{"id":"https://openalex.org/W3139116659","doi":"https://doi.org/10.1109/isgt49243.2021.9372256","title":"Data Analysis Approach for Large Data Volumes in a Connected Community","display_name":"Data Analysis Approach for Large Data Volumes in a Connected Community","publication_year":2021,"publication_date":"2021-02-16","ids":{"openalex":"https://openalex.org/W3139116659","doi":"https://doi.org/10.1109/isgt49243.2021.9372256","mag":"3139116659"},"language":"en","primary_location":{"id":"doi:10.1109/isgt49243.2021.9372256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgt49243.2021.9372256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","raw_type":"proceedings-article"},"type":"article","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/A5041052894","display_name":"Supriya Chinthavali","orcid":"https://orcid.org/0000-0002-4611-1086"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Supriya Chinthavali","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101595607","display_name":"Sangkeun Lee","orcid":"https://orcid.org/0000-0002-1317-5112"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sangkeun Lee","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086569567","display_name":"Michael Starke","orcid":"https://orcid.org/0000-0002-2121-1195"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Starke","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061467967","display_name":"Junghoon Chae","orcid":"https://orcid.org/0000-0002-0601-6746"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junghoon Chae","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081065900","display_name":"Varisara Tansakul","orcid":"https://orcid.org/0000-0002-4285-3859"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Varisara Tansakul","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081967702","display_name":"Jeff Munk","orcid":null},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeff Munk","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065634507","display_name":"Helia Zandi","orcid":"https://orcid.org/0000-0003-3966-7454"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Helia Zandi","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045320466","display_name":"Teja Kuruganti","orcid":"https://orcid.org/0000-0003-3704-4026"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Teja Kuruganti","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064747748","display_name":"Heather Buckberry","orcid":"https://orcid.org/0000-0002-9393-5993"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Heather Buckberry","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024106297","display_name":"Mahabir Bhandari","orcid":"https://orcid.org/0000-0003-1951-9876"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahabir Bhandari","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032070233","display_name":"James Leverette","orcid":null},"institutions":[{"id":"https://openalex.org/I206578319","display_name":"Southern Company (United States)","ror":"https://ror.org/02r0g0093","country_code":"US","type":"company","lineage":["https://openalex.org/I206578319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Leverette","raw_affiliation_strings":["Southern Company, Birmingham, AL"],"affiliations":[{"raw_affiliation_string":"Southern Company, Birmingham, AL","institution_ids":["https://openalex.org/I206578319"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5041052894"],"corresponding_institution_ids":["https://openalex.org/I1289243028"],"apc_list":null,"apc_paid":null,"fwci":0.2005,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.48454007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"192","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9987999796867371,"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":0.9987999796867371,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9851999878883362,"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"}},{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9825999736785889,"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/hvac","display_name":"HVAC","score":0.8402498960494995},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7597523331642151},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.5145592093467712},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4666953384876251},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.45902568101882935},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.4534097909927368},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.44566452503204346},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4350408613681793},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4261947274208069},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2562454044818878},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.2547645568847656},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16968250274658203},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14153185486793518}],"concepts":[{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.8402498960494995},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7597523331642151},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.5145592093467712},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4666953384876251},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.45902568101882935},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.4534097909927368},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.44566452503204346},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4350408613681793},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4261947274208069},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2562454044818878},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2547645568847656},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16968250274658203},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14153185486793518},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isgt49243.2021.9372256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgt49243.2021.9372256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","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":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1582944457","https://openalex.org/W1604972505","https://openalex.org/W1668207053","https://openalex.org/W2304976378","https://openalex.org/W2568949447","https://openalex.org/W2735984395","https://openalex.org/W2738573792","https://openalex.org/W2783075509","https://openalex.org/W3003624885","https://openalex.org/W4287799173","https://openalex.org/W4390310044","https://openalex.org/W6791809458"],"related_works":["https://openalex.org/W2112866972","https://openalex.org/W4240233711","https://openalex.org/W2900606913","https://openalex.org/W4320003279","https://openalex.org/W2326910963","https://openalex.org/W3111008797","https://openalex.org/W3046823714","https://openalex.org/W2348218441","https://openalex.org/W4205684936","https://openalex.org/W3021806226"],"abstract_inverted_index":{"Recent":[0],"advancements":[1],"within":[2],"smart":[3],"neighborhoods":[4],"where":[5],"utilities":[6],"are":[7,26],"enabling":[8],"automatic":[9,134,142],"control":[10,135,143],"of":[11,47,50,79,90,102,109,136,144],"appliances":[12,137],"such":[13,122],"as":[14,123],"heating,":[15],"ventilation,":[16],"and":[17,21,44,71,84],"air":[18],"conditioning":[19],"(HVAC)":[20],"water":[22],"heater":[23],"(WH)":[24],"systems":[25],"providing":[27],"new":[28],"opportunities":[29,86],"to":[30,129],"minimize":[31],"energy":[32],"costs":[33],"through":[34,106],"reduced":[35],"peak":[36,124],"load.":[37],"This":[38],"requires":[39],"systematic":[40],"collection,":[41],"storage,":[42],"management,":[43],"in-memory":[45],"processing":[46],"large":[48],"volumes":[49],"streaming":[51],"data":[52,73],"for":[53,75,87,133],"fast":[54],"performance.":[55],"In":[56],"this":[57],"paper,":[58],"we":[59,97,113],"propose":[60],"a":[61,107,115],"multi-tier":[62],"layered":[63],"IoT":[64],"software":[65],"framework":[66],"that":[67,119],"enables":[68],"effective":[69],"descriptive":[70],"predictive":[72],"analysis":[74],"understanding":[76],"live":[77,99],"operation":[78],"the":[80,103,141],"neighborhood,":[81],"fault":[82],"identification,":[83],"future":[85],"further":[88],"optimization":[89],"load":[91,125],"curves.":[92],"We":[93],"then":[94],"demonstrate":[95],"how":[96],"achieve":[98],"situational":[100],"awareness":[101],"connected":[104],"neighborhood":[105],"suite":[108],"visualization":[110],"components.":[111],"Finally,":[112],"discuss":[114],"few":[116],"analytic":[117],"dashboards":[118],"address":[120],"questions":[121],"reductions":[126],"obtained":[127],"due":[128],"optimization,":[130],"customer":[131],"preference":[132],"(do":[138],"they":[139],"override":[140],"HVAC?,":[145],"etc.).":[146]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}