{"id":"https://openalex.org/W3120398134","doi":"https://doi.org/10.1109/ssci47803.2020.9308324","title":"Toci: Computational Intelligence in an Energy Management System","display_name":"Toci: Computational Intelligence in an Energy Management System","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3120398134","doi":"https://doi.org/10.1109/ssci47803.2020.9308324","mag":"3120398134"},"language":"en","primary_location":{"id":"doi:10.1109/ssci47803.2020.9308324","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci47803.2020.9308324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5068532928","display_name":"Florian Huber","orcid":"https://orcid.org/0000-0002-3535-9406"},"institutions":[{"id":"https://openalex.org/I202671389","display_name":"University of Applied Sciences Landshut","ror":"https://ror.org/056z5bx32","country_code":"DE","type":"education","lineage":["https://openalex.org/I202671389"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Huber","raw_affiliation_strings":["Department of Computer Science, University of Applied Sciences Landshut, Landshut, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Applied Sciences Landshut, Landshut, Germany","institution_ids":["https://openalex.org/I202671389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015401818","display_name":"Markus Mock","orcid":"https://orcid.org/0000-0003-1553-4948"},"institutions":[{"id":"https://openalex.org/I202671389","display_name":"University of Applied Sciences Landshut","ror":"https://ror.org/056z5bx32","country_code":"DE","type":"education","lineage":["https://openalex.org/I202671389"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Mock","raw_affiliation_strings":["Department of Computer Science, University of Applied Sciences Landshut, Landshut, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Applied Sciences Landshut, Landshut, Germany","institution_ids":["https://openalex.org/I202671389"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I202671389"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"1287","last_page":"1296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9990000128746033,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9990000128746033,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9939000010490417,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7891219854354858},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.725202202796936},{"id":"https://openalex.org/keywords/tornado","display_name":"Tornado","score":0.6244516372680664},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.6214098930358887},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6109474897384644},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.49389582872390747},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.49381837248802185},{"id":"https://openalex.org/keywords/building-management-system","display_name":"Building management system","score":0.49303337931632996},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.49271491169929504},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.48137572407722473},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4668239951133728},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.44048595428466797},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4385870099067688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2968558669090271},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2225169539451599},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1478213369846344},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1251445710659027},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08775216341018677}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7891219854354858},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.725202202796936},{"id":"https://openalex.org/C190930322","wikidata":"https://www.wikidata.org/wiki/Q8081","display_name":"Tornado","level":2,"score":0.6244516372680664},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6214098930358887},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6109474897384644},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.49389582872390747},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.49381837248802185},{"id":"https://openalex.org/C106527866","wikidata":"https://www.wikidata.org/wiki/Q1489497","display_name":"Building management system","level":3,"score":0.49303337931632996},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.49271491169929504},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.48137572407722473},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4668239951133728},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.44048595428466797},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4385870099067688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2968558669090271},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2225169539451599},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1478213369846344},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1251445710659027},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08775216341018677},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssci47803.2020.9308324","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci47803.2020.9308324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2051346511","https://openalex.org/W2121487030","https://openalex.org/W2152106139","https://openalex.org/W2307544986","https://openalex.org/W2594434602","https://openalex.org/W2790204532","https://openalex.org/W2899160556","https://openalex.org/W2963988417","https://openalex.org/W2997561286","https://openalex.org/W6755923984"],"related_works":["https://openalex.org/W2810662003","https://openalex.org/W3012012463","https://openalex.org/W2933366859","https://openalex.org/W2897621408","https://openalex.org/W2091036197","https://openalex.org/W2763368380","https://openalex.org/W2535548666","https://openalex.org/W2002348443","https://openalex.org/W2120479322","https://openalex.org/W2069983945"],"abstract_inverted_index":{"Building":[0],"energy":[1,5,28,35,60,70],"management":[2,29,61],"and":[3,41,65,72,89,156,168,211],"smart":[4],"efficiency":[6],"are":[7,118],"two":[8],"important":[9],"application":[10],"areas":[11],"for":[12],"computational":[13,22,79],"intelligence":[14,23,80,125],"systems.":[15],"This":[16],"work":[17],"describes":[18],"how":[19],"we":[20,161,212],"create":[21],"(CI)":[24],"in":[25,37,86,97,112,178,190],"a":[26,57,219],"building":[27,39,43],"system":[30,53,81,140,152],"that":[31,104,108,142,170,214],"learns":[32],"about":[33],"typical":[34],"use":[36],"the":[38,87,91,98,106,113,122,146,159,194,204],"environment":[40],"alerts":[42,107],"managers":[44],"when":[45,130],"it":[46,143],"detects":[47],"unusual":[48,174],"operating":[49,175],"conditions.":[50],"The":[51,77,101],"CI":[52],"is":[54,126,133,141,216],"part":[55],"of":[56,138,166,198],"more":[58],"extensive":[59],"system,":[62],"named":[63],"Tornado,":[64],"comprises":[66],"multiple":[67],"buildings,":[68],"various":[69],"forms,":[71],"roughly":[73],"one":[74],"hundred":[75],"sensors.":[76],"Tornado":[78],"(short:":[82],"Toci)":[83],"executes":[84],"both":[85,153],"cloud":[88],"at":[90,121,218],"edge,":[92],"on":[93],"IoT":[94],"devices":[95],"deployed":[96,120],"managed":[99],"buildings.":[100],"machine":[102],"learning":[103],"underlies":[105],"Toci":[109,171,185,207],"generates":[110],"runs":[111],"cloud,":[114],"but":[115],"learned":[116],"models":[117],"also":[119],"edge.":[123],"Computational":[124],"not":[127],"entirely":[128],"lost":[129],"network":[131],"connectivity":[132],"interrupted.":[134],"One":[135],"key":[136],"aspect":[137],"our":[139,151],"implemented":[144],"using":[145],"serverless":[147,205],"computing":[148],"paradigm,":[149],"making":[150],"highly":[154],"scalable":[155],"efficient.":[157],"In":[158],"paper,":[160],"describe":[162],"several":[163],"practical":[164],"applications":[165],"TOCI":[167],"demonstrate":[169,213],"can":[172,186],"detect":[173],"conditions":[176,182],"relevant":[177],"practice.":[179],"Taking":[180],"weather":[181],"into":[183],"account,":[184],"identify":[187],"failing":[188],"inverters":[189],"PV":[191],"installations,":[192],"despite":[193],"high":[195],"normal":[196],"fluctuation":[197],"solar":[199],"power":[200],"production.":[201],"Due":[202],"to":[203],"architecture,":[206],"scales":[208],"very":[209],"well,":[210],"this":[215],"achieved":[217],"low":[220],"monetary":[221],"cost.":[222]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
