{"id":"https://openalex.org/W4406793980","doi":"https://doi.org/10.1109/access.2025.3533537","title":"Comprehensive Environmental Monitoring System for Industrial and Mining Enterprises Using Multimodal Deep Learning and CLIP Model","display_name":"Comprehensive Environmental Monitoring System for Industrial and Mining Enterprises Using Multimodal Deep Learning and CLIP Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406793980","doi":"https://doi.org/10.1109/access.2025.3533537"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3533537","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3533537","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3533537","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079448948","display_name":"Shuqin Wang","orcid":"https://orcid.org/0000-0003-4873-1307"},"institutions":[{"id":"https://openalex.org/I4210145049","display_name":"Anhui Institute of Information Technology","ror":"https://ror.org/04mw2ty13","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuqin Wang","raw_affiliation_strings":["School of Computer Engineering, Anhui Wenda University of Information Engineering, Hefei, China","Anhui Wenda University of Information Engineering, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Anhui Wenda University of Information Engineering, Hefei, China","institution_ids":["https://openalex.org/I4210145049"]},{"raw_affiliation_string":"Anhui Wenda University of Information Engineering, Hefei, China","institution_ids":["https://openalex.org/I4210145049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108059952","display_name":"Na Cheng","orcid":"https://orcid.org/0000-0002-5446-0489"},"institutions":[{"id":"https://openalex.org/I4210145049","display_name":"Anhui Institute of Information Technology","ror":"https://ror.org/04mw2ty13","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Cheng","raw_affiliation_strings":["School of Computer Engineering, Anhui Wenda University of Information Engineering, Hefei, China","Anhui Wenda University of Information Engineering, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Anhui Wenda University of Information Engineering, Hefei, China","institution_ids":["https://openalex.org/I4210145049"]},{"raw_affiliation_string":"Anhui Wenda University of Information Engineering, Hefei, China","institution_ids":["https://openalex.org/I4210145049"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yan Hu","orcid":"https://orcid.org/0009-0003-0823-8056"},"institutions":[{"id":"https://openalex.org/I4210145049","display_name":"Anhui Institute of Information Technology","ror":"https://ror.org/04mw2ty13","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Hu","raw_affiliation_strings":["School of Computer Engineering, Anhui Wenda University of Information Engineering, Hefei, China","Anhui Wenda University of Information Engineering, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0003-0823-8056","affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Anhui Wenda University of Information Engineering, Hefei, China","institution_ids":["https://openalex.org/I4210145049"]},{"raw_affiliation_string":"Anhui Wenda University of Information Engineering, Hefei, China","institution_ids":["https://openalex.org/I4210145049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210145049"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":8.376,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.96997133,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"19964","last_page":"19978"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.34220001101493835,"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/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.34220001101493835,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.32249999046325684,"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/T14222","display_name":"Knowledge Management and Technology","score":0.32249999046325684,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6323757171630859},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45089319348335266},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3508652448654175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6323757171630859},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45089319348335266},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3508652448654175}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3533537","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3533537","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:604e1c12587c4187ab845aeed96477d7","is_oa":true,"landing_page_url":"https://doaj.org/article/604e1c12587c4187ab845aeed96477d7","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":"IEEE Access, Vol 13, Pp 19964-19978 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3533537","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3533537","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2890531305","https://openalex.org/W3153339938","https://openalex.org/W3167655401","https://openalex.org/W4210538803","https://openalex.org/W4220867394","https://openalex.org/W4291034555","https://openalex.org/W4291250573","https://openalex.org/W4292657387","https://openalex.org/W4293176183","https://openalex.org/W4297539676","https://openalex.org/W4307563754","https://openalex.org/W4307640249","https://openalex.org/W4308490345","https://openalex.org/W4317506330","https://openalex.org/W4321075310","https://openalex.org/W4323929166","https://openalex.org/W4366334395","https://openalex.org/W4366986563","https://openalex.org/W4377226998","https://openalex.org/W4385446461","https://openalex.org/W4386420327","https://openalex.org/W4387520494","https://openalex.org/W4389668433","https://openalex.org/W4390470590","https://openalex.org/W4390828183","https://openalex.org/W4399668342","https://openalex.org/W6839415613","https://openalex.org/W6843495165","https://openalex.org/W6846306129","https://openalex.org/W6846822233","https://openalex.org/W6852879717","https://openalex.org/W6878647060"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"Addressing":[0],"the":[1,19,40,52,97,100,130,166,185,200,203,214,220,228],"challenges":[2],"of":[3,13,31,99,175,193,202,216,222,230],"limited":[4],"accuracy":[5,174,215],"in":[6,129,177,207],"anomaly":[7,172,217,224],"detection":[8,173,218],"within":[9,51,137],"comprehensive":[10],"environmental":[11,105,155,178,223],"monitoring":[12,71,106,131,156],"industrial":[14,115,231],"and":[15,18,59,73,110,116,145,219,232],"mining":[16,117,153,233],"enterprises,":[17],"constraints":[20],"posed":[21],"by":[22,114,133],"singular":[23],"data":[24,112,132,149],"modalities,":[25],"this":[26],"study":[27],"proposes":[28],"an":[29,171],"integration":[30],"a":[32,60,78,84,120,151,181,190],"multimodal":[33,121,167,204,209],"Long":[34],"Short-Term":[35],"Memory":[36],"(LSTM)":[37],"model":[38,54,123,142,169,206],"with":[39,189],"Contrastive":[41],"Language-Image":[42],"Pretraining":[43],"(CLIP)":[44],"model.":[45],"The":[46,141],"initial":[47],"phase":[48],"employs":[49],"ResNet":[50],"CLIP":[53],"for":[55,62],"extracting":[56],"image":[57],"features,":[58],"Transformer":[61],"encoding":[63],"text":[64,74],"features.":[65],"Subsequently,":[66],"feature":[67],"vectors":[68],"obtained":[69],"from":[70,104,150],"images":[72],"are":[75],"fused":[76],"using":[77,147],"rudimentary":[79],"concatenation":[80],"method":[81],"to":[82,95,126,160],"generate":[83],"joint":[85],"embedding":[86],"representation.":[87],"Principal":[88],"Component":[89],"Analysis":[90],"(PCA)":[91],"is":[92,124],"then":[93],"applied":[94],"diminish":[96],"dimensionality":[98],"amalgamated":[101],"features":[102],"derived":[103],"images,":[107],"descriptive":[108],"texts,":[109],"sensor":[111],"collected":[113],"enterprises.":[118,234],"Finally,":[119],"LSTM":[122,187],"leveraged":[125],"detect":[127],"anomalies":[128],"capturing":[134],"long-term":[135],"dependencies":[136],"time":[138,192],"series":[139],"information.":[140],"was":[143],"trained":[144],"evaluated":[146],"real-time":[148],"coal":[152],"enterprise\u2019s":[154],"system":[157],"spanning":[158],"March":[159],"September":[161],"2023.":[162],"Results":[163],"reveal":[164],"that":[165],"LSTM-CLIP":[168,205],"achieved":[170],"0.98":[176],"monitoring,":[179],"marking":[180],"0.10":[182],"improvement":[183],"over":[184],"unimodal":[186],"model,":[188],"response":[191],"merely":[194],"110.25":[195],"milliseconds.":[196],"These":[197],"findings":[198],"underscore":[199],"efficacy":[201],"integrating":[208],"information,":[210],"thereby":[211],"significantly":[212],"enhancing":[213],"speed":[221],"warnings,":[225],"ultimately":[226],"ensuring":[227],"safety":[229]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}