{"id":"https://openalex.org/W2080427389","doi":"https://doi.org/10.1109/icnsc.2014.6819685","title":"Improved population-based incremental learning algorithm for vehicle routing problems with soft time windows","display_name":"Improved population-based incremental learning algorithm for vehicle routing problems with soft time windows","publication_year":2014,"publication_date":"2014-04-01","ids":{"openalex":"https://openalex.org/W2080427389","doi":"https://doi.org/10.1109/icnsc.2014.6819685","mag":"2080427389"},"language":"en","primary_location":{"id":"doi:10.1109/icnsc.2014.6819685","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc.2014.6819685","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th IEEE International Conference on Networking, Sensing and Control","raw_type":"proceedings-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/A5043539737","display_name":"Xianghu Meng","orcid":"https://orcid.org/0000-0002-2010-5841"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"funder","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xianghu Meng","raw_affiliation_strings":["Key Laboratory of Measurement and Control of CSE, Ministry of Education;","Key Laboratory of Measurement and Control of CSE, Ministry of Education, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Measurement and Control of CSE, Ministry of Education;","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Key Laboratory of Measurement and Control of CSE, Ministry of Education, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076753801","display_name":"Jun Li","orcid":"https://orcid.org/0000-0002-9225-0669"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"funder","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Li","raw_affiliation_strings":["Key Laboratory of Measurement and Control of CSE, Ministry of Education;","Key Laboratory of Measurement and Control of CSE, Ministry of Education, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Measurement and Control of CSE, Ministry of Education;","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Key Laboratory of Measurement and Control of CSE, Ministry of Education, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015115331","display_name":"Bin Qian","orcid":"https://orcid.org/0000-0002-0048-1487"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Qian","raw_affiliation_strings":["Department of Automation, Kunming University of Science and Technology, Kunming, China","Department of Automation, Kunming University of Science and Technology, 650500, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Department of Automation, Kunming University of Science and Technology, 650500, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081318069","display_name":"MengChu Zhou","orcid":"https://orcid.org/0000-0002-5408-8752"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"MengChu Zhou","raw_affiliation_strings":["New Jersey Institute of Technology, Newark, NJ, USA","New Jersey Institute of Technology, Newark, 07102, USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology, Newark, NJ, USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"New Jersey Institute of Technology, Newark, 07102, USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102220146","display_name":"Xianzhong Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"funder","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianzhong Dai","raw_affiliation_strings":["Key Laboratory of Measurement and Control of CSE, Ministry of Education;","Key Laboratory of Measurement and Control of CSE, Ministry of Education, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Measurement and Control of CSE, Ministry of Education;","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Key Laboratory of Measurement and Control of CSE, Ministry of Education, China","institution_ids":["https://openalex.org/I1327237609"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043539737"],"corresponding_institution_ids":["https://openalex.org/I1327237609"],"apc_list":null,"apc_paid":null,"fwci":3.0788,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.91516062,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"27","issue":null,"first_page":"548","last_page":"553"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12546","display_name":"Smart Parking Systems Research","score":0.9743000268936157,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9693999886512756,"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/vehicle-routing-problem","display_name":"Vehicle routing problem","score":0.7069233655929565},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6816709041595459},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.61551833152771},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.611547589302063},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5320720672607422},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5220520496368408},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5189158916473389},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5096845626831055},{"id":"https://openalex.org/keywords/population-based-incremental-learning","display_name":"Population-based incremental learning","score":0.46356213092803955},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.42365363240242004},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.373309850692749},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23846429586410522},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16974833607673645}],"concepts":[{"id":"https://openalex.org/C123784306","wikidata":"https://www.wikidata.org/wiki/Q944041","display_name":"Vehicle routing problem","level":3,"score":0.7069233655929565},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6816709041595459},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.61551833152771},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.611547589302063},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5320720672607422},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5220520496368408},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5189158916473389},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5096845626831055},{"id":"https://openalex.org/C184497298","wikidata":"https://www.wikidata.org/wiki/Q7229773","display_name":"Population-based incremental learning","level":3,"score":0.46356213092803955},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.42365363240242004},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.373309850692749},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23846429586410522},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16974833607673645},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icnsc.2014.6819685","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc.2014.6819685","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th IEEE International Conference on Networking, Sensing and Control","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1479911746","https://openalex.org/W1483809797","https://openalex.org/W1487758851","https://openalex.org/W1928511182","https://openalex.org/W1978342634","https://openalex.org/W2043489726","https://openalex.org/W2050741788","https://openalex.org/W2065870101","https://openalex.org/W2069120652","https://openalex.org/W2116418773","https://openalex.org/W2359545667","https://openalex.org/W2392913753","https://openalex.org/W2414365832","https://openalex.org/W2538234821","https://openalex.org/W3146524375","https://openalex.org/W4246136364","https://openalex.org/W6628782388"],"related_works":["https://openalex.org/W2365217312","https://openalex.org/W2373079942","https://openalex.org/W2031035514","https://openalex.org/W2385808795","https://openalex.org/W2375052855","https://openalex.org/W2372098157","https://openalex.org/W2052793446","https://openalex.org/W2129228523","https://openalex.org/W2533970107","https://openalex.org/W2376671918"],"abstract_inverted_index":{"An":[0],"improved":[1],"population-based":[2,70],"incremental":[3,71],"learning":[4,72],"algorithm,":[5],"in":[6],"short":[7],"IPBIL,":[8],"is":[9,37,57,86,109,142],"proposed":[10],"to":[11,24,39,47,114],"solve":[12],"thevehicle":[13],"routing":[14],"problem":[15],"with":[16,21,51,107,116],"soft":[17,41],"time":[18,42,130],"windows":[19],"(VRPSTW)":[20],"an":[22],"objective":[23],"minimize":[25],"the":[26,33,40,55,65,81,102,124,136],"count":[27],"of":[28,69,84,97],"vehicles":[29],"as":[30,32],"well":[31],"total":[34,129],"travel":[35,126],"distance.VRPSTW":[36],"subject":[38],"window":[43,131],"constraint":[44,56],"that":[45,80,101],"allows":[46],"be":[48],"violated":[49],"but":[50],"penalty.In":[52],"this":[53],"paper,":[54],"embedded":[58],"into":[59],"a":[60,92],"probability":[61,67],"selection":[62],"function":[63],"and":[64,120,128,145,149],"original":[66],"model":[68],"(PBIL)":[73],"algorithm":[74],"becomes":[75],"3-dimensional.":[76],"This":[77],"improvement":[78],"guarantees":[79],"population":[82],"search":[83],"individuals":[85],"more":[87,143],"effective":[88,144],"by":[89,133],"escaping":[90],"from":[91],"bad":[93],"solution":[94],"space.":[95],"Simulation":[96],"Solomon":[98],"benchmark":[99],"shows":[100],"results":[103],"average":[104,125],"vehicle":[105],"counts":[106],"IPBIL":[108,134],"reduced":[110],"very":[111],"significantly":[112],"contrasted":[113],"those":[115],"Genetic":[117],"Algorithm":[118],"(GA)":[119],"PBIL,":[121],"respectively.":[122],"Both":[123],"length":[127],"violations":[132],"are":[135],"least":[137],"among":[138],"these":[139],"tested":[140],"methods.IPBIL":[141],"adaptive":[146],"than":[147],"PBIL":[148],"GA.":[150]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
