{"id":"https://openalex.org/W4378718831","doi":"https://doi.org/10.1007/978-3-031-32041-5_6","title":"Massively Parallel Genetic Optimization Through Asynchronous Propagation of\u00a0Populations","display_name":"Massively Parallel Genetic Optimization Through Asynchronous Propagation of\u00a0Populations","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4378718831","doi":"https://doi.org/10.1007/978-3-031-32041-5_6"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-32041-5_6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-32041-5_6","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-32041-5_6.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-32041-5_6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040176579","display_name":"Oskar Taubert","orcid":"https://orcid.org/0000-0002-3707-499X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Oskar Taubert","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083544885","display_name":"Marie Weiel","orcid":"https://orcid.org/0000-0001-9648-4385"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marie Weiel","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076509535","display_name":"Daniel Coquelin","orcid":"https://orcid.org/0000-0001-8552-5153"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Coquelin","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047558261","display_name":"Anis Farshian","orcid":"https://orcid.org/0000-0002-9888-0653"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anis Farshian","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024295845","display_name":"Charlotte Debus","orcid":"https://orcid.org/0000-0002-7156-2022"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Charlotte Debus","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089380775","display_name":"Alexander Schug","orcid":"https://orcid.org/0000-0002-0534-502X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Schug","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030034618","display_name":"Achim Streit","orcid":"https://orcid.org/0000-0002-5065-469X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Achim Streit","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067996051","display_name":"Markus G\u00f6tz","orcid":"https://orcid.org/0000-0002-2233-1041"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus G\u00f6tz","raw_affiliation_strings":["Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany"],"affiliations":[{"raw_affiliation_string":"Steinbuch Centre for Computing (SCC), Karlsruhe Institute of Technology (KIT), 76344, Eggenstein-Leopoldshafen, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5040176579"],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":5.2786,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.96210873,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"106","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9966999888420105,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9914000034332275,"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/computer-science","display_name":"Computer science","score":0.8410661816596985},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.7548258304595947},{"id":"https://openalex.org/keywords/massively-parallel","display_name":"Massively parallel","score":0.7131835222244263},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4717201590538025},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.42912352085113525},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14669427275657654},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.0744258463382721}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8410661816596985},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.7548258304595947},{"id":"https://openalex.org/C190475519","wikidata":"https://www.wikidata.org/wiki/Q544384","display_name":"Massively parallel","level":2,"score":0.7131835222244263},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4717201590538025},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.42912352085113525},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14669427275657654},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0744258463382721}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-32041-5_6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-32041-5_6","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-32041-5_6.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-32041-5_6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-32041-5_6","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-32041-5_6.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332086","display_name":"Helmholtz Artificial Intelligence Cooperation Unit","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4378718831.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W60686164","https://openalex.org/W1036195498","https://openalex.org/W1110161009","https://openalex.org/W1541691514","https://openalex.org/W1659842140","https://openalex.org/W1753651734","https://openalex.org/W2004617458","https://openalex.org/W2046609661","https://openalex.org/W2097571405","https://openalex.org/W2166348281","https://openalex.org/W2194775991","https://openalex.org/W2250904038","https://openalex.org/W2302255633","https://openalex.org/W2732547613","https://openalex.org/W2798650501","https://openalex.org/W2949676527","https://openalex.org/W3036152138","https://openalex.org/W3100008240","https://openalex.org/W3184837111","https://openalex.org/W3199199693","https://openalex.org/W3206079748","https://openalex.org/W4210948284","https://openalex.org/W4211116959","https://openalex.org/W4230798657","https://openalex.org/W4231671578","https://openalex.org/W4240589876","https://openalex.org/W4287765479","https://openalex.org/W6713134421"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W1774183074","https://openalex.org/W2057488824","https://openalex.org/W2334687145","https://openalex.org/W2178011914","https://openalex.org/W4235962491","https://openalex.org/W2061778832","https://openalex.org/W1513001507","https://openalex.org/W2257153718","https://openalex.org/W3134702077"],"abstract_inverted_index":{"Abstract":[0],"We":[1,53,78,86],"present":[2,46],",":[3],"an":[4,55],"evolutionary":[5],"optimization":[6,13,83],"algorithm":[7],"and":[8,14,68,70,104,112],"software":[9],"package":[10],"for":[11],"global":[12],"in":[15,33],"particular":[16],"hyperparameter":[17],"search.":[18],"For":[19],"efficient":[20],"use":[21],"of":[22,49,58,64,94,106],"HPC":[23],"resources,":[24],"omits":[25],"the":[26,40,43,81,102],"synchronization":[27,109],"after":[28],"each":[29],"generation":[30],"as":[31],"done":[32],"conventional":[34],"genetic":[35],"algorithms.":[36],"Instead,":[37],"it":[38],"steers":[39],"search":[41],"with":[42,75],"complete":[44],"population":[45],"at":[47,116],"time":[48],"breeding":[50],"new":[51],"individuals.":[52],"provide":[54],"MPI-based":[56],"implementation":[57],"our":[59,107],"algorithm,":[60],"which":[61],"features":[62],"variants":[63],"selection,":[65],"mutation,":[66],"crossover,":[67],"migration":[69],"is":[71,89],"easy":[72],"to":[73,80,91],"extend":[74],"custom":[76],"functionality.":[77],"compare":[79],"established":[82],"tool":[84],".":[85,118],"find":[87],"that":[88],"up":[90],"three":[92],"orders":[93],"magnitude":[95],"faster":[96],"without":[97],"sacrificing":[98],"solution":[99],"accuracy,":[100],"demonstrating":[101],"efficiency":[103],"efficacy":[105],"lazy":[108],"approach.":[110],"Code":[111],"documentation":[113],"are":[114],"available":[115],"https://github.com/Helmholtz-AI-Energy/propulate/":[117]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2023-05-30T00:00:00"}