{"id":"https://openalex.org/W4385066103","doi":"https://doi.org/10.3390/s23146552","title":"Fire Detection in Ship Engine Rooms Based on Deep Learning","display_name":"Fire Detection in Ship Engine Rooms Based on Deep Learning","publication_year":2023,"publication_date":"2023-07-20","ids":{"openalex":"https://openalex.org/W4385066103","doi":"https://doi.org/10.3390/s23146552","pmid":"https://pubmed.ncbi.nlm.nih.gov/37514845"},"language":"en","primary_location":{"id":"doi:10.3390/s23146552","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23146552","pdf_url":"https://www.mdpi.com/1424-8220/23/14/6552/pdf?version=1689950332","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/14/6552/pdf?version=1689950332","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042081498","display_name":"Jinting Zhu","orcid":"https://orcid.org/0009-0001-6324-5262"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinting Zhu","raw_affiliation_strings":["College of Marine Engineering, Dalian Maritime University, Dalian 116026, China"],"raw_orcid":"https://orcid.org/0009-0001-6324-5262","affiliations":[{"raw_affiliation_string":"College of Marine Engineering, Dalian Maritime University, Dalian 116026, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035775512","display_name":"Jundong Zhang","orcid":"https://orcid.org/0000-0002-2946-6264"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jundong Zhang","raw_affiliation_strings":["College of Marine Engineering, Dalian Maritime University, Dalian 116026, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Marine Engineering, Dalian Maritime University, Dalian 116026, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109602541","display_name":"Yongkang Wang","orcid":"https://orcid.org/0000-0003-0192-3539"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongkang Wang","raw_affiliation_strings":["College of Marine Engineering, Dalian Maritime University, Dalian 116026, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Marine Engineering, Dalian Maritime University, Dalian 116026, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102537086","display_name":"Yuequn Ge","orcid":null},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuequn Ge","raw_affiliation_strings":["College of Marine Engineering, Dalian Maritime University, Dalian 116026, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Marine Engineering, Dalian Maritime University, Dalian 116026, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100442613","display_name":"Ziwei Zhang","orcid":"https://orcid.org/0000-0002-5705-4611"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziwei Zhang","raw_affiliation_strings":["College of Marine Engineering, Dalian Maritime University, Dalian 116026, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Marine Engineering, Dalian Maritime University, Dalian 116026, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049142955","display_name":"Shihan Zhang","orcid":"https://orcid.org/0000-0002-2377-5760"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shihan Zhang","raw_affiliation_strings":["College of Marine Engineering, Dalian Maritime University, Dalian 116026, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Marine Engineering, Dalian Maritime University, Dalian 116026, China","institution_ids":["https://openalex.org/I43313876"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5035775512"],"corresponding_institution_ids":["https://openalex.org/I43313876"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":3.9095,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.936308,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"23","issue":"14","first_page":"6552","last_page":"6552"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T12406","display_name":"IoT and GPS-based Vehicle Safety Systems","score":0.9763000011444092,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.963699996471405,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/fire-detection","display_name":"Fire detection","score":0.6523988842964172},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5432466268539429},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47421956062316895},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4524558484554291},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4331085681915283},{"id":"https://openalex.org/keywords/engine-room","display_name":"Engine room","score":0.4286598563194275},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41058850288391113},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38858020305633545},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3789704740047455},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3303384780883789},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.3277531862258911},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.17783135175704956},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.12193143367767334},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.06772801280021667}],"concepts":[{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.6523988842964172},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5432466268539429},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47421956062316895},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4524558484554291},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4331085681915283},{"id":"https://openalex.org/C2776439729","wikidata":"https://www.wikidata.org/wiki/Q1415781","display_name":"Engine room","level":2,"score":0.4286598563194275},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41058850288391113},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38858020305633545},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3789704740047455},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3303384780883789},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3277531862258911},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.17783135175704956},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.12193143367767334},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.06772801280021667},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s23146552","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23146552","pdf_url":"https://www.mdpi.com/1424-8220/23/14/6552/pdf?version=1689950332","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37514845","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37514845","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10384402","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10384402","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10384402/pdf/sensors-23-06552.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e7df01a34193419cb2bc98a0a537581b","is_oa":true,"landing_page_url":"https://doaj.org/article/e7df01a34193419cb2bc98a0a537581b","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":"Sensors, Vol 23, Iss 14, p 6552 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/14/6552/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23146552","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 23; Issue 14; Pages: 6552","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23146552","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23146552","pdf_url":"https://www.mdpi.com/1424-8220/23/14/6552/pdf?version=1689950332","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385066103.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1972058229","https://openalex.org/W1996199746","https://openalex.org/W2067168684","https://openalex.org/W2067642987","https://openalex.org/W2111586857","https://openalex.org/W2193145675","https://openalex.org/W2339505599","https://openalex.org/W2750851957","https://openalex.org/W2752782242","https://openalex.org/W2807860345","https://openalex.org/W2810638178","https://openalex.org/W2883780447","https://openalex.org/W2884585870","https://openalex.org/W2910201170","https://openalex.org/W2912143961","https://openalex.org/W2936299508","https://openalex.org/W2962766617","https://openalex.org/W2962858109","https://openalex.org/W2963037989","https://openalex.org/W2963058975","https://openalex.org/W2963150697","https://openalex.org/W2969400198","https://openalex.org/W2982083293","https://openalex.org/W2997747012","https://openalex.org/W3023815152","https://openalex.org/W3035414587","https://openalex.org/W3106250896","https://openalex.org/W3177052299","https://openalex.org/W3206904836","https://openalex.org/W4206054559","https://openalex.org/W4229055310","https://openalex.org/W4248020564","https://openalex.org/W4297537745","https://openalex.org/W4298110846","https://openalex.org/W4316339986","https://openalex.org/W4320497212","https://openalex.org/W4386047745","https://openalex.org/W6684820866"],"related_works":["https://openalex.org/W2803845346","https://openalex.org/W4375867731","https://openalex.org/W2352752871","https://openalex.org/W2358832620","https://openalex.org/W2381458399","https://openalex.org/W2611989081","https://openalex.org/W1972058229","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W4304166257"],"abstract_inverted_index":{"Ship":[0],"fires":[1],"are":[2,114],"one":[3],"of":[4,12,41,48,65,86,151,164,185],"the":[5,10,15,22,45,63,84,97,117,138,145,149,152,162,165,173,183],"main":[6],"factors":[7],"that":[8,161],"endanger":[9],"safety":[11],"ships;":[13],"because":[14],"ship":[16,153],"is":[17,44,130,168,175],"far":[18],"away":[19],"from":[20],"land,":[21],"fire":[23,66,77,156,188],"can":[24,58,181],"be":[25],"difficult":[26],"to":[27,52,62,100,119,136],"extinguish":[28],"and":[29,43,90,109,124,141,172],"could":[30],"often":[31],"cause":[32],"huge":[33],"losses.":[34],"The":[35,68],"engine":[36,154,186],"room":[37,155,187],"has":[38,83],"many":[39,60],"pieces":[40],"equipment":[42],"principal":[46],"place":[47],"fire;":[49],"however,":[50],"due":[51],"its":[53,102,121],"complex":[54],"internal":[55],"environment,":[56],"it":[57],"bring":[59],"difficulties":[61],"task":[64],"detection.":[67,189],"traditional":[69],"detection":[70,78,88,103,122],"methods":[71],"have":[72],"their":[73],"own":[74],"limitations,":[75],"but":[76],"using":[79],"deep":[80],"learning":[81],"technology":[82],"characteristics":[85],"high":[87],"speed":[89,123,174],"accuracy.":[91,143],"In":[92],"this":[93],"paper,":[94],"we":[95],"improve":[96,120,142],"YOLOv7-tiny":[98],"model":[99,118,167],"enhance":[101],"performance.":[104],"Firstly,":[105],"partial":[106],"convolution":[107],"(PConv)":[108],"coordinate":[110],"attention":[111],"(CA)":[112],"mechanisms":[113],"introduced":[115],"into":[116],"feature":[125],"extraction":[126],"ability.":[127],"Then,":[128],"SIoU":[129],"used":[131],"as":[132],"a":[133],"loss":[134],"function":[135],"accelerate":[137],"model's":[139],"convergence":[140],"Finally,":[144],"experimental":[146],"results":[147],"on":[148],"dataset":[150],"made":[157],"by":[158,170,177],"us":[159],"shows":[160],"mAP@0.5":[163],"improved":[166],"increased":[169,176],"2.6%,":[171],"10":[178],"fps,":[179],"which":[180],"meet":[182],"needs":[184]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
