{"id":"https://openalex.org/W4407828276","doi":"https://doi.org/10.54254/2755-2721/2025.20939","title":"Artificial Intelligence Applications in Software Testing","display_name":"Artificial Intelligence Applications in Software Testing","publication_year":2025,"publication_date":"2025-02-21","ids":{"openalex":"https://openalex.org/W4407828276","doi":"https://doi.org/10.54254/2755-2721/2025.20939"},"language":"en","primary_location":{"id":"doi:10.54254/2755-2721/2025.20939","doi":"https://doi.org/10.54254/2755-2721/2025.20939","is_oa":true,"landing_page_url":"https://doi.org/10.54254/2755-2721/2025.20939","pdf_url":"https://ace.ewapub.com/article/view/20939.pdf","source":{"id":"https://openalex.org/S4387281889","display_name":"Applied and Computational Engineering","issn_l":"2755-2721","issn":["2755-2721","2755-273X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied and Computational Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ace.ewapub.com/article/view/20939.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116371194","display_name":"Ye Cen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ye Cen","raw_affiliation_strings":["Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5116371194"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03046934,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"118","issue":"1","first_page":"185","last_page":"190"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10260","display_name":"Software Engineering Research","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/artificial-intelligence-in-software-testing","display_name":"artificial intelligence in software testing","score":0.9739999771118164},{"id":"https://openalex.org/keywords/test-automation","display_name":"test automation","score":0.7279999852180481},{"id":"https://openalex.org/keywords/fault-prediction","display_name":"fault prediction","score":0.9879999756813049},{"id":"https://openalex.org/keywords/test-case-generation","display_name":"test case generation","score":0.796999990940094},{"id":"https://openalex.org/keywords/test-optimization","display_name":"test optimization","score":0.828000009059906},{"id":"https://openalex.org/keywords/test-coverage","display_name":"test coverage","score":0.8889999985694885},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"resource allocation","score":0.8080000281333923},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.7170000076293945},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.8610000014305115},{"id":"https://openalex.org/keywords/data-quality","display_name":"data quality","score":0.7609999775886536},{"id":"https://openalex.org/keywords/algorithmic-transparency","display_name":"algorithmic transparency","score":0.968999981880188}],"concepts":[{"id":"https://openalex.org/C2984328558","wikidata":"https://www.wikidata.org/wiki/Q188522","display_name":"Software testing","level":3,"score":0.6489683389663696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5776689052581787},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.38851767778396606},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.357851505279541},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12926828861236572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.54254/2755-2721/2025.20939","doi":"https://doi.org/10.54254/2755-2721/2025.20939","is_oa":true,"landing_page_url":"https://doi.org/10.54254/2755-2721/2025.20939","pdf_url":"https://ace.ewapub.com/article/view/20939.pdf","source":{"id":"https://openalex.org/S4387281889","display_name":"Applied and Computational Engineering","issn_l":"2755-2721","issn":["2755-2721","2755-273X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied and Computational Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.54254/2755-2721/2025.20939","doi":"https://doi.org/10.54254/2755-2721/2025.20939","is_oa":true,"landing_page_url":"https://doi.org/10.54254/2755-2721/2025.20939","pdf_url":"https://ace.ewapub.com/article/view/20939.pdf","source":{"id":"https://openalex.org/S4387281889","display_name":"Applied and Computational Engineering","issn_l":"2755-2721","issn":["2755-2721","2755-273X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied and Computational Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.45570001006126404,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407828276.pdf","grobid_xml":"https://content.openalex.org/works/W4407828276.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2090301720","https://openalex.org/W4232791850","https://openalex.org/W2008194781","https://openalex.org/W3176274227","https://openalex.org/W3089971865","https://openalex.org/W2039512252","https://openalex.org/W2038209453","https://openalex.org/W2913502950","https://openalex.org/W1916954724","https://openalex.org/W2914660298"],"abstract_inverted_index":{"Software":[0],"testing":[1,18,82,134,142],"plays":[2],"a":[3,44],"critical":[4],"role":[5,71],"in":[6,23,47,66,72],"ensuring":[7],"the":[8,25,62,132],"reliability,":[9],"functionality,":[10],"and":[11,36,56,79,90,103,117,139,147],"performance":[12],"of":[13,27,64],"software":[14,48,67,133],"systems.":[15],"However,":[16],"traditional":[17],"methods":[19],"often":[20],"fall":[21],"short":[22],"addressing":[24],"demands":[26],"modern":[28],"complex":[29],"applications":[30],"due":[31],"to":[32,96,130],"their":[33],"limited":[34],"scalability":[35],"adaptability.":[37],"Artificial":[38],"intelligence":[39],"(AI)":[40],"has":[41],"emerged":[42],"as":[43,87,112],"transformative":[45],"force":[46],"testing,":[49,68],"providing":[50],"tools":[51],"for":[52],"automation,":[53],"defect":[54],"prediction,":[55],"test":[57,74,101],"optimization.":[58],"This":[59,121],"article":[60],"explores":[61],"application":[63],"AI":[65,84],"emphasizing":[69],"its":[70],"enhancing":[73],"coverage,":[75],"reducing":[76],"human":[77],"intervention,":[78],"enabling":[80],"self-healing":[81],"frameworks.":[83],"techniques":[85],"such":[86,111],"machine":[88],"learning":[89,92],"deep":[91],"have":[93],"been":[94],"employed":[95],"predict":[97],"defects,":[98],"generate":[99],"intelligent":[100],"cases,":[102],"optimize":[104],"resource":[105],"allocation.":[106],"Despite":[107],"these":[108],"advancements,":[109],"challenges":[110],"data":[113],"quality,":[114],"integration":[115],"complexity,":[116],"algorithm":[118],"transparency":[119],"persist.":[120],"paper":[122],"also":[123],"discusses":[124],"future":[125],"directions,":[126],"highlighting":[127],"AI's":[128],"capacity":[129],"reshape":[131],"landscape":[135],"through":[136],"continuous":[137],"innovation":[138],"technological":[140],"integration,making":[141],"processes":[143],"more":[144],"robust,":[145],"adaptive,":[146],"efficient.":[148]},"counts_by_year":[],"updated_date":"2026-08-23T07:36:19.812096","created_date":"2025-10-10T00:00:00"}