{"id":"https://openalex.org/W4296169574","doi":"https://doi.org/10.3233/faia220259","title":"A Holistic Automated Software Structure Exploration Framework for Testing","display_name":"A Holistic Automated Software Structure Exploration Framework for Testing","publication_year":2022,"publication_date":"2022-09-14","ids":{"openalex":"https://openalex.org/W4296169574","doi":"https://doi.org/10.3233/faia220259"},"language":"en","primary_location":{"id":"doi:10.3233/faia220259","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia220259","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061828250","display_name":"Yushi Cao","orcid":"https://orcid.org/0000-0002-2886-4121"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Yushi Cao","raw_affiliation_strings":["Continental-NTU Corporate Lab, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"Continental-NTU Corporate Lab, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021034996","display_name":"Yon Shin Teo","orcid":"https://orcid.org/0009-0006-5081-6712"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yon Shin Teo","raw_affiliation_strings":["Continental Automotive Singapore Pte. Ltd., Singapore"],"affiliations":[{"raw_affiliation_string":"Continental Automotive Singapore Pte. Ltd., Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058179613","display_name":"Yan Zheng","orcid":"https://orcid.org/0000-0002-5016-6549"},"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":false,"raw_author_name":"Yan Zheng","raw_affiliation_strings":["Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025025822","display_name":"Yuxuan Toh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuxuan Toh","raw_affiliation_strings":["Continental Automotive Singapore Pte. Ltd., Singapore"],"affiliations":[{"raw_affiliation_string":"Continental Automotive Singapore Pte. Ltd., Singapore","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072863865","display_name":"Shang\u2010Wei Lin","orcid":"https://orcid.org/0000-0002-9726-3434"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shang-Wei Lin","raw_affiliation_strings":["Continental-NTU Corporate Lab, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"Continental-NTU Corporate Lab, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5061828250"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31625183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9987000226974487,"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":0.9987000226974487,"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":0.993399977684021,"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":0.9904999732971191,"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/computer-science","display_name":"Computer science","score":0.7748928070068359},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5909023284912109},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.506308913230896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4674537777900696},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.44447481632232666},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.440457284450531},{"id":"https://openalex.org/keywords/software-framework","display_name":"Software framework","score":0.4245683252811432},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40600934624671936},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.4018803536891937},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3772231638431549},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3513377904891968},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.20255008339881897}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7748928070068359},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5909023284912109},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.506308913230896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4674537777900696},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.44447481632232666},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.440457284450531},{"id":"https://openalex.org/C76518257","wikidata":"https://www.wikidata.org/wiki/Q271680","display_name":"Software framework","level":5,"score":0.4245683252811432},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40600934624671936},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.4018803536891937},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3772231638431549},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3513377904891968},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.20255008339881897},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia220259","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia220259","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1965643255","https://openalex.org/W1480329237","https://openalex.org/W2026093893","https://openalex.org/W2032832792","https://openalex.org/W2055553619","https://openalex.org/W2623911252","https://openalex.org/W2887020104","https://openalex.org/W39186842","https://openalex.org/W2120393889","https://openalex.org/W1575382834"],"abstract_inverted_index":{"Exploring":[0],"the":[1,14,24,27,50,62,66,71,76,81,102,106,111,142],"underlying":[2],"structure":[3],"of":[4,26,45,105,147],"a":[5,116],"Human-Machine":[6],"Interface":[7],"(HMI)":[8],"product":[9],"effectively":[10],"while":[11],"adhering":[12],"to":[13,60,87,100],"pre-defined":[15],"test":[16],"conditions":[17],"and":[18,48,95,124,139,145],"methodology":[19],"is":[20,43,59],"critical":[21],"for":[22,39],"validating":[23],"quality":[25],"software.":[28],"We":[29,129],"propose":[30],"an":[31],"reinforcement-learning":[32],"powered":[33],"Automated":[34],"Software":[35],"Structure":[36],"Exploration":[37],"Framework":[38],"Testing":[40],"(ASSET),":[41],"which":[42,83],"capable":[44],"interacting":[46],"with":[47],"analyzing":[49],"HMI":[51,133],"software":[52,118,134],"under":[53],"testing":[54],"(SUT).":[55],"The":[56],"main":[57],"challenge":[58],"incorporate":[61],"human":[63],"instructions":[64],"into":[65],"ASSET":[67],"phase":[68,138],"by":[69],"using":[70],"visual":[72,107],"feedback":[73],"such":[74],"as":[75],"downloaded":[77],"image":[78],"sequence":[79],"from":[80],"HMI,":[82],"could":[84],"be":[85],"difficult":[86],"analyze.":[88],"Our":[89],"framework":[90,149],"combines":[91],"both":[92],"computer":[93],"vision":[94],"natural":[96],"language":[97],"processing":[98],"techniques":[99],"understand":[101],"semantic":[103,112],"meanings":[104],"feedback.":[108],"Building":[109],"on":[110,132],"understanding,":[113],"we":[114],"develop":[115],"rules-guided":[117],"exploration":[119,143],"algorithm":[120],"via":[121],"reinforcement":[122],"learning":[123],"deterministic":[125],"finite":[126],"automaton":[127],"(DFA).":[128],"conducted":[130],"experiments":[131],"in":[135],"actual":[136],"production":[137],"demonstrate":[140],"that":[141],"coverage":[144],"efficiency":[146],"our":[148],"outperforms":[150],"current":[151],"start-of-art":[152],"methods.":[153]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
