{"id":"https://openalex.org/W4412955833","doi":"https://doi.org/10.3390/a18080485","title":"A Novel Dual-Strategy Approach for Constructing Knowledge Graphs in the Home Appliance Fault Domain","display_name":"A Novel Dual-Strategy Approach for Constructing Knowledge Graphs in the Home Appliance Fault Domain","publication_year":2025,"publication_date":"2025-08-05","ids":{"openalex":"https://openalex.org/W4412955833","doi":"https://doi.org/10.3390/a18080485"},"language":"en","primary_location":{"id":"doi:10.3390/a18080485","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a18080485","pdf_url":"https://www.mdpi.com/1999-4893/18/8/485/pdf?version=1754386168","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/18/8/485/pdf?version=1754386168","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Daokun Zhang","orcid":"https://orcid.org/0009-0008-4984-6556"},"institutions":[{"id":"https://openalex.org/I4210155382","display_name":"Knowledge Based Systems (United States)","ror":"https://ror.org/04gtf4q04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210155382"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Daokun Zhang","raw_affiliation_strings":["Beijing Research Base for Knowledge Management, Beijing 100192, China","School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China"],"affiliations":[{"raw_affiliation_string":"Beijing Research Base for Knowledge Management, Beijing 100192, China","institution_ids":["https://openalex.org/I4210155382"]},{"raw_affiliation_string":"School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100680433","display_name":"Jian Zhang","orcid":"https://orcid.org/0000-0002-8824-8574"},"institutions":[{"id":"https://openalex.org/I4210155382","display_name":"Knowledge Based Systems (United States)","ror":"https://ror.org/04gtf4q04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210155382"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Jian Zhang","raw_affiliation_strings":["Beijing Research Base for Knowledge Management, Beijing 100192, China","School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China"],"affiliations":[{"raw_affiliation_string":"Beijing Research Base for Knowledge Management, Beijing 100192, China","institution_ids":["https://openalex.org/I4210155382"]},{"raw_affiliation_string":"School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103057924","display_name":"Yanhe Jia","orcid":"https://orcid.org/0000-0002-9160-6782"},"institutions":[{"id":"https://openalex.org/I4210155382","display_name":"Knowledge Based Systems (United States)","ror":"https://ror.org/04gtf4q04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210155382"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN","US"],"is_corresponding":true,"raw_author_name":"Yanhe Jia","raw_affiliation_strings":["Beijing Research Base for Knowledge Management, Beijing 100192, China","School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China"],"affiliations":[{"raw_affiliation_string":"Beijing Research Base for Knowledge Management, Beijing 100192, China","institution_ids":["https://openalex.org/I4210155382"]},{"raw_affiliation_string":"School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057008719","display_name":"Mengjie Liao","orcid":"https://orcid.org/0000-0003-0020-4831"},"institutions":[{"id":"https://openalex.org/I4210155382","display_name":"Knowledge Based Systems (United States)","ror":"https://ror.org/04gtf4q04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210155382"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Mengjie Liao","raw_affiliation_strings":["Beijing Research Base for Knowledge Management, Beijing 100192, China","School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China"],"affiliations":[{"raw_affiliation_string":"Beijing Research Base for Knowledge Management, Beijing 100192, China","institution_ids":["https://openalex.org/I4210155382"]},{"raw_affiliation_string":"School of Management Science and Engineering, Beijing Information Science & Technology University, Beijing 100192, China","institution_ids":["https://openalex.org/I78675632"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103057924"],"corresponding_institution_ids":["https://openalex.org/I4210155382","https://openalex.org/I78675632"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22649357,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"8","first_page":"485","last_page":"485"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9876999855041504,"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"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9876999855041504,"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"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9873999953269958,"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/T10028","display_name":"Topic Modeling","score":0.9866999983787537,"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":0.7672349214553833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6631295084953308},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5628228187561035},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4978635311126709},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.41799426078796387},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4135308265686035},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36720338463783264},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24037596583366394},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23247891664505005},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.05452755093574524}],"concepts":[{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.7672349214553833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6631295084953308},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5628228187561035},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4978635311126709},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.41799426078796387},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4135308265686035},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36720338463783264},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24037596583366394},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23247891664505005},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.05452755093574524},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/a18080485","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a18080485","pdf_url":"https://www.mdpi.com/1999-4893/18/8/485/pdf?version=1754386168","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8d6437c6a37c4edb99829e48b858cea6","is_oa":true,"landing_page_url":"https://doaj.org/article/8d6437c6a37c4edb99829e48b858cea6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 18, Iss 8, p 485 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/a18080485","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a18080485","pdf_url":"https://www.mdpi.com/1999-4893/18/8/485/pdf?version=1754386168","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2232706666","display_name":null,"funder_award_id":"2021YFF0901303","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412955833.pdf","grobid_xml":"https://content.openalex.org/works/W4412955833.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2965346133","https://openalex.org/W3011594683","https://openalex.org/W3015158377","https://openalex.org/W3019893806","https://openalex.org/W3036397942","https://openalex.org/W3213591530","https://openalex.org/W4214926389","https://openalex.org/W4283783332","https://openalex.org/W4285147510","https://openalex.org/W4295857769","https://openalex.org/W4311750291","https://openalex.org/W4321274990","https://openalex.org/W4368370970","https://openalex.org/W4382246105","https://openalex.org/W4386443326","https://openalex.org/W4386453756","https://openalex.org/W4390692489","https://openalex.org/W4392560653","https://openalex.org/W4392607872","https://openalex.org/W4401246585","https://openalex.org/W4401540959","https://openalex.org/W6774977730","https://openalex.org/W6803544266","https://openalex.org/W6839812473","https://openalex.org/W6850074930"],"related_works":["https://openalex.org/W2317351040","https://openalex.org/W2952466936","https://openalex.org/W1988622314","https://openalex.org/W2393949104","https://openalex.org/W4236344264","https://openalex.org/W3046201198","https://openalex.org/W4293061921","https://openalex.org/W4412585456","https://openalex.org/W2807441102","https://openalex.org/W2009424630"],"abstract_inverted_index":{"Knowledge":[0],"graph":[1,33,161],"technology":[2],"holds":[3],"significant":[4],"importance":[5],"for":[6,105,162],"efficient":[7],"fault":[8,18,52,71,165,169,176,197],"diagnosis":[9,19,53,72,166,170,198],"in":[10,51,135,149,191],"household":[11,163],"appliances.":[12],"However,":[13],"the":[14,22,67,83,91,119,142],"scarcity":[15],"of":[16,24,70,85,95,130],"public":[17],"data":[20],"and":[21,46,108,133,138,178,182],"lack":[23],"automated":[25,112],"knowledge":[26,32,61,113,160],"extraction":[27,49,62],"pose":[28],"major":[29],"challenges":[30],"to":[31,65,153],"construction.":[34],"To":[35],"address":[36],"issues":[37],"such":[38],"as":[39],"ambiguous":[40],"entity":[41,44,48,75,87,122,183],"boundaries,":[42],"severe":[43],"nesting,":[45],"poor":[47],"performance":[50,148],"texts,":[54,73],"this":[55],"paper":[56],"proposes":[57],"a":[58,99],"dual-strategy":[59],"progressive":[60,100],"framework.":[63],"First,":[64],"tackle":[66],"high":[68],"complexity":[69],"an":[74],"recognition":[76,123],"model":[77,124,145],"named":[78,121],"RoBERTa-zh-BiLSTM-MUL-CRF":[79],"is":[80,103],"designed,":[81],"improving":[82,196],"accuracy":[84],"nested":[86],"extraction.":[88,114],"Second,":[89],"leveraging":[90],"semantic":[92],"understanding":[93],"capability":[94],"large":[96,143],"language":[97,144],"models,":[98,127],"prompting":[101],"strategy":[102],"adopted":[104],"ontology":[106,150],"alignment":[107,151],"relation":[109],"extraction,":[110],"achieving":[111],"Experimental":[115],"results":[116],"show":[117],"that":[118],"proposed":[120],"outperforms":[125],"traditional":[126,154],"with":[128],"improvements":[129],"3.87%,":[131],"5.82%,":[132],"2.05%":[134],"F1-score,":[136],"recall,":[137],"precision,":[139],"respectively.":[140],"Additionally,":[141],"demonstrates":[146],"better":[147],"compared":[152],"machine":[155],"learning":[156],"models.":[157],"The":[158],"constructed":[159],"appliance":[164],"integrates":[167],"structured":[168],"information.":[171],"It":[172],"effectively":[173],"processes":[174],"unstructured":[175],"texts":[177],"supports":[179],"visual":[180],"queries":[181],"tracing.":[184],"This":[185],"framework":[186],"can":[187],"assist":[188],"maintenance":[189],"personnel":[190],"making":[192],"rapid":[193],"judgments,":[194],"thereby":[195],"efficiency.":[199]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}