{"id":"https://openalex.org/W7166891150","doi":"https://doi.org/10.1016/j.cnsns.2026.110502","title":"DQNOA: A problem-adaptive deep Q-Network optimization algorithm for continuous and engineering problems","display_name":"DQNOA: A problem-adaptive deep Q-Network optimization algorithm for continuous and engineering problems","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7166891150","doi":"https://doi.org/10.1016/j.cnsns.2026.110502"},"language":"en","primary_location":{"id":"doi:10.1016/j.cnsns.2026.110502","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cnsns.2026.110502","pdf_url":null,"source":{"id":"https://openalex.org/S39612629","display_name":"Communications in Nonlinear Science and Numerical Simulation","issn_l":"1007-5704","issn":["1007-5704","1878-7274"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Nonlinear Science and Numerical Simulation","raw_type":"journal-article"},"type":"article","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/A5056445813","display_name":"Mohammad\u2010Reza Feizi\u2010Derakhshi","orcid":"https://orcid.org/0000-0002-8548-976X"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mohammad-Reza Feizi-Derakhshi","raw_affiliation_strings":["College of Engineering, Uruk University, Baghdad, Iraq","Department of Computer Engineering, University of Tabriz, Tabriz, Iran"],"raw_orcid":"https://orcid.org/0000-0002-8548-976X","affiliations":[{"raw_affiliation_string":"College of Engineering, Uruk University, Baghdad, Iraq","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080662137","display_name":"Najibeh Farzi\u2010Veijouyeh","orcid":"https://orcid.org/0009-0002-3319-2291"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Najibeh Farzi-Veijouyeh","raw_affiliation_strings":["Department of Computer Engineering, University of Tabriz, Tabriz, Iran"],"raw_orcid":"https://orcid.org/0009-0002-3319-2291","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5056445813"],"corresponding_institution_ids":["https://openalex.org/I41832843"],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69872351,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"163","issue":null,"first_page":"110502","last_page":"110502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.7572000026702881,"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":0.7572000026702881,"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":0.1281999945640564,"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/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.0066999997943639755,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5092999935150146},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5037000179290771},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.460099995136261},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.45730000734329224},{"id":"https://openalex.org/keywords/premature-convergence","display_name":"Premature convergence","score":0.4325999915599823},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.40450000762939453},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.3928000032901764},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.3765999972820282},{"id":"https://openalex.org/keywords/rate-of-convergence","display_name":"Rate of convergence","score":0.36039999127388}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6730999946594238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.61080002784729},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5092999935150146},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5037000179290771},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.460099995136261},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.45730000734329224},{"id":"https://openalex.org/C58758708","wikidata":"https://www.wikidata.org/wiki/Q7240233","display_name":"Premature convergence","level":3,"score":0.4325999915599823},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.3928000032901764},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3765999972820282},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3702999949455261},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.36039999127388},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3564999997615814},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.3531999886035919},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.3301999866962433},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.328000009059906},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.3183000087738037},{"id":"https://openalex.org/C110850998","wikidata":"https://www.wikidata.org/wiki/Q5377895","display_name":"Engineering optimization","level":3,"score":0.3124000132083893},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3102000057697296},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C4935549","wikidata":"https://www.wikidata.org/wiki/Q6822261","display_name":"Meta-optimization","level":3,"score":0.2784000039100647},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26910001039505005},{"id":"https://openalex.org/C92995354","wikidata":"https://www.wikidata.org/wiki/Q5165499","display_name":"Continuous optimization","level":4,"score":0.26249998807907104},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.2623000144958496}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.cnsns.2026.110502","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cnsns.2026.110502","pdf_url":null,"source":{"id":"https://openalex.org/S39612629","display_name":"Communications in Nonlinear Science and Numerical Simulation","issn_l":"1007-5704","issn":["1007-5704","1878-7274"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Nonlinear Science and Numerical Simulation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W1595159159","https://openalex.org/W2015832884","https://openalex.org/W2061438946","https://openalex.org/W2072955302","https://openalex.org/W2111498598","https://openalex.org/W2120219476","https://openalex.org/W2145339207","https://openalex.org/W2151340910","https://openalex.org/W2151554678","https://openalex.org/W2152195021","https://openalex.org/W2167580870","https://openalex.org/W2290883490","https://openalex.org/W2406762112","https://openalex.org/W2591182809","https://openalex.org/W2607472836","https://openalex.org/W2726592172","https://openalex.org/W2801319177","https://openalex.org/W2922792316","https://openalex.org/W2958095377","https://openalex.org/W2991899257","https://openalex.org/W2992170680","https://openalex.org/W3015290284","https://openalex.org/W3046319801","https://openalex.org/W3046470293","https://openalex.org/W3083112738","https://openalex.org/W3083250282","https://openalex.org/W3119051141","https://openalex.org/W3149303420","https://openalex.org/W3158694080","https://openalex.org/W3163903840","https://openalex.org/W3210875329","https://openalex.org/W4229056652","https://openalex.org/W4313398549","https://openalex.org/W4319759107","https://openalex.org/W4320487090","https://openalex.org/W4321850199","https://openalex.org/W4328103195","https://openalex.org/W4365141441","https://openalex.org/W4386356491","https://openalex.org/W4386400636","https://openalex.org/W4386575128","https://openalex.org/W4386805472","https://openalex.org/W4386951969","https://openalex.org/W4387766312","https://openalex.org/W4388807159","https://openalex.org/W4390754647","https://openalex.org/W4391178685","https://openalex.org/W4392295704","https://openalex.org/W4392872337","https://openalex.org/W4394685617","https://openalex.org/W4396634096","https://openalex.org/W4396733558","https://openalex.org/W4401733243","https://openalex.org/W4402509029","https://openalex.org/W4403309656","https://openalex.org/W4404397608","https://openalex.org/W4404729597","https://openalex.org/W4404737947","https://openalex.org/W4404893384","https://openalex.org/W4406080942","https://openalex.org/W4406142071","https://openalex.org/W4406212478","https://openalex.org/W4406693260","https://openalex.org/W4406915920","https://openalex.org/W4406934138","https://openalex.org/W4407052085","https://openalex.org/W4407350549","https://openalex.org/W4407596605","https://openalex.org/W4407703665","https://openalex.org/W4408561081","https://openalex.org/W4409250924","https://openalex.org/W4409415236","https://openalex.org/W4409422857","https://openalex.org/W4409589991","https://openalex.org/W7131662284","https://openalex.org/W7147698470"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-07-02T00:00:00"}
