{"id":"https://openalex.org/W7162655668","doi":"https://doi.org/10.1007/s10489-026-07274-2","title":"Constrained multi-objective optimization based on deep Q-Network and time series prediction","display_name":"Constrained multi-objective optimization based on deep Q-Network and time series prediction","publication_year":2026,"publication_date":"2026-05-28","ids":{"openalex":"https://openalex.org/W7162655668","doi":"https://doi.org/10.1007/s10489-026-07274-2"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-026-07274-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-026-07274-2","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","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/A5102707484","display_name":"Peng Zhao","orcid":"https://orcid.org/0000-0001-5329-5672"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Zhao","raw_affiliation_strings":["Gansu Changfeng Electronic Technology Co., Ltd, Lanzhou, 730070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Changfeng Electronic Technology Co., Ltd, Lanzhou, 730070, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137192498","display_name":"Jie Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210140336","display_name":"Lanzhou City University","ror":"https://ror.org/03cd4ja39","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210140336"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Jie Cao","raw_affiliation_strings":["Lanzhou City University, Lanzhou, 730070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lanzhou City University, Lanzhou, 730070, China","institution_ids":["https://openalex.org/I4210140336","https://openalex.org/I6469544"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137280338","display_name":"Jianglin Zhang","orcid":"https://orcid.org/0000-0001-7754-7889"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianglin Zhang","raw_affiliation_strings":["Gansu Engineering Research Center of Manufacturing Information, Lanzhou University of Technology, Lanzhou, 730050, China","School of Computer and Communication, Lanzhou University of Technology, Lanzhou, 730050, China"],"raw_orcid":"https://orcid.org/0000-0001-7754-7889","affiliations":[{"raw_affiliation_string":"Gansu Engineering Research Center of Manufacturing Information, Lanzhou University of Technology, Lanzhou, 730050, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"School of Computer and Communication, Lanzhou University of Technology, Lanzhou, 730050, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055550759","display_name":"Zuohan Chen","orcid":"https://orcid.org/0000-0002-9666-2425"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zuohan Chen","raw_affiliation_strings":["Gansu Engineering Research Center of Manufacturing Information, Lanzhou University of Technology, Lanzhou, 730050, China","School of Computer and Communication, Lanzhou University of Technology, Lanzhou, 730050, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Engineering Research Center of Manufacturing Information, Lanzhou University of Technology, Lanzhou, 730050, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"School of Computer and Communication, Lanzhou University of Technology, Lanzhou, 730050, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137258715","display_name":"Chengzhi Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengzhi Liu","raw_affiliation_strings":["Gansu Engineering Research Center of Manufacturing Information, Lanzhou University of Technology, Lanzhou, 730050, China","School of Computer and Communication, Lanzhou University of Technology, Lanzhou, 730050, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Engineering Research Center of Manufacturing Information, Lanzhou University of Technology, Lanzhou, 730050, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"School of Computer and Communication, Lanzhou University of Technology, Lanzhou, 730050, China","institution_ids":["https://openalex.org/I22716506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5137280338"],"corresponding_institution_ids":["https://openalex.org/I22716506"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6333253,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"56","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9377999901771545,"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":0.9377999901771545,"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":0.026200000196695328,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.0038999998942017555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6452000141143799},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5896000266075134},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5595999956130981},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.4945000112056732},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4659999907016754},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4569000005722046},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.4465999901294708},{"id":"https://openalex.org/keywords/constrained-optimization","display_name":"Constrained optimization","score":0.43160000443458557},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4293999969959259}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7426999807357788},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6452000141143799},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5990999937057495},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5896000266075134},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5595999956130981},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4945000112056732},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4659999907016754},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4569000005722046},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.4465999901294708},{"id":"https://openalex.org/C55660270","wikidata":"https://www.wikidata.org/wiki/Q5164377","display_name":"Constrained optimization","level":2,"score":0.43160000443458557},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4293999969959259},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.40310001373291016},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.3919999897480011},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3885999917984009},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37470000982284546},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.36800000071525574},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.3434999883174896},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.337799996137619},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.3160000145435333},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.31139999628067017},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30059999227523804},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2985999882221222},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.2978000044822693},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.27720001339912415}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10489-026-07274-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-026-07274-2","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2085507535","https://openalex.org/W2106334424","https://openalex.org/W2582113504","https://openalex.org/W2764251381","https://openalex.org/W2913333339","https://openalex.org/W2914106598","https://openalex.org/W2947263745","https://openalex.org/W2948175577","https://openalex.org/W2962851448","https://openalex.org/W2962947982","https://openalex.org/W2963115819","https://openalex.org/W2963371534","https://openalex.org/W2990926610","https://openalex.org/W3012133843","https://openalex.org/W3105750523","https://openalex.org/W3119755290","https://openalex.org/W3133850968","https://openalex.org/W3134125492","https://openalex.org/W3140707475","https://openalex.org/W3147779041","https://openalex.org/W3164463895","https://openalex.org/W3180532788","https://openalex.org/W3187022876","https://openalex.org/W3195664246","https://openalex.org/W3214147193","https://openalex.org/W3215619686","https://openalex.org/W3216080622","https://openalex.org/W4211006166","https://openalex.org/W4214941022","https://openalex.org/W4220719186","https://openalex.org/W4224118916","https://openalex.org/W4226396566","https://openalex.org/W4293178505","https://openalex.org/W4293825460","https://openalex.org/W4306195272","https://openalex.org/W4311711204","https://openalex.org/W4312801625","https://openalex.org/W4313019008","https://openalex.org/W4319341403","https://openalex.org/W4365455612","https://openalex.org/W4365458164","https://openalex.org/W4379800882","https://openalex.org/W4384129412","https://openalex.org/W4385740940","https://openalex.org/W4386170085","https://openalex.org/W4386283475","https://openalex.org/W4386753695","https://openalex.org/W4386969315","https://openalex.org/W4386983380","https://openalex.org/W4387490908","https://openalex.org/W4388626542","https://openalex.org/W4390772208"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2026-05-29T00:00:00"}