{"id":"https://openalex.org/W3003243124","doi":"https://doi.org/10.1109/icpads47876.2019.00096","title":"Deep and Efficient Impact Models for Edge Characterization and Control of Energy Events","display_name":"Deep and Efficient Impact Models for Edge Characterization and Control of Energy Events","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3003243124","doi":"https://doi.org/10.1109/icpads47876.2019.00096","mag":"3003243124"},"language":"en","primary_location":{"id":"doi:10.1109/icpads47876.2019.00096","doi":"https://doi.org/10.1109/icpads47876.2019.00096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads47876.2019.00096","pdf_url":null,"source":{"id":"https://openalex.org/S7407087481","display_name":"IEEE International Conference on Parallel and Distributed Systems (ICPADS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-article"},"volume":null,"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/A5079563165","display_name":"Grigore St\u00e2m\u00e2tescu","orcid":"https://orcid.org/0000-0002-9647-6817","observed_orcids":["https://orcid.org/0000-0002-9647-6817"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210112164","display_name":"Complexity Science Hub","ror":"https://ror.org/023dz9m50","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210112164"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Grigore Stamatescu","raw_affiliation_strings":["Graz University of Technology","Complexity Science Hub Vienna, Austria","Institute of Technical Informatics, Graz University of Technology, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Complexity Science Hub Vienna, Austria","institution_ids":["https://openalex.org/I4210112164"]},{"raw_affiliation_string":"Institute of Technical Informatics, Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040683373","display_name":"Rahim Entezari","orcid":"https://orcid.org/0000-0002-5770-8996","observed_orcids":["https://orcid.org/0000-0002-5770-8996"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210112164","display_name":"Complexity Science Hub","ror":"https://ror.org/023dz9m50","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210112164"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Rahim Entezari","raw_affiliation_strings":["Graz University of Technology","Complexity Science Hub Vienna, Austria","Institute of Technical Informatics, Graz University of Technology, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Complexity Science Hub Vienna, Austria","institution_ids":["https://openalex.org/I4210112164"]},{"raw_affiliation_string":"Institute of Technical Informatics, Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038885496","display_name":"Kay R\u00f6mer","orcid":"https://orcid.org/0000-0002-4248-4424","observed_orcids":["https://orcid.org/0000-0002-4248-4424"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Kay R\u00f6mer","raw_affiliation_strings":["Graz University of Technology","Institute of Technical Informatics, Graz University of Technology, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute of Technical Informatics, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074037460","display_name":"Olga Saukh","orcid":"https://orcid.org/0000-0001-7849-3368","observed_orcids":["https://orcid.org/0000-0001-7849-3368"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210112164","display_name":"Complexity Science Hub","ror":"https://ror.org/023dz9m50","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210112164"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Olga Saukh","raw_affiliation_strings":["Graz University of Technology","Complexity Science Hub Vienna, Austria","Institute of Technical Informatics, Graz University of Technology, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Complexity Science Hub Vienna, Austria","institution_ids":["https://openalex.org/I4210112164"]},{"raw_affiliation_string":"Institute of Technical Informatics, Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.9782,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.953384,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"639","last_page":"646"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.8637999892234802,"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":0.8637999892234802,"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":0.08299999684095383,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.02329999953508377,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/demand-response","display_name":"demand response","score":0.8259999752044678},{"id":"https://openalex.org/keywords/microgrids","display_name":"microgrids","score":0.796999990940094},{"id":"https://openalex.org/keywords/edge-computing","display_name":"edge computing","score":0.7170000076293945},{"id":"https://openalex.org/keywords/load-forecasting","display_name":"load forecasting","score":0.6349999904632568},{"id":"https://openalex.org/keywords/impact-model","display_name":"IMPACT model","score":0.7720000147819519},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.765999972820282},{"id":"https://openalex.org/keywords/hierarchical-control-architecture","display_name":"hierarchical control architecture","score":0.7620000243186951},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.5669999718666077},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"energy consumption","score":0.37299999594688416},{"id":"https://openalex.org/keywords/peak-shaving","display_name":"peak shaving","score":0.4399999976158142},{"id":"https://openalex.org/keywords/local-control","display_name":"local control","score":0.453000009059906}],"concepts":[{"id":"https://openalex.org/C2780841128","wikidata":"https://www.wikidata.org/wiki/Q5073781","display_name":"Characterization (materials science)","level":2,"score":0.6076067686080933},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5746996998786926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5504516363143921},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4551655054092407},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4453844428062439},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23923635482788086},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.15311670303344727},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.1250205934047699},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09312620759010315},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpads47876.2019.00096","doi":"https://doi.org/10.1109/icpads47876.2019.00096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads47876.2019.00096","pdf_url":null,"source":{"id":"https://openalex.org/S7407087481","display_name":"IEEE International Conference on Parallel and Distributed Systems (ICPADS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9853000044822693},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.8970999717712402}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1983446105","https://openalex.org/W2064469609","https://openalex.org/W2127014113","https://openalex.org/W2129959438","https://openalex.org/W2156387975","https://openalex.org/W2272544568","https://openalex.org/W2574708214","https://openalex.org/W2754328869","https://openalex.org/W2755807005","https://openalex.org/W2760815103","https://openalex.org/W2769659878","https://openalex.org/W2782144814","https://openalex.org/W2802314367","https://openalex.org/W2803672134","https://openalex.org/W2885195348","https://openalex.org/W2890188851","https://openalex.org/W2903256642","https://openalex.org/W2909960414","https://openalex.org/W2911794652","https://openalex.org/W2913712311","https://openalex.org/W2915877128","https://openalex.org/W2916920429","https://openalex.org/W2943921667","https://openalex.org/W2946107955","https://openalex.org/W2960959326","https://openalex.org/W2964858381","https://openalex.org/W2979403423"],"related_works":["https://openalex.org/W4390819562","https://openalex.org/W4384662384","https://openalex.org/W2995029263","https://openalex.org/W2808286578","https://openalex.org/W4404516424","https://openalex.org/W7116729218","https://openalex.org/W4399710183","https://openalex.org/W7133497391","https://openalex.org/W3136643086","https://openalex.org/W2898646903"],"abstract_inverted_index":{"Network":[0],"control":[1,91],"in":[2,14,44,48,229],"microgrids":[3],"is":[4,56,201],"an":[5,108],"active":[6],"research":[7],"area":[8],"driven":[9],"by":[10,173,246,249],"a":[11,72,104,115,159,210],"steady":[12],"increase":[13],"energy":[15,36,74,152,207,226],"demand,":[16],"the":[17,21,34,39,49,64,95,147,156,182,185,189,193,220,223,240],"necessity":[18],"to":[19,85,93,120,140,149,154,168,180,192],"minimize":[20],"environmental":[22],"footprint,":[23],"yet":[24],"achieve":[25],"socioeconomic":[26],"benefits":[27,221],"and":[28,46,59,88,130,205],"ensure":[29],"sustainability.":[30],"Reducing":[31],"deviation":[32],"of":[33,97,111,162,188,214,222,231,242],"predicted":[35],"consumption":[37,187],"from":[38,209],"actual":[40],"one,":[41],"softening":[42],"peaks":[43],"demand":[45],"filling":[47],"troughs,":[50],"especially":[51],"at":[52],"times":[53],"when":[54],"power":[55,186],"more":[57],"affordable":[58],"clean,":[60],"present":[61,71],"challenges":[62],"for":[63],"demand-side":[65,99],"response.":[66],"In":[67],"this":[68],"paper,":[69],"we":[70,113],"hierarchical":[73,225],"system":[75,200,227],"architecture":[76,81,228],"with":[77,234],"embedded":[78],"control.":[79,253],"This":[80,237],"pushes":[82],"prediction":[83,123,142,196,233,243],"models":[84,124,136,171],"edge":[86,178],"devices":[87,179],"executes":[89],"local":[90,252],"loops":[92],"address":[94],"challenge":[96],"managing":[98],"response":[100],"locally.":[101],"We":[102],"employ":[103],"two-step":[105],"approach:":[106],"At":[107],"upper":[109,194],"level":[110,161,195],"hierarchy,":[112,163],"adopt":[114],"conventional":[116],"machine":[117],"learning":[118],"pipeline":[119],"build":[121],"load":[122],"using":[125],"automated":[126],"domain-specific":[127],"feature":[128],"extraction":[129],"selection.":[131],"Given":[132],"historical":[133],"data,":[134],"these":[135],"are":[137,166],"then":[138],"used":[139,167],"label":[141],"failure":[143,197,244],"events":[144,245],"that":[145,184],"force":[146],"operator":[148],"use":[150],"backup":[151],"sources":[153],"stabilize":[155],"network.":[157],"On":[158],"lower":[160],"computed":[164],"labels":[165],"train":[169],"impact":[170,232],"realized":[172],"LSTM":[174],"networks":[175],"running":[176],"on":[177,203],"infer":[181],"probability":[183],"player":[190],"contributes":[191],"event.":[198],"The":[199,217],"evaluated":[202],"clustered":[204],"aggregated":[206],"traces":[208],"public":[211],"data":[212],"set":[213],"academic":[215],"buildings.":[216],"results":[218],"show":[219],"proposed":[224],"terms":[230],"55%":[235],"accuracy.":[236],"allows":[238],"minimizing":[239],"number":[241],"11.69":[247],"%":[248],"executing":[250],"targeted":[251]},"counts_by_year":[{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2020-02-07T00:00:00"}
