{"id":"https://openalex.org/W2731842147","doi":"https://doi.org/10.1109/cec.2017.7969636","title":"EvoHyp - a Java toolkit for evolutionary algorithm hyper-heuristics","display_name":"EvoHyp - a Java toolkit for evolutionary algorithm hyper-heuristics","publication_year":2017,"publication_date":"2017-06-01","ids":{"openalex":"https://openalex.org/W2731842147","doi":"https://doi.org/10.1109/cec.2017.7969636","mag":"2731842147"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2017.7969636","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2017.7969636","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5060039893","display_name":"Nelishia Pillay","orcid":"https://orcid.org/0000-0003-3902-5582"},"institutions":[{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Nelishia Pillay","raw_affiliation_strings":["School of Mathematics Statistics and Computer Science, University of KwaZulu-Natal, KwaZulu-Natal, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics Statistics and Computer Science, University of KwaZulu-Natal, KwaZulu-Natal, South Africa","institution_ids":["https://openalex.org/I95023434"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063228207","display_name":"Derrick Beckedahl","orcid":"https://orcid.org/0000-0002-0014-4288"},"institutions":[{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Derrick Beckedahl","raw_affiliation_strings":["School of Mathematics Statistics and Computer Science, University of KwaZulu-Natal, KwaZulu-Natal, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics Statistics and Computer Science, University of KwaZulu-Natal, KwaZulu-Natal, South Africa","institution_ids":["https://openalex.org/I95023434"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I95023434"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2706","last_page":"2713"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12401","display_name":"Scheduling and Timetabling Solutions","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12401","display_name":"Scheduling and Timetabling Solutions","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9912999868392944,"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/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/heuristics","display_name":"Heuristics","score":0.8934946060180664},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7479941844940186},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.7169634699821472},{"id":"https://openalex.org/keywords/hyper-heuristic","display_name":"Hyper-heuristic","score":0.7059869766235352},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.564697265625},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5588652491569519},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.550045907497406},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5480376482009888},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5093175172805786},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4646334946155548},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.4488990306854248},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4084327518939972},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36557525396347046},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14375093579292297},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11996477842330933}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8934946060180664},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7479941844940186},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.7169634699821472},{"id":"https://openalex.org/C117270229","wikidata":"https://www.wikidata.org/wiki/Q5957539","display_name":"Hyper-heuristic","level":5,"score":0.7059869766235352},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.564697265625},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5588652491569519},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.550045907497406},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5480376482009888},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5093175172805786},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4646334946155548},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.4488990306854248},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4084327518939972},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36557525396347046},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14375093579292297},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11996477842330933},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C188888258","wikidata":"https://www.wikidata.org/wiki/Q7353390","display_name":"Robot learning","level":4,"score":0.0},{"id":"https://openalex.org/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2017.7969636","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2017.7969636","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1576818901","https://openalex.org/W2043258790","https://openalex.org/W2056411465","https://openalex.org/W2072441740","https://openalex.org/W2086726443","https://openalex.org/W3023540311"],"related_works":["https://openalex.org/W2091246427","https://openalex.org/W1628567638","https://openalex.org/W2109775141","https://openalex.org/W2029013302","https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W1589480767","https://openalex.org/W3186374002","https://openalex.org/W2521454154","https://openalex.org/W2107678394"],"abstract_inverted_index":{"Hyper-heuristics":[0],"is":[1,86,173],"an":[2,191],"emergent":[3],"technology":[4],"that":[5],"has":[6],"proven":[7],"to":[8,96,108,174],"be":[9,80,106,111,168],"effective":[10],"at":[11],"solving":[12],"real-world":[13],"problems.":[14],"The":[15,158,170,187],"two":[16],"main":[17],"categories":[18],"of":[19,40,123,148,155,193,196],"hyper-heuristics":[20,26,33,78,184],"are":[21,59],"selection":[22,50,136],"and":[23,92,151,163],"generation.":[24],"Selection":[25],"select":[27],"existing":[28],"low-level":[29],"heuristics":[30],"while":[31],"generation":[32,73,142],"create":[34],"new":[35],"heuristics.":[36],"At":[37],"the":[38,41,54,100,103,121,161,197],"inception":[39],"field":[42,55],"single":[43],"point":[44],"searches":[45],"were":[46],"essentially":[47],"employed":[48],"by":[49],"hyper-heuristics,":[51,126],"however":[52],"as":[53],"progressed":[56],"evolutionary":[57,76,124,182],"algorithms":[58],"becoming":[60],"more":[61],"prominent.":[62],"Evolutionary":[63],"algorithms,":[64],"namely,":[65,127],"genetic":[66,134,140],"programming,":[67],"have":[68],"chiefly":[69],"been":[70],"used":[71],"for":[72,88,120,132],"hyper-heuristics.":[74],"Implementing":[75],"algorithm":[77,125,135,183],"can":[79,110,167,185],"quite":[81,112],"a":[82,117,133,139,145,152,176,179],"time-consuming":[83],"task":[84],"which":[85,109,178],"daunting":[87],"first":[89],"time":[90],"researchers":[91],"practitioners":[93],"who":[94],"want":[95],"rather":[97],"focus":[98],"on":[99],"application":[101],"domain":[102],"hyper-heuristic":[104,137,143],"will":[105],"applied":[107],"complex.":[113],"This":[114],"paper":[115,159,188],"presents":[116],"Java":[118],"toolkit":[119,177],"implementation":[122],"EvoHyp.":[128],"EvoHyp":[129],"includes":[130],"libraries":[131,162],"(GenAlg),":[138],"programming":[141],"(GenProg),":[144],"distributed":[146,153],"version":[147,154],"GenAlg":[149],"(DistrGenAlg)":[150],"GenProg":[156],"(DistrGenProg).":[157],"describes":[160],"illustrates":[164],"how":[165],"they":[166],"used.":[169],"ultimate":[171],"aim":[172],"provide":[175],"non-expert":[180],"in":[181],"use.":[186],"concludes":[189],"with":[190],"overview":[192],"future":[194],"extensions":[195],"toolkit.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
