{"id":"https://openalex.org/W2727672025","doi":"https://doi.org/10.1109/cec.2017.7969537","title":"Towards the development of a complete GP system on an FPGA using geometric semantic operators","display_name":"Towards the development of a complete GP system on an FPGA using geometric semantic operators","publication_year":2017,"publication_date":"2017-06-01","ids":{"openalex":"https://openalex.org/W2727672025","doi":"https://doi.org/10.1109/cec.2017.7969537","mag":"2727672025"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2017.7969537","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2017.7969537","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/A5060088981","display_name":"Carlos A. Goribar-Jimenez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Carlos Goribar-Jimenez","raw_affiliation_strings":["Instituto Tecnol\u00f3gico de Tijuana, Baja California, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico de Tijuana, Baja California, M\u00e9xico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003906741","display_name":"Yazm\u00edn Maldonado","orcid":"https://orcid.org/0000-0002-3793-7484"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Yazmin Maldonado","raw_affiliation_strings":["Instituto Tecnol\u00f3gico de Tijuana, Baja California, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico de Tijuana, Baja California, M\u00e9xico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030475199","display_name":"Leonardo Trujillo","orcid":"https://orcid.org/0000-0003-1812-5736"},"institutions":[{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Leonardo Trujillo","raw_affiliation_strings":["Instituto Tecnol\u00f3gico de Tijuana, Baja California, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico de Tijuana, Baja California, M\u00e9xico","institution_ids":["https://openalex.org/I4210118730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087976149","display_name":"Mauro Castelli","orcid":"https://orcid.org/0000-0002-8793-1451"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Mauro Castelli","raw_affiliation_strings":["NOVA IMS, Universidade Nova de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NOVA IMS, Universidade Nova de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040448768","display_name":"Ivo Gon\u00e7alves","orcid":"https://orcid.org/0000-0002-5336-7768"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ivo Goncalves","raw_affiliation_strings":["NOVA IMS, Universidade Nova de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NOVA IMS, Universidade Nova de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056916227","display_name":"Leonardo Vanneschi","orcid":"https://orcid.org/0000-0003-4732-3328"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Leonardo Vanneschi","raw_affiliation_strings":["NOVA IMS, Universidade Nova de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NOVA IMS, Universidade Nova de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I83558840"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1932","last_page":"1939"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9973999857902527,"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/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9704999923706055,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.8296881914138794},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7357354760169983},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.5960334539413452},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5224201679229736},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.5192944407463074},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.5142526030540466},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.46290385723114014},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.45182037353515625},{"id":"https://openalex.org/keywords/fitness-landscape","display_name":"Fitness landscape","score":0.44324785470962524},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4408930838108063},{"id":"https://openalex.org/keywords/geometric-programming","display_name":"Geometric programming","score":0.43569421768188477},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4204043745994568},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.416059672832489},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3503792881965637},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31570881605148315},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2920817732810974},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1948423981666565},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18024086952209473},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.13288763165473938}],"concepts":[{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.8296881914138794},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7357354760169983},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.5960334539413452},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5224201679229736},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.5192944407463074},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.5142526030540466},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.46290385723114014},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.45182037353515625},{"id":"https://openalex.org/C91852762","wikidata":"https://www.wikidata.org/wiki/Q3307742","display_name":"Fitness landscape","level":3,"score":0.44324785470962524},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4408930838108063},{"id":"https://openalex.org/C20729856","wikidata":"https://www.wikidata.org/wiki/Q2078279","display_name":"Geometric programming","level":2,"score":0.43569421768188477},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4204043745994568},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.416059672832489},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3503792881965637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31570881605148315},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2920817732810974},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1948423981666565},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18024086952209473},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.13288763165473938},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2017.7969537","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2017.7969537","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":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.6299999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W11370324","https://openalex.org/W53774300","https://openalex.org/W86586912","https://openalex.org/W102043130","https://openalex.org/W132533955","https://openalex.org/W782471358","https://openalex.org/W1481566577","https://openalex.org/W1483736078","https://openalex.org/W1489425340","https://openalex.org/W1552232626","https://openalex.org/W1775913388","https://openalex.org/W1795093649","https://openalex.org/W1850563666","https://openalex.org/W1980316648","https://openalex.org/W1995423934","https://openalex.org/W2012451526","https://openalex.org/W2020704575","https://openalex.org/W2026316333","https://openalex.org/W2056987004","https://openalex.org/W2106272620","https://openalex.org/W2107899042","https://openalex.org/W2116620914","https://openalex.org/W2135950684","https://openalex.org/W2205179672","https://openalex.org/W2495221668","https://openalex.org/W2498412950","https://openalex.org/W2515050600","https://openalex.org/W2522088495","https://openalex.org/W4210729048","https://openalex.org/W6603572680","https://openalex.org/W6638085146"],"related_works":["https://openalex.org/W2207963064","https://openalex.org/W4206794813","https://openalex.org/W2944709645","https://openalex.org/W4322621737","https://openalex.org/W1984474632","https://openalex.org/W2111241003","https://openalex.org/W1562117546","https://openalex.org/W4286619620","https://openalex.org/W3023657597","https://openalex.org/W3090912852"],"abstract_inverted_index":{"Genetic":[0,115],"Programming":[1,116],"(GP)":[2],"has":[3,11,120],"been":[4,12,121],"around":[5],"for":[6],"over":[7],"two":[8],"decades":[9],"and":[10,35,99,152,172,196],"used":[13],"in":[14,25,67,154,192],"a":[15,33,36,39,54,63,68,83,129,162],"wide":[16],"range":[17],"of":[18,38,53,62,96,102,143,194],"practical":[19],"applications":[20],"producing":[21],"human":[22],"competitive":[23],"results":[24,158],"several":[26,104],"domains.":[27],"In":[28],"this":[29],"paper":[30],"we":[31],"present":[32],"discussion":[34],"proposal":[37,108],"GP":[40,65],"algorithm":[41],"that":[42,58,119,145,165],"could":[43],"be":[44],"conveniently":[45],"implemented":[46],"on":[47,111],"an":[48],"embedded":[49],"system,":[50],"as":[51,85,87],"part":[52],"broader":[55],"research":[56],"project":[57],"pursues":[59],"the":[60,76,97,100,112,134,168,173,185,188],"implementation":[61],"complete":[64],"system":[66,98],"Field":[69],"Programmable":[70],"Gate":[71],"Array":[72],"(FPGA).":[73],"Motivated":[74],"by":[75,161],"significant":[77],"time":[78],"savings":[79],"associated":[80],"with":[81,124],"such":[82],"platform,":[84],"well":[86],"low":[88,91],"power":[89],"consumption,":[90],"maintenance":[92],"requirements,":[93],"small":[94],"size":[95],"possibility":[101],"performing":[103],"parallel":[105],"processes.":[106],"The":[107,137],"is":[109],"focused":[110],"Geometric":[113],"Semantic":[114],"(GSGP)":[117],"approach":[118],"recently":[122],"introduced":[123],"promising":[125],"results.":[126],"GSGP":[127,190],"induces":[128],"unimodal":[130],"fitness":[131,195],"landscape,":[132],"simplifying":[133],"search":[135,148],"process.":[136],"experimental":[138],"work":[139],"considers":[140],"five":[141],"variants":[142],"GSGP,":[144],"incorporate":[146],"local":[147],"strategies,":[149],"optimal":[150,169],"mutations":[151],"alignment":[153],"error":[155],"space.":[156],"Best":[157],"were":[159],"obtained":[160],"simple":[163],"variant":[164],"uses":[166],"both":[167],"mutation":[170],"step":[171],"standard":[174],"geometric":[175],"semantic":[176],"mutation,":[177],"using":[178],"three":[179],"difficult":[180],"real-world":[181],"problems":[182],"to":[183],"evaluate":[184],"methods,":[186],"outperforming":[187],"original":[189],"formulation":[191],"terms":[193],"empirical":[197],"convergence.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"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"}