{"id":"https://openalex.org/W4404510229","doi":"https://doi.org/10.1007/s10270-024-01233-6","title":"From single-objective to multi-objective reinforcement learning-based model transformation","display_name":"From single-objective to multi-objective reinforcement learning-based model transformation","publication_year":2024,"publication_date":"2024-11-19","ids":{"openalex":"https://openalex.org/W4404510229","doi":"https://doi.org/10.1007/s10270-024-01233-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10270-024-01233-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10270-024-01233-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10270-024-01233-6.pdf","source":{"id":"https://openalex.org/S64245694","display_name":"Software & Systems Modeling","issn_l":"1619-1366","issn":["1619-1366","1619-1374"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software and Systems Modeling","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10270-024-01233-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085826631","display_name":"Martin Eisenberg","orcid":"https://orcid.org/0009-0001-9696-0326"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Martin Eisenberg","raw_affiliation_strings":["Institute of Business Informatics - Software Engineering, Johannes Kepler University Linz, Linz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Business Informatics - Software Engineering, Johannes Kepler University Linz, Linz, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023093639","display_name":"Manuel Wimmer","orcid":"https://orcid.org/0000-0002-1124-7098"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Manuel Wimmer","raw_affiliation_strings":["Institute of Business Informatics - Software Engineering, Johannes Kepler University Linz, Linz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Business Informatics - Software Engineering, Johannes Kepler University Linz, Linz, Austria","institution_ids":["https://openalex.org/I121883995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5085826631"],"corresponding_institution_ids":["https://openalex.org/I121883995"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":1.4974,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.85790774,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"24","issue":"3","first_page":"891","last_page":"921"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10260","display_name":"Software Engineering Research","score":0.9736999869346619,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9670000076293945,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7481262683868408},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.6794109344482422},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.6022032499313354},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5739256143569946},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4041192829608917},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1897275745868683},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.06926178932189941},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.05012410879135132}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7481262683868408},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6794109344482422},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.6022032499313354},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5739256143569946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4041192829608917},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1897275745868683},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.06926178932189941},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.05012410879135132},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10270-024-01233-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10270-024-01233-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10270-024-01233-6.pdf","source":{"id":"https://openalex.org/S64245694","display_name":"Software & Systems Modeling","issn_l":"1619-1366","issn":["1619-1366","1619-1374"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software and Systems Modeling","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10270-024-01233-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10270-024-01233-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10270-024-01233-6.pdf","source":{"id":"https://openalex.org/S64245694","display_name":"Software & Systems Modeling","issn_l":"1619-1366","issn":["1619-1366","1619-1374"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software and Systems Modeling","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311813","display_name":"\u00d6sterreichische Nationalstiftung f\u00fcr Forschung, Technologie und Entwicklung","ror":"https://ror.org/04hb33h70"},{"id":"https://openalex.org/F4320327593","display_name":"Bundesministerium f\u00fcr Digitalisierung und Wirtschaftsstandort","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404510229.pdf","grobid_xml":"https://content.openalex.org/works/W4404510229.grobid-xml"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W10901633","https://openalex.org/W32403112","https://openalex.org/W169931978","https://openalex.org/W391985582","https://openalex.org/W1535346311","https://openalex.org/W1543572792","https://openalex.org/W1738827650","https://openalex.org/W1964170502","https://openalex.org/W1972978214","https://openalex.org/W1974136890","https://openalex.org/W1977321274","https://openalex.org/W1987725948","https://openalex.org/W2026586559","https://openalex.org/W2051821221","https://openalex.org/W2060846151","https://openalex.org/W2071863003","https://openalex.org/W2081851509","https://openalex.org/W2092382400","https://openalex.org/W2098907614","https://openalex.org/W2107471880","https://openalex.org/W2111555385","https://openalex.org/W2119756901","https://openalex.org/W2126105956","https://openalex.org/W2130876928","https://openalex.org/W2139872812","https://openalex.org/W2148999650","https://openalex.org/W2162739315","https://openalex.org/W2164938362","https://openalex.org/W2559311037","https://openalex.org/W2604057676","https://openalex.org/W2709247992","https://openalex.org/W2745696551","https://openalex.org/W2767050701","https://openalex.org/W2774185825","https://openalex.org/W2775536880","https://openalex.org/W2807637204","https://openalex.org/W2894797151","https://openalex.org/W2954570875","https://openalex.org/W2963184939","https://openalex.org/W2989874800","https://openalex.org/W2990747716","https://openalex.org/W2998327136","https://openalex.org/W3006974147","https://openalex.org/W3038282378","https://openalex.org/W3043067853","https://openalex.org/W3097792933","https://openalex.org/W3101442004","https://openalex.org/W3105359989","https://openalex.org/W3161222848","https://openalex.org/W3167212892","https://openalex.org/W3200120118","https://openalex.org/W3206977100","https://openalex.org/W3211531381","https://openalex.org/W3212066640","https://openalex.org/W4206705396","https://openalex.org/W4212908796","https://openalex.org/W4213116061","https://openalex.org/W4226178314","https://openalex.org/W4246055806","https://openalex.org/W4252076279","https://openalex.org/W4287266177","https://openalex.org/W4291213652","https://openalex.org/W4296940135","https://openalex.org/W4312390793","https://openalex.org/W4317103462","https://openalex.org/W4361198005","https://openalex.org/W6601897980","https://openalex.org/W6694783278","https://openalex.org/W6891819651"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856"],"abstract_inverted_index":{"Abstract":[0],"Model-driven":[1],"optimization":[2,29,74,94,149,169,211,261],"allows":[3],"to":[4,10,44,89,104,147,262,266],"directly":[5],"apply":[6],"domain-specific":[7],"modeling":[8],"languages":[9],"define":[11],"models":[12],"which":[13,31,254],"are":[14,238,249],"subsequently":[15],"optimized":[16],"by":[17,182],"applying":[18,144],"a":[19,45,54,62,119,140,156,173,184,217],"predefined":[20],"set":[21,46,56],"of":[22,47,53,57,64,92,108,121,128,158,206,225,259],"model":[23],"transformation":[24,174,236],"rules.":[25],"Objectives":[26],"guide":[27],"the":[28,51,90,105,124,204,214,235,247,257,268],"processes":[30],"can":[32,163],"range":[33],"from":[34],"one":[35,41],"single":[36,42],"objective":[37],"formulation":[38],"resulting":[39],"in":[40,137],"solution":[43],"objectives":[48],"that":[49,71,171],"necessitates":[50],"identification":[52],"Pareto-optimal":[55],"solutions.":[58,270],"In":[59,151],"recent":[60],"years,":[61],"multitude":[63],"reinforcement":[65,129,145,160,186,207],"learning":[66,130,146,161,187,208],"approaches":[67,111,170,265],"has":[68,95],"been":[69,84],"proposed":[70],"support":[72,196],"both":[73],"cases":[75,233],"and":[76,126,197,212,252],"competitive":[77],"results":[78,221,248],"for":[79,131,143,189,202,209,228,232],"various":[80],"problem":[81],"instances":[82],"have":[83],"reported.":[85],"However,":[86],"their":[87],"application":[88,107,176],"field":[91],"model-driven":[93,132,148,168,210,260],"not":[96],"gained":[97],"much":[98],"attention":[99],"yet,":[100],"especially":[101,231],"when":[102],"compared":[103],"extensive":[106],"meta-heuristic":[109],"search":[110],"such":[112],"as":[113],"genetic":[114,218],"algorithms.":[115],"Thus,":[116],"there":[117],"is":[118],"lack":[120],"knowledge":[122],"about":[123],"applicability":[125,205],"performance":[127,215],"optimization.":[133],"We":[134,178,191],"therefore":[135],"present":[136],"this":[138,180,194],"paper":[139],"general":[141],"framework":[142],"problems.":[150],"particular,":[152],"we":[153],"show":[154,222],"how":[155],"catalog":[157],"different":[159,264],"algorithms":[162],"be":[164],"integrated":[165],"with":[166],"existing":[167],"use":[172],"rule":[175],"encoding.":[177],"exemplify":[179],"integration":[181],"presenting":[183],"dedicated":[185],"extension":[188],"MOMoT.":[190],"build":[192],"on":[193,241],"tool":[195],"investigate":[198],"several":[199],"case":[200],"studies":[201],"validating":[203],"compare":[213],"against":[216],"algorithm.":[219],"The":[220],"clear":[223],"advantages":[224],"using":[226],"RL":[227],"single-objective":[229],"problems,":[230,246],"where":[234],"steps":[237],"highly":[239],"dependent":[240],"each":[242],"other.":[243],"For":[244],"multi-objective":[245],"more":[250],"diverse":[251],"case-specific,":[253],"further":[255],"motivates":[256],"usage":[258],"utilize":[263],"find":[267],"best":[269]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}