{"id":"https://openalex.org/W4416132548","doi":"https://doi.org/10.1145/3736425.3770115","title":"Multi-objective Evolutionary Learning for Near Pareto-Optimal Optimization of Solar Deployment","display_name":"Multi-objective Evolutionary Learning for Near Pareto-Optimal Optimization of Solar Deployment","publication_year":2025,"publication_date":"2025-11-11","ids":{"openalex":"https://openalex.org/W4416132548","doi":"https://doi.org/10.1145/3736425.3770115"},"language":"en","primary_location":{"id":"doi:10.1145/3736425.3770115","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736425.3770115","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3770115","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3770115","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116026901","display_name":"Cooper Sigrist","orcid":"https://orcid.org/0009-0009-4720-3626"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cooper Sigrist","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, USA"],"raw_orcid":"https://orcid.org/0009-0009-4720-3626","affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040517709","display_name":"Archimedes Li","orcid":"https://orcid.org/0009-0006-2983-1440"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Archimedes Li","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, USA"],"raw_orcid":"https://orcid.org/0009-0006-2983-1440","affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064803367","display_name":"Alice Zhang","orcid":"https://orcid.org/0009-0001-4308-9709"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alice Zhang","raw_affiliation_strings":["Columbia University, New york, USA"],"raw_orcid":"https://orcid.org/0009-0001-4308-9709","affiliations":[{"raw_affiliation_string":"Columbia University, New york, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059934044","display_name":"Adam Lechowicz","orcid":"https://orcid.org/0000-0002-7774-9939"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adam Lechowicz","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, USA"],"raw_orcid":"https://orcid.org/0000-0002-7774-9939","affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048736480","display_name":"Noman Bashir","orcid":"https://orcid.org/0000-0001-9304-910X"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Noman Bashir","raw_affiliation_strings":["Massachusetts Institute of Technology, Boston, USA"],"raw_orcid":"https://orcid.org/0000-0001-9304-910X","affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Boston, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119455194","display_name":"Pichsinee Lertsaroj","orcid":"https://orcid.org/0009-0003-0704-8779"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pichsinee Lertsaroj","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, USA"],"raw_orcid":"https://orcid.org/0009-0003-0704-8779","affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054673064","display_name":"Ryan Boldi","orcid":"https://orcid.org/0000-0002-5789-0492"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan Bahlous-Boldi","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, USA"],"raw_orcid":"https://orcid.org/0000-0002-5789-0492","affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046146251","display_name":"Mohammad Hajiesmaili","orcid":"https://orcid.org/0000-0001-9278-2254"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Hajiesmaili","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, USA"],"raw_orcid":"https://orcid.org/0000-0001-9278-2254","affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16004625,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"213","last_page":"223"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.6057999730110168,"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"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.6057999730110168,"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/T10603","display_name":"Smart Grid Energy Management","score":0.15649999678134918,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.05889999866485596,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/photovoltaic-system","display_name":"Photovoltaic system","score":0.6718999743461609},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6538000106811523},{"id":"https://openalex.org/keywords/offset","display_name":"Offset (computer science)","score":0.5195000171661377},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5001000165939331},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.4860999882221222},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.4487999975681305},{"id":"https://openalex.org/keywords/equity","display_name":"Equity (law)","score":0.44029998779296875},{"id":"https://openalex.org/keywords/solar-energy","display_name":"Solar energy","score":0.4090999960899353}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.6718999743461609},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6538000106811523},{"id":"https://openalex.org/C175291020","wikidata":"https://www.wikidata.org/wiki/Q1156822","display_name":"Offset (computer science)","level":2,"score":0.5195000171661377},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5030999779701233},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5001000165939331},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.4860999882221222},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.45410001277923584},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.4487999975681305},{"id":"https://openalex.org/C199728807","wikidata":"https://www.wikidata.org/wiki/Q2578557","display_name":"Equity (law)","level":2,"score":0.44029998779296875},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.4090999960899353},{"id":"https://openalex.org/C544738498","wikidata":"https://www.wikidata.org/wiki/Q861135","display_name":"Distributed generation","level":3,"score":0.38679999113082886},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.37059998512268066},{"id":"https://openalex.org/C423512","wikidata":"https://www.wikidata.org/wiki/Q383973","display_name":"Electricity generation","level":3,"score":0.35679998993873596},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.353300005197525},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.3366999924182892},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.3077999949455261},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.30219998955726624},{"id":"https://openalex.org/C2780561860","wikidata":"https://www.wikidata.org/wiki/Q7531796","display_name":"Site selection","level":2,"score":0.3012999892234802},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28130000829696655},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.2603999972343445}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3736425.3770115","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736425.3770115","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3770115","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/164290","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/164290","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"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":"Association for Computing Machinery","raw_type":"http://purl.org/eprint/type/ConferencePaper"}],"best_oa_location":{"id":"doi:10.1145/3736425.3770115","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736425.3770115","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3736425.3770115","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1510404779","display_name":null,"funder_award_id":"DE-SC0024386","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G3837698350","display_name":"CAREER: A Robust and Data-driven Design for Carbon-intelligent Distributed Systems","funder_award_id":"2045641","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7648718735","display_name":"National Science Foundation Expeditions in Computing for Computational Decarbonization of Societal Infrastructures at Mesoscales","funder_award_id":"2325956","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7890882285","display_name":null,"funder_award_id":"DE-SC0024386","funder_id":"https://openalex.org/F4320337506","funder_display_name":"Advanced Scientific Computing Research"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"},{"id":"https://openalex.org/F4320337506","display_name":"Advanced Scientific Computing Research","ror":"https://ror.org/0012c7r22"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416132548.pdf","grobid_xml":"https://content.openalex.org/works/W4416132548.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1993619995","https://openalex.org/W1998081129","https://openalex.org/W2072473332","https://openalex.org/W2111935653","https://openalex.org/W2126105956","https://openalex.org/W2222763267","https://openalex.org/W2561490710","https://openalex.org/W2783063245","https://openalex.org/W2883465841","https://openalex.org/W2944850467","https://openalex.org/W3034909913","https://openalex.org/W3049309424","https://openalex.org/W3104470526","https://openalex.org/W3135478199","https://openalex.org/W3180228542","https://openalex.org/W4213186888","https://openalex.org/W4249181492","https://openalex.org/W4283804538","https://openalex.org/W4309634433","https://openalex.org/W4380319128"],"related_works":[],"abstract_inverted_index":{"Existing":[0],"residential":[1],"rooftop":[2,63],"photovoltaic":[3],"(PV)":[4],"installations":[5,65],"in":[6,16,27,111],"the":[7,46,57,163],"United":[8],"States":[9],"are":[10,14,23],"inequitable,":[11],"as":[12,66],"they":[13,22],"concentrated":[15],"high-income":[17],"neighborhoods,":[18],"and":[19,78,122,143],"carbon-inefficient":[20],"because":[21],"often":[24],"not":[25],"located":[26],"electric":[28],"grids":[29],"dominated":[30],"by":[31,137,141,146,153],"fossil-fuel":[32],"generators.":[33],"Prior":[34],"work,":[35],"however,":[36],"shows":[37],"that":[38,91],"prioritizing":[39],"socioeconomic":[40],"equity":[41],"can":[42,161],"also":[43],"significantly":[44],"increase":[45],"carbon":[47,76,165],"efficiency":[48],"of":[49,59,118,128],"new":[50],"installations.":[51],"In":[52],"this":[53],"paper,":[54],"we":[55],"formalize":[56],"problem":[58],"site":[60],"selection":[61],"for":[62,104,168],"PV":[64],"a":[67,83,93,112,116],"multi-objective":[68],"optimization":[69],"problem,":[70],"with":[71],"metrics":[72],"including":[73],"energy":[74],"generation,":[75],"offsetting,":[77],"demographic":[79,123],"equity.":[80],"We":[81,106],"introduce":[82],"novel":[84],"method":[85,133],"called":[86],"Evolutionary":[87],"Value":[88],"Assignment":[89],"(EVA)":[90],"uses":[92],"neural":[94],"network":[95],"trained":[96],"via":[97],"evolutionary":[98],"learning":[99],"to":[100,126,155],"select":[101],"ideal":[102],"sites":[103],"deployment.":[105],"evaluate":[107],"our":[108,132,158],"proposed":[109],"approach":[110],"case":[113],"study":[114],"using":[115],"dataset":[117],"U.S.":[119],"solar":[120],"generation":[121,173],"information.":[124],"Compared":[125],"projections":[127],"current":[129,176],"installation":[130],"trends,":[131],"improves":[134],"Carbon":[135],"Efficiency":[136],"43%,":[138],"Income":[139],"Equity":[140,145],"41%,":[142],"Racial":[144],"24%,":[147],"while":[148],"increasing":[149],"Energy":[150],"Generation":[151],"Potential":[152],"up":[154],"10%.":[156],"Therefore,":[157],"optimized":[159],"placement":[160],"achieve":[162],"estimated":[164],"offset":[166],"needed":[167],"net-zero":[169],"emissions":[170],"from":[171],"electricity":[172],"earlier":[174],"than":[175],"deployment":[177],"trends.":[178]},"counts_by_year":[],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-11-11T00:00:00"}
