{"id":"https://openalex.org/W4394840381","doi":"https://doi.org/10.1145/3650215.3650294","title":"Automatic Generating Test Data Based on Improved Particle Swarm Optimization Algorithm","display_name":"Automatic Generating Test Data Based on Improved Particle Swarm Optimization Algorithm","publication_year":2023,"publication_date":"2023-10-27","ids":{"openalex":"https://openalex.org/W4394840381","doi":"https://doi.org/10.1145/3650215.3650294"},"language":"en","primary_location":{"id":"doi:10.1145/3650215.3650294","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3650215.3650294","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th International Conference on Machine Learning and Computer Application","raw_type":"proceedings-article"},"type":"conference-paper","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/A5010392250","display_name":"Mingde Liu","orcid":"https://orcid.org/0000-0003-1874-3833"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingde Liu","raw_affiliation_strings":["China Telecom Research Institute, China"],"raw_orcid":"https://orcid.org/0000-0003-1874-3833","affiliations":[{"raw_affiliation_string":"China Telecom Research Institute, China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072704052","display_name":"Qi Song","orcid":"https://orcid.org/0009-0007-1139-4702"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Song","raw_affiliation_strings":["China Telecom Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0007-1139-4702","affiliations":[{"raw_affiliation_string":"China Telecom Research Institute, China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"449","last_page":"453"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T12810","display_name":"Real-time simulation and control systems","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13293","display_name":"Engineering and Test Systems","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7664294242858887},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6642946600914001},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5346542596817017},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.5222804546356201},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.43195927143096924},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4118746221065521},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.05893823504447937}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7664294242858887},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6642946600914001},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5346542596817017},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.5222804546356201},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.43195927143096924},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4118746221065521},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.05893823504447937},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3650215.3650294","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3650215.3650294","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th International Conference on Machine Learning and Computer Application","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7799999713897705,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W1994867044","https://openalex.org/W2101629181","https://openalex.org/W2107729695","https://openalex.org/W2120174523","https://openalex.org/W2152195021"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2116074880","https://openalex.org/W2950423922","https://openalex.org/W2121780490","https://openalex.org/W2137136732","https://openalex.org/W2132113279","https://openalex.org/W2368795850","https://openalex.org/W2113224065"],"abstract_inverted_index":{"This":[0],"paper":[1],"focuses":[2],"on":[3,80,113],"the":[4,24,39,69,73,92,96,114],"automated":[5,134],"generation":[6,21,110,137],"of":[7,38,101,124],"test":[8,19,108,135],"data":[9,20,109,136],"aiming":[10],"for":[11,133],"maximum":[12],"code":[13],"branch":[14,140],"coverage":[15,103],"and":[16,49,56,72,76,104,128],"introduces":[17],"a":[18,57,130],"framework":[22,111],"utilizing":[23],"Improved":[25],"Particle":[26],"Swarm":[27],"Optimization":[28],"(IPSO)":[29],"algorithm.":[30],"The":[31,87,107],"IPSO":[32,70,93,115],"algorithm":[33,71,75,94,98,116],"is":[34],"an":[35,53],"improved":[36],"version":[37],"particle":[40],"swarm":[41],"optimization":[42],"(PSO)":[43],"algorithm,":[44],"which":[45],"improves":[46],"its":[47,78],"performance":[48,79,119],"robustness":[50],"by":[51],"introducing":[52],"adaptive":[54],"strategy":[55],"new":[58],"search":[59],"mechanism.":[60],"In":[61],"our":[62],"experiments,":[63],"we":[64],"conducted":[65],"comparative":[66],"experiments":[67],"between":[68],"PSO":[74,97],"analyzed":[77],"different":[81,122],"program":[82],"codes":[83],"to":[84,138],"be":[85],"tested.":[86],"experimental":[88],"results":[89],"show":[90],"that":[91],"outperforms":[95],"in":[99,121],"terms":[100],"average":[102],"convergence":[105],"speed.":[106],"based":[112],"achieves":[117],"significant":[118],"improvement":[120],"types":[123],"software":[125],"testing":[126],"tasks,":[127],"provides":[129],"feasible":[131],"solution":[132],"maximize":[139],"coverage.":[141]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
