Castelldefels, Spain"],"affiliations":[{"raw_affiliation_string":"Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Av. Carl Friedrich Gauss 7, Castelldefels, 08860, Spain","institution_ids":["https://openalex.org/I4210087295"]},{"raw_affiliation_string":"Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Castelldefels, Spain","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046133708","display_name":"Lorenza Giupponi","orcid":"https://orcid.org/0000-0003-3321-4761"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Lorenza Giupponi","raw_affiliation_strings":["Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Av. Carl Friedrich Gauss 7, Castelldefels, 08860, Spain","Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Castelldefels, Spain"],"affiliations":[{"raw_affiliation_string":"Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Av. Carl Friedrich Gauss 7, Castelldefels, 08860, Spain","institution_ids":["https://openalex.org/I4210087295"]},{"raw_affiliation_string":"Centre Tecnol\u00f2gic de Telecomunicacions de Catalunya, Castelldefels, Spain","institution_ids":["https://openalex.org/I4210087295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5086640183"],"corresponding_institution_ids":["https://openalex.org/I4210087295"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":1.0009,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.79624134,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2015","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.998199999332428,"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":0.998199999332428,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9951000213623047,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9944000244140625,"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":0.8203827738761902},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7528901100158691},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.662592887878418},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5348640084266663},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.487578809261322},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4816421568393707},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.43709880113601685},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4232648015022278},{"id":"https://openalex.org/keywords/general-partnership","display_name":"General partnership","score":0.417277991771698},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.30539238452911377},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2238224446773529},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11957615613937378}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8203827738761902},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7528901100158691},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.662592887878418},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5348640084266663},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.487578809261322},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4816421568393707},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.43709880113601685},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4232648015022278},{"id":"https://openalex.org/C71750763","wikidata":"https://www.wikidata.org/wiki/Q646164","display_name":"General partnership","level":2,"score":0.417277991771698},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.30539238452911377},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2238224446773529},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11957615613937378},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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":3,"locations":[{"id":"doi:10.1186/s13638-015-0312-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-015-0312-7","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13638-015-0312-7","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},{"id":"pmh:oai:dnet:upcommonspor::02be8b0c01c5599f96a1c3240ab1fb48","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/113376","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:upcommons.upc.edu:2117/113376","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/113376","pdf_url":null,"source":{"id":"https://openalex.org/S4210207057","display_name":"QRU Quaderns de Recerca en Urbanisme","issn_l":"2014-9689","issn":["2014-9689","2385-6777"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310322448","host_organization_name":"Q71272178","host_organization_lineage":["https://openalex.org/P4310322448"],"host_organization_lineage_names":["Q71272178"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1186/s13638-015-0312-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-015-0312-7","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13638-015-0312-7","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.6000000238418579}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309815","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05"},{"id":"https://openalex.org/F4320321038","display_name":"Fonds National de la Recherche Luxembourg","ror":"https://ror.org/039z13y21"},{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2113545145.pdf","grobid_xml":"https://content.openalex.org/works/W2113545145.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W586985871","https://openalex.org/W1528676759","https://openalex.org/W1553373771","https://openalex.org/W1557517019","https://openalex.org/W1787677237","https://openalex.org/W1964928303","https://openalex.org/W2009804798","https://openalex.org/W2010230333","https://openalex.org/W2010876592","https://openalex.org/W2033599466","https://openalex.org/W2038249063","https://openalex.org/W2046679951","https://openalex.org/W2047319214","https://openalex.org/W2051889303","https://openalex.org/W2070136196","https://openalex.org/W2089418596","https://openalex.org/W2095996069","https://openalex.org/W2100470343","https://openalex.org/W2107544712","https://openalex.org/W2107726111","https://openalex.org/W2108772579","https://openalex.org/W2118022839","https://openalex.org/W2121863487","https://openalex.org/W2127377246","https://openalex.org/W2138763664","https://openalex.org/W2151702936","https://openalex.org/W2156971228","https://openalex.org/W2341171179","https://openalex.org/W2545469275","https://openalex.org/W3100008538","https://openalex.org/W4252284432"],"related_works":["https://openalex.org/W3096874164","https://openalex.org/W2937181779","https://openalex.org/W2386410636","https://openalex.org/W1985560493","https://openalex.org/W2357975469","https://openalex.org/W2145363145","https://openalex.org/W1626977535","https://openalex.org/W2341346307","https://openalex.org/W3168977894","https://openalex.org/W2379651310"],"abstract_inverted_index":{"We":[0,48,153],"consider":[1],"a":[2,34,45,51,55,117,136,208,228,237],"distributed":[3],"SON":[4,35,76,88,110,158,176,264],"(D-SON)":[5],"architecture":[6,53],"where":[7,211],"the":[8,18,21,60,68,83,86,92,96,108,156,162,183,187,194,199,212,215,218,262],"interaction":[9],"of":[10,20,44,62,70,85,124,165,207,227,257],"different":[11,71,75,109,195],"self-organizing":[12],"network":[13],"(SON)":[14],"functions":[15],"negatively":[16],"affect":[17],"performances":[19,259],"system.":[22],"This":[23,139],"is":[24,114,203,233],"referred":[25],"to":[26,39,80,134,181],"in":[27,236,255],"3rd":[28],"Generation":[29],"Partnership":[30],"Project":[31],"(3GPP)":[32],"as":[33,116],"conflict,":[36],"which":[37,178],"needs":[38],"be":[40],"handled":[41],"by":[42,74,122,161,198,205,225],"means":[43,123,206,226],"self-coordination":[46,69,250],"framework.":[47],"focus":[49,154],"on":[50,59,155],"functional":[52],"and":[54,119,128,167,171,217,220,245],"theoretical":[56],"framework":[57],"based":[58],"theory":[61],"Markov":[63],"decision":[64],"process":[65],"(MDP)":[66],"for":[67,260],"actions":[72,145,196,219],"taken":[73],"functions.":[77,111,265],"In":[78],"order":[79],"cope":[81],"with":[82],"complexity":[84],"overall":[87],"problem,":[89],"we":[90],"subdivide":[91],"global":[93,137],"MDP":[94],"modeling":[95,107],"long-term":[97],"evolution":[98],"(LTE)-enhanced":[99],"node":[100],"base":[101],"station":[102],"(eNB)":[103],"onto":[104],"simpler":[105],"subMDPs":[106,216],"Each":[112],"sub-problem":[113],"defined":[115],"subMDP":[118],"solved":[120],"independently":[121],"reinforcement":[125],"learning":[126],"(RL),":[127],"their":[129],"individual":[130],"policies":[131],"are":[132,214,222],"combined":[133,140],"obtain":[135],"policy.":[138],"policy":[141,151],"can":[142,149],"execute":[143],"several":[144],"per":[146],"state":[147],"but":[148],"introduce":[150],"conflicts.":[152],"specific":[157],"conflict":[159],"generated":[160],"concurrent":[163],"execution":[164],"coverage":[166],"capacity":[168],"optimization":[169],"(CCO)":[170],"inter-cell":[172],"interference":[173],"coordination":[174,192,209],"(ICIC)":[175],"functions,":[177],"may":[179],"require":[180],"update":[182],"same":[184],"parameter,":[185],"i.e.,":[186],"transmission":[188],"power":[189],"level.":[190],"The":[191],"among":[193],"selected":[197],"conflicting":[200,263],"use":[201],"cases":[202],"achieved":[204],"game":[210],"players":[213],"rewards":[221],"those":[223],"provided":[224],"RL":[229],"approach.":[230],"Performance":[231],"evaluation":[232],"carried":[234],"out":[235],"ns3":[238],"release":[239],"8":[240],"compliant":[241],"LTE":[242],"system":[243,258],"simulator,":[244],"it":[246],"shows":[247],"that":[248],"our":[249],"approach":[251],"provides":[252],"satisfying":[253],"solutions":[254],"terms":[256],"both":[261]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2016-06-24T00:00:00"}
