{"id":"https://openalex.org/W2864497135","doi":"https://doi.org/10.1145/3205651.3208253","title":"A generic distributed microservices and container based framework for metaheuristic optimization","display_name":"A generic distributed microservices and container based framework for metaheuristic optimization","publication_year":2018,"publication_date":"2018-07-06","ids":{"openalex":"https://openalex.org/W2864497135","doi":"https://doi.org/10.1145/3205651.3208253","mag":"2864497135"},"language":"en","primary_location":{"id":"doi:10.1145/3205651.3208253","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3205651.3208253","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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/A5034266935","display_name":"Hatem Khalloof","orcid":"https://orcid.org/0000-0002-0623-4209"},"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":"Hatem Khalloof","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109974993","display_name":"Wilfried Jakob","orcid":null},"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":"Wilfried Jakob","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079602130","display_name":"Jianlei Liu","orcid":"https://orcid.org/0000-0002-5994-3949"},"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":"Jianlei Liu","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103188737","display_name":"Eric Braun","orcid":"https://orcid.org/0000-0002-0790-7102"},"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":"Eric Braun","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020796766","display_name":"Shadi Shahoud","orcid":"https://orcid.org/0000-0002-3505-9438"},"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":"Shadi Shahoud","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110655101","display_name":"Clemens Duepmeier","orcid":null},"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":"Clemens Duepmeier","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014228448","display_name":"Veit Hagenmeyer","orcid":"https://orcid.org/0000-0002-3572-9083"},"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":"Veit Hagenmeyer","raw_affiliation_strings":["Karlsruhe Institute of Technology, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":null,"apc_paid":null,"fwci":1.6602,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.86256988,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1363","last_page":"1370"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9980999827384949,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9973999857902527,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8352667689323425},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.7640320062637329},{"id":"https://openalex.org/keywords/microservices","display_name":"Microservices","score":0.7228444814682007},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6442388296127319},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6138579249382019},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.5278815031051636},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4122648537158966},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.35426026582717896},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.3244883120059967},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13639017939567566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8352667689323425},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.7640320062637329},{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.7228444814682007},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6442388296127319},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6138579249382019},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.5278815031051636},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4122648537158966},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.35426026582717896},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.3244883120059967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13639017939567566},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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:10.1145/3205651.3208253","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3205651.3208253","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7400000095367432,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W3719047","https://openalex.org/W144069488","https://openalex.org/W158704887","https://openalex.org/W1480428252","https://openalex.org/W1525105362","https://openalex.org/W1541691514","https://openalex.org/W1585939719","https://openalex.org/W1593549813","https://openalex.org/W1975492373","https://openalex.org/W2000825106","https://openalex.org/W2035862602","https://openalex.org/W2095178814","https://openalex.org/W2096442669","https://openalex.org/W2126105956","https://openalex.org/W2148497813","https://openalex.org/W2148948822","https://openalex.org/W2181461006","https://openalex.org/W2189465200","https://openalex.org/W2462800345","https://openalex.org/W2475198316","https://openalex.org/W2475394315","https://openalex.org/W2539242438","https://openalex.org/W2564302538","https://openalex.org/W2613345295","https://openalex.org/W2734692832","https://openalex.org/W2735405621","https://openalex.org/W2735651570","https://openalex.org/W2950552153","https://openalex.org/W4253330107","https://openalex.org/W6687322159"],"related_works":["https://openalex.org/W3181741639","https://openalex.org/W4210334847","https://openalex.org/W4367181468","https://openalex.org/W2767473057","https://openalex.org/W4225586032","https://openalex.org/W3003367851","https://openalex.org/W3119944216","https://openalex.org/W2994988622","https://openalex.org/W1492892507","https://openalex.org/W4293799853"],"abstract_inverted_index":{"In":[0,115,185],"recent":[1],"years,":[2],"metaheuristics":[3,24],"have":[4],"been":[5],"a":[6,53,119,153,213],"convincing":[7],"solution":[8],"for":[9,19,57,112,123,152,221,240],"solving":[10],"many":[11],"types":[12],"of":[13,23,35,42,49,66,83,88,110,163,227],"complex":[14],"optimization":[15,69,176],"problems.":[16],"Efficient":[17],"execution":[18],"the":[20,40,43,64,85,92,116,164,189,194,208,238],"most":[21],"variants":[22],"e.g.":[25],"Evolutionary":[26,199],"Algorithms":[27],"(EAs)":[28],"or":[29,108],"Swarm":[30],"Optimization":[31],"can":[32,127],"require":[33],"lots":[34],"computational":[36],"power":[37,87],"depending":[38],"on":[39,79,132,212],"complexity":[41],"application.":[44],"For":[45],"maximizing":[46],"performance,":[47],"parallelization":[48,226],"metaheuristic":[50,175],"algorithms":[51,177],"represents":[52],"meaningful":[54],"approach,":[55],"especially":[56],"EAs":[58],"featuring":[59],"an":[60],"inherent":[61],"parallelism.":[62],"However,":[63],"majority":[65],"existing":[67],"distributed":[68,121,183],"frameworks":[70],"are":[71],"implemented":[72],"as":[73],"monolithic":[74],"and":[75,103,142,150,156,172,178,192,201,210,218,235],"non-distributed":[76],"applications":[77,242],"running":[78],"one":[80],"computer":[81,89],"instead":[82],"using":[84],"computing":[86,135],"clusters.":[90],"Additionally,":[91],"application":[93],"typically":[94],"cannot":[95],"easily":[96],"work":[97],"dynamically":[98],"together":[99],"with":[100,215],"other":[101],"tools":[102],"services":[104,179],"like":[105],"single":[106],"simulators":[107,111],"combinations":[109],"multi-domain":[113],"simulations.":[114],"present":[117],"paper,":[118],"new":[120,190],"framework":[122,140,165,209],"population-based":[124],"metaheuristics,":[125],"which":[126],"run":[128],"highly":[129,157],"parallelized":[130],"optimizations":[131],"large":[133],"scale":[134],"clusters":[136],"is":[137,166,205],"introduced.":[138],"The":[139,223],"exploits":[141],"combines":[143],"two":[144],"lightweight":[145],"technologies":[146],"namely":[147],"container":[148],"virtualization":[149],"microservices":[151],"fully":[154],"automated":[155],"scalable":[158],"solution.":[159],"Another":[160],"main":[161],"advantage":[162],"that":[167],"it":[168],"allows":[169],"plugging":[170],"in":[171],"out":[173],"different":[174],"via":[180],"its":[181],"modular":[182],"architecture.":[184],"order":[186],"to":[187],"validate":[188],"design":[191],"implementation,":[193],"EA":[195,229],"GLEAM":[196],"(General":[197],"Learning":[198],"Algorithm":[200],"Method)":[202],"[2,":[203],"3]":[204],"integrated":[206],"into":[207],"deployed":[211],"cluster":[214],"4":[216],"nodes":[217],"128":[219],"cores":[220],"benchmarking.":[222],"tested":[224],"master-slave":[225],"this":[228],"shows":[230],"considerable":[231],"low":[232],"overhead":[233],"times":[234],"hence":[236],"paves":[237],"way":[239],"future":[241],"in,":[243],"e.g.,":[244],"smart":[245],"energy":[246],"systems.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}