{"id":"https://openalex.org/W3214307414","doi":"https://doi.org/10.23919/icac50006.2021.9594069","title":"Requirements for Standards and Regulations in AI-Enabled Prognostics and Health Management","display_name":"Requirements for Standards and Regulations in AI-Enabled Prognostics and Health Management","publication_year":2021,"publication_date":"2021-09-02","ids":{"openalex":"https://openalex.org/W3214307414","doi":"https://doi.org/10.23919/icac50006.2021.9594069","mag":"3214307414"},"language":"en","primary_location":{"id":"doi:10.23919/icac50006.2021.9594069","is_oa":false,"landing_page_url":"https://doi.org/10.23919/icac50006.2021.9594069","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 26th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://dspace.lib.cranfield.ac.uk/handle/1826/17485","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083802034","display_name":"Sunday Ochella","orcid":"https://orcid.org/0000-0002-8204-1222"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sunday Ochella","raw_affiliation_strings":["Cranfield University, Befordshire, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cranfield University, Befordshire, UK","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051005684","display_name":"Mahmood Shafiee","orcid":"https://orcid.org/0000-0002-6122-5719"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mahmood Shafiee","raw_affiliation_strings":["Mechanical Engineering Group, School of Engineering, University of Kent, Canterbury, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanical Engineering Group, School of Engineering, University of Kent, Canterbury, UK","institution_ids":["https://openalex.org/I20581793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057048975","display_name":"Christopher Sansom","orcid":"https://orcid.org/0000-0003-1021-3133"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chris Sansom","raw_affiliation_strings":["Cranfield University, Befordshire, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cranfield University, Befordshire, UK","institution_ids":["https://openalex.org/I82284825"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2611,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.73348864,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T11357","display_name":"Risk and Safety Analysis","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T10809","display_name":"Occupational Health and Safety Research","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.9757000207901001,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prognostics","display_name":"Prognostics","score":0.9382778406143188},{"id":"https://openalex.org/keywords/certification","display_name":"Certification","score":0.7539588212966919},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.572115421295166},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5617746114730835},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5597051382064819},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5087512135505676},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4257064163684845},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4031950533390045},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.3778419494628906},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.33218517899513245},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.30592912435531616},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2646726965904236},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.14911234378814697}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.9382778406143188},{"id":"https://openalex.org/C46304622","wikidata":"https://www.wikidata.org/wiki/Q374814","display_name":"Certification","level":2,"score":0.7539588212966919},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.572115421295166},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5617746114730835},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5597051382064819},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5087512135505676},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4257064163684845},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4031950533390045},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3778419494628906},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.33218517899513245},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.30592912435531616},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2646726965904236},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.14911234378814697},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.23919/icac50006.2021.9594069","is_oa":false,"landing_page_url":"https://doi.org/10.23919/icac50006.2021.9594069","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 26th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-article"},{"id":"pmh:oai:kar.kent.ac.uk:92166","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ICAC50006.2021.9594069>)","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:dspace.lib.cranfield.ac.uk:1826/17485","is_oa":true,"landing_page_url":"http://dspace.lib.cranfield.ac.uk/handle/1826/17485","pdf_url":null,"source":{"id":"https://openalex.org/S4306401778","display_name":"CERES (Cranfield University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I82284825","host_organization_name":"Cranfield University","host_organization_lineage":["https://openalex.org/I82284825"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"}],"best_oa_location":{"id":"pmh:oai:dspace.lib.cranfield.ac.uk:1826/17485","is_oa":true,"landing_page_url":"http://dspace.lib.cranfield.ac.uk/handle/1826/17485","pdf_url":null,"source":{"id":"https://openalex.org/S4306401778","display_name":"CERES (Cranfield University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I82284825","host_organization_name":"Cranfield University","host_organization_lineage":["https://openalex.org/I82284825"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1972411326","https://openalex.org/W2084909754","https://openalex.org/W2385871244","https://openalex.org/W2559614584","https://openalex.org/W2729322392","https://openalex.org/W2733353575","https://openalex.org/W2901040916","https://openalex.org/W2905281594","https://openalex.org/W2921293248","https://openalex.org/W3002730982","https://openalex.org/W3093968407","https://openalex.org/W3094233077","https://openalex.org/W3116629119","https://openalex.org/W3118752412","https://openalex.org/W3130896941","https://openalex.org/W3131673466","https://openalex.org/W3137227644","https://openalex.org/W3138270465","https://openalex.org/W3149167894","https://openalex.org/W4232902877","https://openalex.org/W6741103693","https://openalex.org/W6791842603","https://openalex.org/W7001100771"],"related_works":["https://openalex.org/W2310476526","https://openalex.org/W3213192587","https://openalex.org/W2144291498","https://openalex.org/W2535730979","https://openalex.org/W2030958945","https://openalex.org/W2370073012","https://openalex.org/W4386567722","https://openalex.org/W2557573737","https://openalex.org/W2383842997","https://openalex.org/W2143585755"],"abstract_inverted_index":{"The":[0,157],"fundamental":[1],"understanding":[2],"of":[3,7,16,40,57,71,87,131,153,159,180],"the":[4,23,28,34,38,55,72,77,85,94,104,117,128,141,160,178],"core":[5],"aspects":[6],"prognostics":[8],"and":[9,62,90,108,113,123,151,174],"health":[10],"management":[11],"(PHM)":[12],"as":[13],"a":[14,121],"field":[15,29],"practice":[17],"is":[18,50,76,84,137,163],"somewhat":[19],"fully":[20],"established.":[21],"However,":[22],"various":[24,101,142],"approaches":[25],"used":[26],"in":[27,37,64,79,103,110,177,186],"have":[30],"continuously":[31],"evolved.":[32],"With":[33],"recent":[35],"surge":[36],"adoption":[39,61,130],"artificial":[41],"intelligence":[42],"(AI)":[43],"algorithms":[44],"for":[45,74,120,148,184],"predictive":[46],"analytics,":[47],"data-driven":[48,111],"PHM":[49,112,155,183],"now":[51],"more":[52],"prominent.":[53],"Notwithstanding":[54],"popularity":[56],"AI":[58],"approaches,":[59],"actual":[60],"implementation":[63],"fielded":[65],"systems":[66],"has":[67],"been":[68],"minimal.":[69],"One":[70],"reasons":[73],"this":[75],"lag":[78],"an":[80],"ancillary":[81],"area,":[82],"which":[83,139,165],"development":[86],"corresponding":[88],"standards":[89,107,122],"regulations":[91,109,124],"to":[92,99,126,171],"guide":[93],"practice.":[95],"This":[96],"paper":[97],"aims":[98],"synthesize":[100],"studies":[102],"literature":[105],"regarding":[106],"then":[114],"sets":[115],"out":[116],"necessary":[118],"requirements":[119],"regime":[125],"support":[127],"full":[129],"AI-enabled":[132,154,182],"PHM.":[133],"An":[134],"acceptability":[135,161],"criterion":[136,162],"proposed,":[138],"incorporates":[140],"factors":[143],"that":[144],"must":[145],"be":[146,168],"considered":[147],"verification,":[149],"validation,":[150],"certification":[152,172],"technologies.":[156],"use":[158,185],"demonstrated,":[164],"will":[166],"potentially":[167],"very":[169],"useful":[170],"bodies":[173],"regulatory":[175],"agencies":[176],"process":[179],"approving":[181],"safety-critical":[187],"assets.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
