{"id":"https://openalex.org/W7167065656","doi":"https://doi.org/10.2478/jaiscr-2026-0022","title":"Application of Multidimensional ACO Pheromone for Multi-Objective Optimization","display_name":"Application of Multidimensional ACO Pheromone for Multi-Objective Optimization","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7167065656","doi":"https://doi.org/10.2478/jaiscr-2026-0022"},"language":"en","primary_location":{"id":"doi:10.2478/jaiscr-2026-0022","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2026-0022","pdf_url":"https://reference-global.com/download/article/10.2478/jaiscr-2026-0022.pdf","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://reference-global.com/download/article/10.2478/jaiscr-2026-0022.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015717091","display_name":"Gra\u017cyna Starzec","orcid":"https://orcid.org/0000-0002-0813-798X"},"institutions":[{"id":"https://openalex.org/I3019092743","display_name":"University of Agriculture in Krakow","ror":"https://ror.org/012dxyr07","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019092743"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Grazyna Starzec","raw_affiliation_strings":["Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland"],"raw_orcid":"https://orcid.org/0000-0002-0813-798X","affiliations":[{"raw_affiliation_string":"Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland","institution_ids":["https://openalex.org/I3019092743","https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048899852","display_name":"Mateusz Starzec","orcid":"https://orcid.org/0000-0001-8258-2443"},"institutions":[{"id":"https://openalex.org/I3019092743","display_name":"University of Agriculture in Krakow","ror":"https://ror.org/012dxyr07","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019092743"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Mateusz Starzec","raw_affiliation_strings":["Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland"],"raw_orcid":"https://orcid.org/0000-0001-8258-2443","affiliations":[{"raw_affiliation_string":"Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland","institution_ids":["https://openalex.org/I3019092743","https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018019879","display_name":"Ma\u0142gorzata Zaj\u0119cka","orcid":"https://orcid.org/0009-0009-7914-2653"},"institutions":[{"id":"https://openalex.org/I3019092743","display_name":"University of Agriculture in Krakow","ror":"https://ror.org/012dxyr07","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019092743"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Malgorzata Zajecka-Bebel","raw_affiliation_strings":["Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland"],"raw_orcid":"https://orcid.org/0009-0009-7914-2653","affiliations":[{"raw_affiliation_string":"Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland","institution_ids":["https://openalex.org/I3019092743","https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046691048","display_name":"Aleksander Byrski","orcid":"https://orcid.org/0000-0001-6317-7012"},"institutions":[{"id":"https://openalex.org/I3019092743","display_name":"University of Agriculture in Krakow","ror":"https://ror.org/012dxyr07","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019092743"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Aleksander Byrski","raw_affiliation_strings":["Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland"],"raw_orcid":"https://orcid.org/0000-0001-6317-7012","affiliations":[{"raw_affiliation_string":"Department of Computer Science , AGH University of Krakow , al. Adama Mickiewicza 30 , Krakow , Poland","institution_ids":["https://openalex.org/I3019092743","https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102982682","display_name":"El\u2010Ghazali Talbi","orcid":"https://orcid.org/0000-0003-4549-1010"},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"El-Ghazali Talbi","raw_affiliation_strings":["University of Lille 42 rue Paul Duez 59000 Lille , France"],"raw_orcid":"https://orcid.org/0000-0003-4549-1010","affiliations":[{"raw_affiliation_string":"University of Lille 42 rue Paul Duez 59000 Lille , France","institution_ids":["https://openalex.org/I2279609970"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030556797","display_name":"Danuta Rutkowska","orcid":"https://orcid.org/0000-0003-0217-2589"},"institutions":[{"id":"https://openalex.org/I34250744","display_name":"University of \u0141\u00f3d\u017a","ror":"https://ror.org/05cq64r17","country_code":"PL","type":"education","lineage":["https://openalex.org/I34250744"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Danuta Rutkowska","raw_affiliation_strings":["SAN University , ul. Sienkiewicza 9 , Lodz , Poland"],"raw_orcid":"https://orcid.org/0000-0003-0217-2589","affiliations":[{"raw_affiliation_string":"SAN University , ul. Sienkiewicza 9 , Lodz , Poland","institution_ids":["https://openalex.org/I34250744"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046691048"],"corresponding_institution_ids":["https://openalex.org/I3019092743","https://openalex.org/I686019"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84070526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"1","first_page":"19","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9276999831199646,"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"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9276999831199646,"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"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.024900000542402267,"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/T11053","display_name":"Process Optimization and Integration","score":0.010900000110268593,"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/context","display_name":"Context (archaeology)","score":0.6344000101089478},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.544700026512146},{"id":"https://openalex.org/keywords/extension","display_name":"Extension (predicate logic)","score":0.5404999852180481},{"id":"https://openalex.org/keywords/pheromone","display_name":"Pheromone","score":0.5015000104904175},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.46219998598098755},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.32120001316070557}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6344000101089478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5983999967575073},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.544700026512146},{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.5404999852180481},{"id":"https://openalex.org/C2777328355","wikidata":"https://www.wikidata.org/wiki/Q167377","display_name":"Pheromone","level":2,"score":0.5015000104904175},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.47369998693466187},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.46219998598098755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41290000081062317},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.32120001316070557},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.3165999948978424},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2962999939918518},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.25760000944137573}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2478/jaiscr-2026-0022","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2026-0022","pdf_url":"https://reference-global.com/download/article/10.2478/jaiscr-2026-0022.pdf","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2478/jaiscr-2026-0022","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2026-0022","pdf_url":"https://reference-global.com/download/article/10.2478/jaiscr-2026-0022.pdf","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322650","display_name":"Narodowym Centrum Nauki","ror":"https://ror.org/03ha2q922"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7167065656.pdf","grobid_xml":"https://content.openalex.org/works/W7167065656.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W569176642","https://openalex.org/W1502839085","https://openalex.org/W1547709303","https://openalex.org/W1558919105","https://openalex.org/W1801849579","https://openalex.org/W2014426727","https://openalex.org/W2075270510","https://openalex.org/W2079454949","https://openalex.org/W2095899692","https://openalex.org/W2098907614","https://openalex.org/W2123020853","https://openalex.org/W2141119792","https://openalex.org/W2163428398","https://openalex.org/W2165613966","https://openalex.org/W2171211995","https://openalex.org/W2564567964","https://openalex.org/W2626804954","https://openalex.org/W2732698153","https://openalex.org/W2750754474","https://openalex.org/W2790180306","https://openalex.org/W2907733791","https://openalex.org/W2959994531","https://openalex.org/W2980653190","https://openalex.org/W3014817892","https://openalex.org/W4214551305","https://openalex.org/W4286252347","https://openalex.org/W4386632857","https://openalex.org/W4396691396","https://openalex.org/W4403374923","https://openalex.org/W4409037235","https://openalex.org/W4415723775"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"In":[1],"this":[2,28,40,57],"work,":[3],"we":[4],"investigate":[5],"an":[6],"approach":[7],"that":[8,56],"enriches":[9],"the":[10,14,22,35],"information":[11],"encoded":[12],"within":[13],"ACO":[15],"pheromone":[16,59],"structure":[17],"in":[18,34,63],"order":[19],"to":[20,49],"enhance":[21],"performance":[23],"of":[24,37,46],"swarm":[25],"optimization.":[26],"While":[27],"concept":[29],"has":[30],"been":[31],"extensively":[32],"studied":[33],"context":[36],"single-objective":[38],"optimization,":[39],"paper":[41],"provides":[42],"a":[43],"comprehensive":[44],"evaluation":[45],"its":[47],"extension":[48],"multi-objective":[50,64],"optimization":[51],"problems.":[52],"The":[53],"results":[54],"demonstrate":[55],"enhanced":[58],"representation":[60],"remains":[61],"effective":[62],"settings.":[65]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-07-03T00:00:00"}
