{"id":"https://openalex.org/W7143031108","doi":"https://doi.org/10.71465/csb90","title":"GENETIC ALGORITHMS: OPTIMIZING SOLUTIONS FOR COMPLEX PROBLEMS","display_name":"GENETIC ALGORITHMS: OPTIMIZING SOLUTIONS FOR COMPLEX PROBLEMS","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W7143031108","doi":"https://doi.org/10.71465/csb90"},"language":"en","primary_location":{"id":"doi:10.71465/csb90","doi":"https://doi.org/10.71465/csb90","is_oa":true,"landing_page_url":"https://doi.org/10.71465/csb90","pdf_url":"https://www.csbulletin.com/index.php/csb/article/download/90/97","source":{"id":"https://openalex.org/S5407055471","display_name":"Computer Science Bulletin","issn_l":"2959-5339","issn":["2959-5339","2959-5347"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Computer Science Bulletin","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.csbulletin.com/index.php/csb/article/download/90/97","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130901806","display_name":"Dr. Waqas Anwar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dr. Waqas Anwar","raw_affiliation_strings":["Associate Professor, Department of Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Department of Computer Science","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5130901806"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"01","first_page":"140","last_page":"164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9984999895095825,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.0013000000035390258,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/genetic-algorithm","display_name":"genetic algorithm","score":1.0},{"id":"https://openalex.org/keywords/evolutionary-optimization","display_name":"evolutionary optimization","score":0.7459999918937683},{"id":"https://openalex.org/keywords/crossover-and-mutation-operators","display_name":"crossover and mutation operators","score":0.5889999866485596},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.8579999804496765},{"id":"https://openalex.org/keywords/dynamic-optimization","display_name":"dynamic optimization","score":0.9729999899864197},{"id":"https://openalex.org/keywords/high-dimensional-search-spaces","display_name":"high-dimensional search spaces","score":0.9279999732971191}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5846999883651733},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5209000110626221},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5182999968528748},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5116000175476074},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5091999769210815},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5041000247001648},{"id":"https://openalex.org/C4935549","wikidata":"https://www.wikidata.org/wiki/Q6822261","display_name":"Meta-optimization","level":3,"score":0.489300012588501},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.48249998688697815},{"id":"https://openalex.org/C161164918","wikidata":"https://www.wikidata.org/wiki/Q7268775","display_name":"Quality control and genetic algorithms","level":4,"score":0.4690000116825104},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.450300008058548},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4198000133037567},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.3765999972820282},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.3522999882698059},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.3188999891281128},{"id":"https://openalex.org/C110850998","wikidata":"https://www.wikidata.org/wiki/Q5377895","display_name":"Engineering optimization","level":3,"score":0.28119999170303345},{"id":"https://openalex.org/C188919014","wikidata":"https://www.wikidata.org/wiki/Q5422296","display_name":"Extremal optimization","level":4,"score":0.2596000134944916}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.71465/csb90","doi":"https://doi.org/10.71465/csb90","is_oa":true,"landing_page_url":"https://doi.org/10.71465/csb90","pdf_url":"https://www.csbulletin.com/index.php/csb/article/download/90/97","source":{"id":"https://openalex.org/S5407055471","display_name":"Computer Science Bulletin","issn_l":"2959-5339","issn":["2959-5339","2959-5347"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Computer Science Bulletin","raw_type":"journal-article"},{"id":"pmh:oai:ojs2.csbulletin.com:article/90","doi":null,"is_oa":true,"landing_page_url":"https://csbulletin.com/index.php/csb/article/view/90","pdf_url":"https://csbulletin.com/index.php/csb/article/download/90/97","source":{"id":"https://openalex.org/S5407055471","display_name":"Computer Science Bulletin","issn_l":"2959-5339","issn":["2959-5339","2959-5347"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2959-5339","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.71465/csb90","doi":"https://doi.org/10.71465/csb90","is_oa":true,"landing_page_url":"https://doi.org/10.71465/csb90","pdf_url":"https://www.csbulletin.com/index.php/csb/article/download/90/97","source":{"id":"https://openalex.org/S5407055471","display_name":"Computer Science Bulletin","issn_l":"2959-5339","issn":["2959-5339","2959-5347"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Computer Science Bulletin","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7143031108.pdf","grobid_xml":"https://content.openalex.org/works/W7143031108.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4411507216","https://openalex.org/W7215215738","https://openalex.org/W2027549318","https://openalex.org/W4392002824","https://openalex.org/W7143440952","https://openalex.org/W4399160672","https://openalex.org/W4401050770","https://openalex.org/W4226059132","https://openalex.org/W4399426175","https://openalex.org/W4407894070"],"abstract_inverted_index":{"Genetic":[0],"algorithms":[1,19],"(GAs)":[2],"are":[3,20],"a":[4,50],"class":[5],"of":[6,13,43,52,72,97,114],"optimization":[7,29,102,108,121],"techniques":[8],"inspired":[9],"by":[10,126],"the":[11,35,40,44,93,112,128],"process":[12],"natural":[14],"selection":[15],"and":[16,58,78,87,95,119,131],"evolution.":[17],"These":[18],"widely":[21],"used":[22],"to":[23,34,61],"solve":[24],"complex":[25],"problems":[26],"where":[27],"traditional":[28],"methods":[30],"fall":[31],"short":[32],"due":[33],"high-dimensional":[36],"search":[37],"spaces":[38],"or":[39,64],"non-linear":[41],"nature":[42],"objective":[45],"function.":[46],"GAs":[47,98,115],"iteratively":[48],"evolve":[49],"population":[51],"candidate":[53],"solutions":[54],"through":[55],"selection,":[56],"crossover,":[57],"mutation":[59],"operations":[60],"find":[62],"optimal":[63],"near-optimal":[65],"solutions.":[66],"This":[67],"paper":[68,124],"provides":[69],"an":[70],"overview":[71],"genetic":[73,134],"algorithms,":[74],"their":[75,79],"key":[76],"components,":[77],"applications":[80],"across":[81],"various":[82],"domains,":[83],"including":[84],"engineering,":[85],"finance,":[86],"machine":[88],"learning.":[89],"Furthermore,":[90],"we":[91],"explore":[92],"strengths":[94],"limitations":[96],"in":[99,116,133],"solving":[100],"real-world":[101],"problems,":[103,122],"comparing":[104],"them":[105],"with":[106],"other":[107],"methods.":[109],"By":[110],"highlighting":[111],"potential":[113],"handling":[117],"multi-objective":[118],"dynamic":[120],"this":[123],"concludes":[125],"discussing":[127],"future":[129],"prospects":[130],"advancements":[132],"algorithm":[135],"research.":[136]},"counts_by_year":[],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2026-03-30T00:00:00"}
