{"id":"https://openalex.org/W2798717268","doi":"https://doi.org/10.1109/smartgridcomm.2017.8340693","title":"Integrated multi-scale data analytics and machine learning for the distribution grid","display_name":"Integrated multi-scale data analytics and machine learning for the distribution grid","publication_year":2017,"publication_date":"2017-10-01","ids":{"openalex":"https://openalex.org/W2798717268","doi":"https://doi.org/10.1109/smartgridcomm.2017.8340693","mag":"2798717268"},"language":"en","primary_location":{"id":"doi:10.1109/smartgridcomm.2017.8340693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm.2017.8340693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Smart Grid Communications (SmartGridComm)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://escholarship.org/content/qt33x730cc/qt33x730cc.pdf?t=pwxxtj","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091167212","display_name":"Emma Stewart","orcid":"https://orcid.org/0000-0003-3537-024X"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Emma M. Stewart","raw_affiliation_strings":["Lawrence Livermore National Laboratory, Livermore, CA, USA"],"affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore, CA, USA","institution_ids":["https://openalex.org/I1282311441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005992691","display_name":"Anthony Florita","orcid":"https://orcid.org/0000-0002-8998-6106"},"institutions":[{"id":"https://openalex.org/I4210104735","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony Florita","raw_affiliation_strings":["Sandia National Laboratories, Albuquerque, NM, USA"],"affiliations":[{"raw_affiliation_string":"Sandia National Laboratories, Albuquerque, NM, USA","institution_ids":["https://openalex.org/I4210104735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113491247","display_name":"Thomas J. King","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":"Thomas J. King","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN, US"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN, US","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087748799","display_name":"Matthew J. Reno","orcid":"https://orcid.org/0000-0002-4885-0480"},"institutions":[{"id":"https://openalex.org/I4210104735","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew J. Reno","raw_affiliation_strings":["Sandia National Laboratories, Albuquerque, NM, US"],"affiliations":[{"raw_affiliation_string":"Sandia National Laboratories, Albuquerque, NM, US","institution_ids":["https://openalex.org/I4210104735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066657363","display_name":"Philip Top","orcid":"https://orcid.org/0000-0002-4331-2763"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip Top","raw_affiliation_strings":["Lawrence Livermore National Laboratory, Livermore, CA, USA"],"affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore, CA, USA","institution_ids":["https://openalex.org/I1282311441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068974029","display_name":"Michael Chertkov","orcid":"https://orcid.org/0000-0002-6758-515X"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Chertkov","raw_affiliation_strings":["Scott Backhaus, Andrey Lokhov Los Alamos National Laboratory, Los Alamos, NM, USA"],"affiliations":[{"raw_affiliation_string":"Scott Backhaus, Andrey Lokhov Los Alamos National Laboratory, Los Alamos, NM, USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086678567","display_name":"Deepjyoti Deka","orcid":"https://orcid.org/0000-0003-3928-3936"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deepjyoti Deka","raw_affiliation_strings":["Scott Backhaus, Andrey Lokhov Los Alamos National Laboratory, Los Alamos, NM, USA"],"affiliations":[{"raw_affiliation_string":"Scott Backhaus, Andrey Lokhov Los Alamos National Laboratory, Los Alamos, NM, USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040109480","display_name":"Scott Backhaus","orcid":"https://orcid.org/0000-0002-0344-6791"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Backhaus","raw_affiliation_strings":["Los Alamos National Laboratory, Los Alamos, NM, US"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, Los Alamos, NM, US","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084142327","display_name":"Andrey Y. Lokhov","orcid":"https://orcid.org/0000-0003-3269-7263"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrey Lokhov","raw_affiliation_strings":["Los Alamos National Laboratory, Los Alamos, NM, US"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory, Los Alamos, NM, US","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050417081","display_name":"Ciaran Roberts","orcid":"https://orcid.org/0000-0003-1029-8851"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ciaran Roberts","raw_affiliation_strings":["Lawrence Berkeley National Laboratory, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA, USA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075573796","display_name":"Val Hendrix","orcid":null},"institutions":[{"id":"https://openalex.org/I1297288678","display_name":"National Renewable Energy Laboratory","ror":"https://ror.org/036266993","country_code":"US","type":"facility","lineage":["https://openalex.org/I1297288678","https://openalex.org/I1330989302","https://openalex.org/I2800842121"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Val Hendrix","raw_affiliation_strings":["National Renewable Energy Laboratory, Golden, CO, USA"],"affiliations":[{"raw_affiliation_string":"National Renewable Energy Laboratory, Golden, CO, USA","institution_ids":["https://openalex.org/I1297288678"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067720069","display_name":"Sean Peisert","orcid":"https://orcid.org/0000-0003-3566-9719"},"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":"Sean Peisert","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN, USA"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN, USA","institution_ids":["https://openalex.org/I1289243028"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5091167212"],"corresponding_institution_ids":["https://openalex.org/I1282311441"],"apc_list":null,"apc_paid":null,"fwci":0.146,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.55872888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"423","last_page":"429"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9966999888420105,"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":0.9966999888420105,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9940999746322632,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7649781703948975},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.6984459757804871},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6522986888885498},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6153849363327026},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.555821418762207},{"id":"https://openalex.org/keywords/grid-computing","display_name":"Grid computing","score":0.5176261067390442},{"id":"https://openalex.org/keywords/data-grid","display_name":"Data grid","score":0.4747771918773651},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4485003352165222},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.4102898836135864},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3788672387599945},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3429694175720215},{"id":"https://openalex.org/keywords/semantic-grid","display_name":"Semantic grid","score":0.34145575761795044}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7649781703948975},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.6984459757804871},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6522986888885498},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6153849363327026},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.555821418762207},{"id":"https://openalex.org/C70429105","wikidata":"https://www.wikidata.org/wiki/Q249999","display_name":"Grid computing","level":3,"score":0.5176261067390442},{"id":"https://openalex.org/C147639290","wikidata":"https://www.wikidata.org/wiki/Q56369138","display_name":"Data grid","level":4,"score":0.4747771918773651},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4485003352165222},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.4102898836135864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3788672387599945},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3429694175720215},{"id":"https://openalex.org/C103692084","wikidata":"https://www.wikidata.org/wiki/Q1765824","display_name":"Semantic grid","level":3,"score":0.34145575761795044},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smartgridcomm.2017.8340693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm.2017.8340693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Smart Grid Communications (SmartGridComm)","raw_type":"proceedings-article"},{"id":"pmh:oai:escholarship.org:ark:/13030/qt33x730cc","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/33x730cc","pdf_url":"https://escholarship.org/content/qt33x730cc/qt33x730cc.pdf?t=pwxxtj","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:escholarship.org:ark:/13030/qt33x730cc","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/33x730cc","pdf_url":"https://escholarship.org/content/qt33x730cc/qt33x730cc.pdf?t=pwxxtj","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338284","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63"},{"id":"https://openalex.org/F4320338291","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2798717268.pdf","grobid_xml":"https://content.openalex.org/works/W2798717268.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W1968359621","https://openalex.org/W2154104617","https://openalex.org/W2294903825","https://openalex.org/W2319542951","https://openalex.org/W2326935886","https://openalex.org/W2595346029","https://openalex.org/W2962894999","https://openalex.org/W2963679871","https://openalex.org/W3099262860","https://openalex.org/W6682591056","https://openalex.org/W6697238157","https://openalex.org/W6699840735"],"related_works":["https://openalex.org/W1580346733","https://openalex.org/W2145548705","https://openalex.org/W2181389252","https://openalex.org/W836263687","https://openalex.org/W2049234965","https://openalex.org/W1541285588","https://openalex.org/W2170511376","https://openalex.org/W2543976890","https://openalex.org/W2101632560","https://openalex.org/W2021543546"],"abstract_inverted_index":{"We":[0],"consider":[1,80,109],"the":[2,17,37,41,62,70,81,100,110,119,138,159,170,219,235,243,258,269],"field":[3,30,82,238],"of":[4,31,56,64,83,89,123,132,145,211,232,251,264,272],"machine":[5,84,236],"learning":[6,85,237],"and":[7,13,20,33,92,96,115,118,121,166,180,214,227,234,249,260],"where":[8],"it":[9],"is":[10,27,48,127],"both":[11],"useful,":[12,15],"not":[14],"for":[16,112,255],"distribution":[18,43,102,139],"grid":[19,44,71,165,175,259],"buildings":[21],"interface.":[22],"While":[23,199],"analytics,":[24,146],"in":[25,40,69,242],"general,":[26],"a":[28,57,87,209,262],"growing":[29],"interest,":[32],"often":[34,49],"seen":[35],"as":[36,86,164,189],"golden":[38],"goose":[39],"burgeoning":[42],"industry,":[45],"its":[46,94],"application":[47,68,144],"limited":[50],"by":[51],"communications":[52],"infrastructure,":[53],"or":[54,176,185,193],"lack":[55],"focused":[58],"technical":[59],"application.":[60],"Overall,":[61],"linkage":[63],"analytics":[65,117,277],"to":[66,98,158,173,197],"purposeful":[67],"space":[72],"has":[73],"been":[74],"limited.":[75],"In":[76],"this":[77],"paper":[78,246],"we":[79,107],"subset":[88],"analytical":[90],"techniques,":[91],"discuss":[93],"ability":[95],"limitations":[97],"enable":[99],"future":[101],"grid.":[103],"To":[104],"that":[105,154,267],"end,":[106],"also":[108],"potential":[111,270],"mixing":[113],"distributed":[114],"centralized":[116],"pros":[120],"cons":[122],"these":[124,204],"approaches.":[125],"There":[126],"an":[128],"exponentially":[129],"expanding":[130],"volume":[131],"measured":[133],"data":[134,205,226],"being":[135,240],"generated":[136],"on":[137,217,257],"grid,":[140],"which,":[141],"with":[142,224],"appropriate":[143,171],"may":[147],"be":[148,156],"transformed":[149],"into":[150,203],"intelligible,":[151],"actionable":[152],"information":[153],"can":[155,207],"provided":[157],"right":[160],"actors":[161],"-":[162,187],"such":[163,188],"building":[167,177],"operators,":[168],"at":[169],"time":[172],"enhance":[174],"resilience,":[178],"efficiency,":[179],"operations":[181],"against":[182],"various":[183],"metrics":[184],"goals":[186],"total":[190],"carbon":[191],"reduction":[192],"other":[194],"economic":[195],"benefit":[196],"customers.":[198],"some":[200],"basic":[201],"analysis":[202,220,233],"streams":[206],"provide":[208],"wealth":[210],"information,":[212],"computational":[213],"human":[215],"boundaries":[216],"performing":[218],"are":[221,239],"becoming":[222],"significant,":[223],"more":[225],"multi-objective":[228],"concerns.":[229],"Efficient":[230],"applications":[231,254],"considered":[241],"loop.":[244],"This":[245],"describes":[247],"benefits":[248,271],"limits":[250],"present":[252],"machine-learning":[253],"use":[256],"presents":[261],"series":[263],"case":[265],"studies":[266],"illustrate":[268],"developing":[273],"advanced":[274],"local":[275],"multi-variate":[276],"machine-learning-based":[278],"applications.":[279]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}