{"id":"https://openalex.org/W4401914629","doi":"https://doi.org/10.3390/jsan13050049","title":"Predictive Models for Aggregate Available Capacity Prediction in Vehicle-to-Grid Applications","display_name":"Predictive Models for Aggregate Available Capacity Prediction in Vehicle-to-Grid Applications","publication_year":2024,"publication_date":"2024-08-27","ids":{"openalex":"https://openalex.org/W4401914629","doi":"https://doi.org/10.3390/jsan13050049"},"language":"en","primary_location":{"id":"doi:10.3390/jsan13050049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jsan13050049","pdf_url":"https://www.mdpi.com/2224-2708/13/5/49/pdf?version=1724752273","source":{"id":"https://openalex.org/S2736633529","display_name":"Journal of Sensor and Actuator Networks","issn_l":"2224-2708","issn":["2224-2708"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensor and Actuator Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2224-2708/13/5/49/pdf?version=1724752273","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076504909","display_name":"Luca Patan\u00e9","orcid":"https://orcid.org/0000-0002-5488-9365"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Patan\u00e8","raw_affiliation_strings":["Department of Engineering, University of Messina, 98166 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5488-9365","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Messina, 98166 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070932451","display_name":"Francesca Sapuppo","orcid":"https://orcid.org/0000-0001-8772-2759"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Francesca Sapuppo","raw_affiliation_strings":["Department of Engineering, University of Messina, 98166 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8772-2759","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Messina, 98166 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028033806","display_name":"G. Napoli","orcid":"https://orcid.org/0000-0003-0730-8641"},"institutions":[{"id":"https://openalex.org/I4210136872","display_name":"Tecnologie Avanzate (Italy)","ror":"https://ror.org/04kevy945","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210136872"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Napoli","raw_affiliation_strings":["Consiglio Nazionale delle Ricerche (CNR), Istituto di Tecnologie Avanzate per l\u2019Energia (ITAE), 98126 Messina, Italy","Consiglio Nazionale delle Ricerche (CNR), Istituto di Tecnologie Avanzate per l'Energia (ITAE), 98126 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0730-8641","affiliations":[{"raw_affiliation_string":"Consiglio Nazionale delle Ricerche (CNR), Istituto di Tecnologie Avanzate per l\u2019Energia (ITAE), 98126 Messina, Italy","institution_ids":["https://openalex.org/I4210136872"]},{"raw_affiliation_string":"Consiglio Nazionale delle Ricerche (CNR), Istituto di Tecnologie Avanzate per l'Energia (ITAE), 98126 Messina, Italy","institution_ids":["https://openalex.org/I4210136872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087482922","display_name":"Maria Gabriella Xibilia","orcid":"https://orcid.org/0000-0001-7723-2051"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Gabriella Xibilia","raw_affiliation_strings":["Department of Engineering, University of Messina, 98166 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7723-2051","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Messina, 98166 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070932451"],"corresponding_institution_ids":["https://openalex.org/I112862951"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":1.8041,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.85354831,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"13","issue":"5","first_page":"49","last_page":"49"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","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"}},"topics":[{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","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/T12095","display_name":"Vehicle emissions and performance","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10808","display_name":"Electric and Hybrid Vehicle Technologies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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":0.7932062149047852},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.7426576614379883},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.5670632719993591},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.05352327227592468}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7932062149047852},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.7426576614379883},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.5670632719993591},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.05352327227592468},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/jsan13050049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jsan13050049","pdf_url":"https://www.mdpi.com/2224-2708/13/5/49/pdf?version=1724752273","source":{"id":"https://openalex.org/S2736633529","display_name":"Journal of Sensor and Actuator Networks","issn_l":"2224-2708","issn":["2224-2708"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensor and Actuator Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a56bac7bd1a84102a4df8b8d64a72f57","is_oa":true,"landing_page_url":"https://doaj.org/article/a56bac7bd1a84102a4df8b8d64a72f57","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":"Journal of Sensor and Actuator Networks, Vol 13, Iss 5, p 49 (2024)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2224-2708/13/5/49/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/jsan13050049","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Sensor and Actuator Networks","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/jsan13050049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jsan13050049","pdf_url":"https://www.mdpi.com/2224-2708/13/5/49/pdf?version=1724752273","source":{"id":"https://openalex.org/S2736633529","display_name":"Journal of Sensor and Actuator Networks","issn_l":"2224-2708","issn":["2224-2708"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensor and Actuator Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322651","display_name":"Consiglio Nazionale delle Ricerche","ror":"https://ror.org/04zaypm56"},{"id":"https://openalex.org/F4320325475","display_name":"Universit\u00e0 degli Studi di Messina","ror":"https://ror.org/05ctdxz19"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401914629.pdf","grobid_xml":"https://content.openalex.org/works/W4401914629.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1723433682","https://openalex.org/W2064675550","https://openalex.org/W2782940169","https://openalex.org/W2782951042","https://openalex.org/W2920341730","https://openalex.org/W2938084177","https://openalex.org/W2987285336","https://openalex.org/W3006988459","https://openalex.org/W3016412274","https://openalex.org/W3038802905","https://openalex.org/W3097982226","https://openalex.org/W3118769287","https://openalex.org/W3123758454","https://openalex.org/W3211171057","https://openalex.org/W3216677224","https://openalex.org/W4200438116","https://openalex.org/W4210447574","https://openalex.org/W4220799139","https://openalex.org/W4229024010","https://openalex.org/W4281261134","https://openalex.org/W4283259765","https://openalex.org/W4307548964","https://openalex.org/W4308112557","https://openalex.org/W4313040584","https://openalex.org/W4327522079","https://openalex.org/W4383551653","https://openalex.org/W4385694951","https://openalex.org/W4387476565","https://openalex.org/W4388169034","https://openalex.org/W4388918337","https://openalex.org/W4389043852","https://openalex.org/W4391043157","https://openalex.org/W4391718430","https://openalex.org/W4391787581","https://openalex.org/W4393364524","https://openalex.org/W4395451886","https://openalex.org/W4399527517","https://openalex.org/W4399698389","https://openalex.org/W4399769242","https://openalex.org/W4401209215","https://openalex.org/W6759898487"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"The":[0,219],"integration":[1,106,312],"of":[2,18,30,64,72,75,109,124,265,279,298],"vehicle-to-grid":[3],"(V2G)":[4],"technology":[5],"into":[6],"smart":[7,318],"energy":[8,19,31,79,163,323,326],"management":[9],"systems":[10,25],"represents":[11],"a":[12,27,114,230,243,262],"significant":[13],"advancement":[14],"in":[15,81,86,271,313],"the":[16,36,45,73,82,105,122,174,191,211,215,236,296],"field":[17],"suppliers":[20],"for":[21,121,145],"Industry":[22],"4.0.":[23],"V2G":[24,76,311],"enable":[26],"bidirectional":[28],"flow":[29],"between":[32],"electric":[33],"vehicles":[34],"and":[35,39,53,93,107,113,134,158,161,183,186,214,235,284,303,329],"power":[37,55,58],"grid":[38,60,83,91],"can":[40],"provide":[41],"ancillary":[42,127],"services":[43],"to":[44,88,141,189,210,261,310],"grid,":[46],"such":[47,316],"as":[48,77,317],"peak":[49],"shaving,":[50],"load":[51],"balancing,":[52],"emergency":[54],"supply":[56],"during":[57],"outages,":[59],"faults,":[61],"or":[62],"periods":[63],"high":[65,196],"demand.":[66],"In":[67,129,253],"this":[68,130],"context,":[69],"reliable":[70],"prediction":[71,115],"availability":[74],"an":[78,99,276],"source":[80],"is":[84,217,222,238,308],"fundamental":[85],"order":[87],"optimize":[89],"both":[90,98],"stability":[92],"economic":[94],"returns.":[95],"This":[96,288],"requires":[97],"accurate":[100],"modeling":[101,139,205],"framework":[102],"that":[103],"includes":[104],"pre-processing":[108],"readily":[110],"accessible":[111],"data":[112,172,177],"phase":[116],"over":[117,198,275],"different":[118,125,199,285],"time":[119,149,200,263],"horizons":[120],"provision":[123],"time-scale":[126],"services.":[128],"research,":[131],"we":[132],"propose":[133],"compare":[135],"two":[136],"data-driven":[137,203],"predictive":[138,204],"approaches":[140,166,206],"demonstrate":[142],"their":[143],"suitability":[144],"dealing":[146,153],"with":[147,154,195,227,291],"quasi-periodic":[148],"series,":[150],"including":[151,281],"those":[152],"mobility":[155,330],"data,":[156,213,280],"meteorological":[157,181,286],"calendrical":[159],"information,":[160],"renewable":[162,325],"generation.":[164],"These":[165],"utilize":[167],"publicly":[168],"available":[169,192],"vehicle":[170],"tracking":[171],"within":[173],"floating":[175],"car":[176],"paradigm,":[178],"information":[179,188],"about":[180],"conditions,":[182],"fuzzy":[184],"weekend":[185],"holiday":[187],"predict":[190],"aggregate":[193],"capacity":[194],"precision":[197],"horizons.":[201],"Two":[202],"are":[207],"then":[208],"applied":[209],"selected":[212],"performance":[216],"compared.":[218],"first":[220],"approach":[221],"Hankel":[223],"dynamic":[224],"mode":[225],"decomposition":[226],"control":[228],"(HDMDc),":[229],"linear":[231],"state-space":[232,293],"representation":[233],"technique,":[234],"second":[237],"long":[239],"short-term":[240],"memory":[241],"(LSTM),":[242],"deep":[244],"learning":[245],"method":[246],"based":[247],"on":[248,258],"recurrent":[249],"nonlinear":[250],"neural":[251],"networks.":[252],"particular,":[254],"HDMDc":[255,307],"performs":[256],"well":[257],"predictions":[259],"up":[260],"horizon":[264],"4":[266],"h,":[267],"demonstrating":[268],"its":[269,292],"effectiveness":[270],"capturing":[272],"global":[273],"dynamics":[274],"entire":[277],"year":[278],"weekends,":[282],"holidays,":[283],"conditions.":[287],"capability,":[289],"along":[290],"representation,":[294],"enables":[295],"extraction":[297],"relationships":[299],"among":[300],"exogenous":[301],"inputs":[302],"target":[304],"variables.":[305],"Consequently,":[306],"applicable":[309],"complex":[314],"environments":[315],"grids,":[319],"which":[320],"include":[321],"various":[322],"suppliers,":[324],"sources,":[327],"buildings,":[328],"data.":[331]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-30T13:55:48.251075","created_date":"2025-10-10T00:00:00"}