{"id":"https://openalex.org/W4312291003","doi":"https://doi.org/10.1109/igarss46834.2022.9883738","title":"Photovoltaic Installations Change Detection from Remote Sensing Images Using Deep Learning","display_name":"Photovoltaic Installations Change Detection from Remote Sensing Images Using Deep Learning","publication_year":2022,"publication_date":"2022-07-17","ids":{"openalex":"https://openalex.org/W4312291003","doi":"https://doi.org/10.1109/igarss46834.2022.9883738"},"language":"en","primary_location":{"id":"doi:10.1109/igarss46834.2022.9883738","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss46834.2022.9883738","pdf_url":null,"source":{"id":"https://openalex.org/S4363604196","display_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.ulster.ac.uk/en/publications/f39f3d9e-80cd-47a4-9c58-36e96106df22","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055748355","display_name":"Kai Shi","orcid":"https://orcid.org/0000-0002-9371-5405"},"institutions":[{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kaiyuan Shi","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University,Daqing,China","School of Computer and Information Technology, Northeast Petroleum University, Daqing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University,Daqing,China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017499714","display_name":"Lu Bai","orcid":"https://orcid.org/0000-0003-1242-5412"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lu Bai","raw_affiliation_strings":["School of Computing, Ulster University,Belfast,UK","School of Computing, Ulster University, Belfast, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing, Ulster University,Belfast,UK","institution_ids":["https://openalex.org/I138801177"]},{"raw_affiliation_string":"School of Computing, Ulster University, Belfast, UK","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042518433","display_name":"Zhibao Wang","orcid":"https://orcid.org/0000-0003-1752-3468"},"institutions":[{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibao Wang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University,Daqing,China","Bohai-Rim Energy Research Institute, Northeast Petroleum University, Qinhuangdao, China","School of Computer and Information Technology, Northeast Petroleum University, Daqing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University,Daqing,China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"Bohai-Rim Energy Research Institute, Northeast Petroleum University, Qinhuangdao, China","institution_ids":["https://openalex.org/I921716337","https://openalex.org/I4210094970"]},{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110527745","display_name":"Xi-Feng Tong","orcid":null},"institutions":[{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xifeng Tong","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University,Daqing,China","School of Computer and Information Technology, Northeast Petroleum University, Daqing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University,Daqing,China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038610271","display_name":"Maurice Mulvenna","orcid":"https://orcid.org/0000-0002-1554-0785"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maurice D. Mulvenna","raw_affiliation_strings":["School of Computing, Ulster University,Belfast,UK","School of Computing, Ulster University, Belfast, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing, Ulster University,Belfast,UK","institution_ids":["https://openalex.org/I138801177"]},{"raw_affiliation_string":"School of Computing, Ulster University, Belfast, UK","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"last","author":{"id":null,"display_name":"Raymond R. Bond","orcid":null},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Raymond R. Bond","raw_affiliation_strings":["School of Computing, Ulster University,Belfast,UK","School of Computing, Ulster University, Belfast, UK"],"affiliations":[{"raw_affiliation_string":"School of Computing, Ulster University,Belfast,UK","institution_ids":["https://openalex.org/I138801177"]},{"raw_affiliation_string":"School of Computing, Ulster University, Belfast, UK","institution_ids":["https://openalex.org/I138801177"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5055748355"],"corresponding_institution_ids":["https://openalex.org/I921716337"],"apc_list":null,"apc_paid":null,"fwci":6.1933,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.9808,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3231","last_page":"3234"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11336","display_name":"Energy and Environment Impacts","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11336","display_name":"Energy and Environment Impacts","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.9775999784469604,"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/photovoltaic-system","display_name":"Photovoltaic system","score":0.743783712387085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6431581377983093},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.6318159699440002},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5540816783905029},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5359488129615784},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4874131977558136},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4398709535598755},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3306964039802551},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.32549208402633667},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1503307819366455},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08237630128860474}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.743783712387085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6431581377983093},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.6318159699440002},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5540816783905029},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5359488129615784},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4874131977558136},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4398709535598755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3306964039802551},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32549208402633667},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1503307819366455},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08237630128860474},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igarss46834.2022.9883738","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss46834.2022.9883738","pdf_url":null,"source":{"id":"https://openalex.org/S4363604196","display_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/f39f3d9e-80cd-47a4-9c58-36e96106df22","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/f39f3d9e-80cd-47a4-9c58-36e96106df22","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Shi, K, Bai, L, Wang, Z, Tong, X, Mulvenna, M & Bond, RR 2022, Photovoltaic Installations Change Detection from Remote Sensing Images Using Deep Learning. in IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. IEEE, pp. 3231-3234, 2022 IEEE International Geoscience and Remote Sensing Symposium IGARSS., Kuala Lumpur, Malaysia, 17/07/22. https://doi.org/10.1109/igarss46834.2022.9883738","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/f39f3d9e-80cd-47a4-9c58-36e96106df22","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/f39f3d9e-80cd-47a4-9c58-36e96106df22","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Shi, K, Bai, L, Wang, Z, Tong, X, Mulvenna, M & Bond, RR 2022, Photovoltaic Installations Change Detection from Remote Sensing Images Using Deep Learning. in IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. IEEE, pp. 3231-3234, 2022 IEEE International Geoscience and Remote Sensing Symposium IGARSS., Kuala Lumpur, Malaysia, 17/07/22. https://doi.org/10.1109/igarss46834.2022.9883738","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.550000011920929,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1994864355","https://openalex.org/W2097117768","https://openalex.org/W2163605009","https://openalex.org/W2291934802","https://openalex.org/W2601202827","https://openalex.org/W2744690378","https://openalex.org/W2792643794","https://openalex.org/W2802002811","https://openalex.org/W2936941614","https://openalex.org/W2990917925","https://openalex.org/W3011515952","https://openalex.org/W3087960353","https://openalex.org/W3127512264","https://openalex.org/W3132551412","https://openalex.org/W3136966120","https://openalex.org/W3162595066","https://openalex.org/W3190751434","https://openalex.org/W3191351436","https://openalex.org/W3198357840","https://openalex.org/W3199650914","https://openalex.org/W3207778242","https://openalex.org/W6637373629","https://openalex.org/W6684191040","https://openalex.org/W6749029207"],"related_works":["https://openalex.org/W4312417841","https://openalex.org/W4321369474","https://openalex.org/W2731899572","https://openalex.org/W3133861977","https://openalex.org/W4200173597","https://openalex.org/W3116150086","https://openalex.org/W2999805992","https://openalex.org/W2790662084","https://openalex.org/W4291897433","https://openalex.org/W3011074480"],"abstract_inverted_index":{"The":[0,21,128],"development":[1],"and":[2,35,46,70,74,83],"monitoring":[3],"of":[4,9,26,51,122],"Photovoltaic":[5,117],"(PV)":[6],"installations":[7,28,53,124],"is":[8],"great":[10],"interests":[11],"for":[12],"the":[13,102,108],"Chinese":[14],"energy":[15,73],"management":[16],"agency":[17],"in":[18,61,125,139],"recent":[19],"years.":[20],"traditional":[22],"land":[23,54],"change":[24,97,109,140],"detection":[25,38,49,98,110,141],"PV":[27,52,123,143],"has":[29],"issues":[30],"pertaining":[31],"to":[32,63,67,95],"low":[33],"efficiency":[34],"high":[36,47],"missed":[37],"rates.":[39],"Therefore,":[40],"this":[41,77],"paper":[42],"explores":[43],"an":[44],"efficient":[45],"accurate":[48],"method":[50],"using":[55],"changes":[56],"from":[57,112],"remote":[58],"sensing":[59],"images":[60],"order":[62],"help":[64],"relevant":[65],"stakeholders":[66],"better":[68],"manage":[69],"monitor":[71],"urban":[72],"environment.":[75],"In":[76],"paper,":[78],"Full":[79],"Convolutional":[80],"Network":[81],"(FCN)":[82],"classical":[84],"segmentation":[85],"convolutional":[86],"network":[87],"(U-Net)":[88],"based":[89],"deep":[90],"learning":[91],"algorithms":[92],"are":[93],"used":[94],"build":[96],"models.":[99],"To":[100],"evaluate":[101],"model":[103],"performance,":[104],"we":[105],"have":[106],"built":[107],"dataset":[111],"Northeast":[113],"Petroleum":[114],"University":[115],"-":[116],"Remote":[118],"Sensing":[119],"Dataset":[120],"(NEPU-PRSD)":[121],"Western":[126],"China.":[127],"experimental":[129],"results":[130],"show":[131],"that":[132],"both":[133],"models":[134],"can":[135],"achieve":[136],"good":[137],"accuracy":[138],"regarding":[142],"installations.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}
