{"id":"https://openalex.org/W4411059877","doi":"https://doi.org/10.1186/s42162-025-00537-1","title":"A rapid Multi-source information integration method based on improved federated learning for a \u201cdual carbon\u201d smart monitoring center in a Dual-carbon context","display_name":"A rapid Multi-source information integration method based on improved federated learning for a \u201cdual carbon\u201d smart monitoring center in a Dual-carbon context","publication_year":2025,"publication_date":"2025-06-05","ids":{"openalex":"https://openalex.org/W4411059877","doi":"https://doi.org/10.1186/s42162-025-00537-1"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-025-00537-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00537-1","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00537-1","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00537-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110369262","display_name":"Jia Liu","orcid":"https://orcid.org/0009-0000-2901-6872"},"institutions":[{"id":"https://openalex.org/I4210132981","display_name":"Ningxia Water Conservancy","ror":"https://ror.org/02p2qrw13","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132981"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jia Liu","raw_affiliation_strings":["State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China","institution_ids":["https://openalex.org/I4210132981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037738045","display_name":"Zhenhua Yan","orcid":"https://orcid.org/0000-0002-8420-0100"},"institutions":[{"id":"https://openalex.org/I4210132981","display_name":"Ningxia Water Conservancy","ror":"https://ror.org/02p2qrw13","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132981"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenhua Yan","raw_affiliation_strings":["State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China","institution_ids":["https://openalex.org/I4210132981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060412063","display_name":"Liang Wang","orcid":"https://orcid.org/0000-0002-1458-7653"},"institutions":[{"id":"https://openalex.org/I4210132981","display_name":"Ningxia Water Conservancy","ror":"https://ror.org/02p2qrw13","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132981"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Wang","raw_affiliation_strings":["State Grid Ningxia Electric Power Co., Ltd, 750001, Yinchuan, Ningxia, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Ningxia Electric Power Co., Ltd, 750001, Yinchuan, Ningxia, China","institution_ids":["https://openalex.org/I4210132981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114197904","display_name":"Wenni Kang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210132981","display_name":"Ningxia Water Conservancy","ror":"https://ror.org/02p2qrw13","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132981"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenni Kang","raw_affiliation_strings":["State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China","institution_ids":["https://openalex.org/I4210132981"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101801775","display_name":"Jiangbo Sha","orcid":"https://orcid.org/0000-0002-7656-1045"},"institutions":[{"id":"https://openalex.org/I4210132981","display_name":"Ningxia Water Conservancy","ror":"https://ror.org/02p2qrw13","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132981"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangbo Sha","raw_affiliation_strings":["State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Ningxia Electric Power Co., Ltd, Technical Research Institute, 750002, Yinchuan, Ningxia, China","institution_ids":["https://openalex.org/I4210132981"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5110369262"],"corresponding_institution_ids":["https://openalex.org/I4210132981"],"apc_list":{"value":1340,"currency":"USD","value_usd":1340},"apc_paid":{"value":1340,"currency":"USD","value_usd":1340},"fwci":0.9141,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80525891,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"8","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.983299970626831,"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/dual","display_name":"Dual (grammatical number)","score":0.8305144309997559},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.711266815662384},{"id":"https://openalex.org/keywords/carbon-fibers","display_name":"Carbon fibers","score":0.6093974709510803},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5444453954696655},{"id":"https://openalex.org/keywords/center","display_name":"Center (category theory)","score":0.5350210666656494},{"id":"https://openalex.org/keywords/information-integration","display_name":"Information integration","score":0.45055440068244934},{"id":"https://openalex.org/keywords/dual-purpose","display_name":"Dual purpose","score":0.4227464199066162},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.26492756605148315},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1909920573234558},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.12600719928741455},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.12236610054969788}],"concepts":[{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.8305144309997559},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.711266815662384},{"id":"https://openalex.org/C140205800","wikidata":"https://www.wikidata.org/wiki/Q5860","display_name":"Carbon fibers","level":3,"score":0.6093974709510803},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5444453954696655},{"id":"https://openalex.org/C2779463800","wikidata":"https://www.wikidata.org/wiki/Q5062222","display_name":"Center (category theory)","level":2,"score":0.5350210666656494},{"id":"https://openalex.org/C33326189","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information integration","level":2,"score":0.45055440068244934},{"id":"https://openalex.org/C3019953569","wikidata":"https://www.wikidata.org/wiki/Q5310141","display_name":"Dual purpose","level":2,"score":0.4227464199066162},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.26492756605148315},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1909920573234558},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.12600719928741455},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.12236610054969788},{"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/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C8010536","wikidata":"https://www.wikidata.org/wiki/Q160398","display_name":"Crystallography","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-025-00537-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00537-1","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00537-1","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5df13c9dcf9c436bb4a62c57d8d9e0ba","is_oa":true,"landing_page_url":"https://doaj.org/article/5df13c9dcf9c436bb4a62c57d8d9e0ba","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energy Informatics, Vol 8, Iss 1, Pp 1-19 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-025-00537-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00537-1","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00537-1","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320314997","display_name":"Strong","ror":"https://ror.org/041vyzr56"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411059877.pdf","grobid_xml":"https://content.openalex.org/works/W4411059877.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W3174761924","https://openalex.org/W3201829608","https://openalex.org/W3211794543","https://openalex.org/W4220995678","https://openalex.org/W4282013171","https://openalex.org/W4296012786","https://openalex.org/W4318561946","https://openalex.org/W4320039274","https://openalex.org/W4320713367","https://openalex.org/W4377820634","https://openalex.org/W4385325720","https://openalex.org/W4385484188","https://openalex.org/W4388004500","https://openalex.org/W4394689375","https://openalex.org/W4394872552","https://openalex.org/W4400281469"],"related_works":["https://openalex.org/W2393949104","https://openalex.org/W2223223036","https://openalex.org/W4402635156","https://openalex.org/W1526011401","https://openalex.org/W3046201198","https://openalex.org/W2128391805","https://openalex.org/W2952466936","https://openalex.org/W4393907530","https://openalex.org/W2996104470","https://openalex.org/W4383720864"],"abstract_inverted_index":{"To":[0,30],"achieve":[1],"the":[2,18,26,32,42,56,59,68,79,86,94,97,104,112,115,123,127,131,135,148,152,178,183],"rapid":[3,35],"unsupervised":[4,136],"learning":[5,51,124,128],"of":[6,34,58,67,108,130,155,182],"multi-source":[7,13,87,149,179],"information,":[8,150],"this":[9,143],"paper":[10],"studies":[11],"a":[12,48],"information":[14,37,88,165,180],"integration":[15,36,99,181],"method":[16,107,144],"for":[17],"\u201cdual":[19,43,184],"carbon\u201d":[20,44,185],"smart":[21,45,186],"monitoring":[22,46,187],"center":[23],"based":[24],"on":[25,55,93],"improved":[27],"federated":[28,50,61,109],"learning.":[29,62],"solve":[31],"problem":[33],"from":[38],"many":[39],"sources":[40],"in":[41,177],"center,":[47],"multimodal":[49],"framework":[52],"is":[53,89,100,119,173],"built":[54],"basis":[57],"traditional":[60],"The":[63,139,163],"generator":[64],"and":[65,82,85,133,158,169,172,175],"discriminator":[66],"conditional":[69],"generative":[70],"adversarial":[71],"network":[72],"model":[73],"are":[74],"used":[75,120],"to":[76,121],"distinguish":[77],"between":[78],"generated":[80],"pseudo-samples":[81],"normal":[83],"samples,":[84],"obtained":[90],"unsupervisedly.":[91],"Based":[92],"global":[95],"distribution,":[96],"fast":[98,137],"achieved":[101],"by":[102],"using":[103],"passive":[105],"distillation":[106],"data.":[110,162],"At":[111],"same":[113],"time,":[114],"stochastic":[116],"gradient":[117],"descent":[118],"enhance":[122],"rate,":[125],"improve":[126],"ability":[129],"model,":[132],"promote":[134],"fusion.":[138],"experiment":[140],"shows":[141],"that":[142],"can":[145],"effectively":[146],"integrate":[147],"display":[151],"spatial":[153],"status":[154],"carbon":[156],"emissions":[157],"enterprise":[159],"energy":[160],"production":[161],"integrated":[164],"has":[166],"high":[167],"completeness":[168],"entropy":[170],"value,":[171],"accurate":[174],"applicable":[176],"center.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
