{"id":"https://openalex.org/W4389685251","doi":"https://doi.org/10.1145/3636428","title":"Dealing with Drift of Adaptation Spaces in Learning-based Self-Adaptive Systems Using Lifelong Self-Adaptation","display_name":"Dealing with Drift of Adaptation Spaces in Learning-based Self-Adaptive Systems Using Lifelong Self-Adaptation","publication_year":2023,"publication_date":"2023-12-13","ids":{"openalex":"https://openalex.org/W4389685251","doi":"https://doi.org/10.1145/3636428"},"language":"en","primary_location":{"id":"doi:10.1145/3636428","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636428","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636428","source":{"id":"https://openalex.org/S16632050","display_name":"ACM Transactions on Autonomous and Adaptive Systems","issn_l":"1556-4665","issn":["1556-4665","1556-4703"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Autonomous and Adaptive Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3636428","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102884741","display_name":"Omid Gheibi","orcid":"https://orcid.org/0000-0003-3265-4095"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Omid Gheibi","raw_affiliation_strings":["Katholieke Universiteit Leuven, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-3265-4095","affiliations":[{"raw_affiliation_string":"Katholieke Universiteit Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059882053","display_name":"Danny Weyns","orcid":"https://orcid.org/0000-0002-1162-0817"},"institutions":[{"id":"https://openalex.org/I223464139","display_name":"Linnaeus University","ror":"https://ror.org/00j9qag85","country_code":"SE","type":"education","lineage":["https://openalex.org/I223464139"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","SE"],"is_corresponding":false,"raw_author_name":"Danny Weyns","raw_affiliation_strings":["Katholieke Universiteit Leuven, Belgium, Linnaeus University, Sweden"],"raw_orcid":"https://orcid.org/0000-0002-1162-0817","affiliations":[{"raw_affiliation_string":"Katholieke Universiteit Leuven, Belgium, Linnaeus University, Sweden","institution_ids":["https://openalex.org/I223464139","https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5102884741"],"corresponding_institution_ids":["https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":2.2153,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.90465171,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"19","issue":"1","first_page":"1","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9994999766349792,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9994999766349792,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9686999917030334,"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/T10260","display_name":"Software Engineering Research","score":0.9264000058174133,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.8931480646133423},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8047747611999512},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5152711868286133},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.5065227746963501},{"id":"https://openalex.org/keywords/adaptive-system","display_name":"Adaptive system","score":0.4922610819339752},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46545225381851196},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4634625017642975},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.44387301802635193},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3879384994506836},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07680436968803406}],"concepts":[{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.8931480646133423},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8047747611999512},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5152711868286133},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.5065227746963501},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.4922610819339752},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46545225381851196},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4634625017642975},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.44387301802635193},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3879384994506836},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07680436968803406},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3636428","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636428","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636428","source":{"id":"https://openalex.org/S16632050","display_name":"ACM Transactions on Autonomous and Adaptive Systems","issn_l":"1556-4665","issn":["1556-4665","1556-4703"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Autonomous and Adaptive Systems","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:lnu-129008","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-129008","pdf_url":null,"source":{"id":"https://openalex.org/S4306401598","display_name":"DiVA (Linnaeus University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I223464139","host_organization_name":"Linnaeus University","host_organization_lineage":["https://openalex.org/I223464139"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/754766","is_oa":false,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/754766","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM Transactions On Autonomous And Adaptive Systems, vol. 19 (1), Art.No. ARTN 5","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3636428","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636428","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636428","source":{"id":"https://openalex.org/S16632050","display_name":"ACM Transactions on Autonomous and Adaptive Systems","issn_l":"1556-4665","issn":["1556-4665","1556-4703"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Autonomous and Adaptive Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389685251.pdf","grobid_xml":"https://content.openalex.org/works/W4389685251.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W49973284","https://openalex.org/W277886906","https://openalex.org/W1491317234","https://openalex.org/W1501760102","https://openalex.org/W1525647652","https://openalex.org/W1584431645","https://openalex.org/W1601795611","https://openalex.org/W1886563687","https://openalex.org/W1985690171","https://openalex.org/W1990911977","https://openalex.org/W1991564165","https://openalex.org/W2018125225","https://openalex.org/W2019106840","https://openalex.org/W2022851810","https://openalex.org/W2026297770","https://openalex.org/W2033406822","https://openalex.org/W2072610876","https://openalex.org/W2083755464","https://openalex.org/W2092300136","https://openalex.org/W2099419573","https://openalex.org/W2123779036","https://openalex.org/W2130416896","https://openalex.org/W2133079113","https://openalex.org/W2142486130","https://openalex.org/W2143991132","https://openalex.org/W2145873277","https://openalex.org/W2163784380","https://openalex.org/W2166423024","https://openalex.org/W2166515197","https://openalex.org/W2168175751","https://openalex.org/W2244109919","https://openalex.org/W2289463038","https://openalex.org/W2312704740","https://openalex.org/W2338448737","https://openalex.org/W2391561458","https://openalex.org/W2482678392","https://openalex.org/W2489391232","https://openalex.org/W2504526017","https://openalex.org/W2522160606","https://openalex.org/W2523674396","https://openalex.org/W2561696860","https://openalex.org/W2744822502","https://openalex.org/W2782762672","https://openalex.org/W2788388592","https://openalex.org/W2794101494","https://openalex.org/W2884059452","https://openalex.org/W2884584112","https://openalex.org/W2892225536","https://openalex.org/W2896366213","https://openalex.org/W2898888361","https://openalex.org/W2912574334","https://openalex.org/W2922234936","https://openalex.org/W2954010676","https://openalex.org/W3003257820","https://openalex.org/W3006036236","https://openalex.org/W3033649961","https://openalex.org/W3035507081","https://openalex.org/W3083079367","https://openalex.org/W3093556890","https://openalex.org/W3102015031","https://openalex.org/W3134103293","https://openalex.org/W3135019689","https://openalex.org/W3165405739","https://openalex.org/W3177714140","https://openalex.org/W3208097639","https://openalex.org/W4206475632","https://openalex.org/W4211061250","https://openalex.org/W4224314830","https://openalex.org/W4225384853","https://openalex.org/W4225775897","https://openalex.org/W4226183793","https://openalex.org/W4256522330","https://openalex.org/W4283800630","https://openalex.org/W4291213652","https://openalex.org/W4301420317","https://openalex.org/W4307250487","https://openalex.org/W4312692320","https://openalex.org/W6681987720","https://openalex.org/W6785333560"],"related_works":["https://openalex.org/W2021474716","https://openalex.org/W4310517597","https://openalex.org/W3093159647","https://openalex.org/W2076610045","https://openalex.org/W1585236401","https://openalex.org/W2123948869","https://openalex.org/W1966273264","https://openalex.org/W2114015898","https://openalex.org/W2126134866","https://openalex.org/W2251138877"],"abstract_inverted_index":{"Recently,":[0],"machine":[1],"learning":[2,217,228,244,249],"(ML)":[3],"has":[4,13],"become":[5],"a":[6,48,71,80,147,151,155,177,188,255,283,288],"popular":[7],"approach":[8,179,196,281],"to":[9,16,65,77,150,180,194,241,264],"support":[10,242],"self-adaptation.":[11,277],"ML":[12,37,165,190,203],"been":[14],"used":[15],"deal":[17],"with":[18,39,187,214,287],"several":[19],"problems":[20,168],"in":[21,57,160,276],"self-adaptation,":[22],"such":[23,146],"as":[24,197],"maintaining":[25],"an":[26],"up-to-date":[27],"runtime":[28],"model":[29],"under":[30],"uncertainty":[31],"and":[32,208,225,246,250,261],"scalable":[33],"decision-making.":[34],"Yet,":[35],"exploiting":[36],"comes":[38],"inherent":[40],"challenges.":[41],"In":[42,144],"this":[43,173,195,212],"article,":[44],"we":[45,63,175],"focus":[46],"on":[47,84,223],"particularly":[49],"important":[50],"challenge":[51],"for":[52,258,282],"learning-based":[53,184],"self-adaptive":[54,72,185,232],"systems:":[55],"drift":[56,94,110,159,268,289],"adaptation":[58,61,69,91,96,107,123,131,134,142,270,291],"spaces.":[59],"With":[60],"space,":[62],"refer":[64,193],"the":[66,85,90,102,106,114,117,127,141,206,215,227,231,243,248,265,274,280,294],"set":[67,129],"of":[68,89,95,105,116,130,157,230,267,269,285,290],"options":[70,135],"system":[73,118,207,233],"can":[74],"select":[75],"from":[76,99],"adapt":[78],"at":[79],"given":[81],"time":[82],"based":[83,222],"estimated":[86],"quality":[87,103,115],"properties":[88,104],"options.":[92,108],"A":[93,235],"spaces":[97,271,292],"originates":[98],"uncertainties,":[100],"affecting":[101],"Such":[109],"may":[111,119,125,136,238],"imply":[112],"that":[113,138,163,182,272],"deteriorate,":[120],"eventually,":[121],"no":[122],"option":[124],"satisfy":[126],"initial":[128],"goals,":[132],"or":[133],"emerge":[137],"allow":[139],"enhancing":[140],"goals.":[143],"ML,":[145],"shift":[148],"corresponds":[149],"novel":[152,178],"class":[153],"appearance,":[154],"type":[156],"concept":[158],"target":[161],"data":[162],"common":[164],"techniques":[166],"have":[167],"dealing":[169],"with.":[170],"To":[171],"tackle":[172],"problem,":[174],"present":[176,254],"self-adaptation":[181,199,260],"enhances":[183],"systems":[186],"lifelong":[189,198,202,259],"layer.":[191],"We":[192,253,278],".":[200],"The":[201],"layer":[204],"tracks":[205],"its":[209],"environment,":[210],"associates":[211],"knowledge":[213],"current":[216],"tasks,":[218],"identifies":[219],"new":[220],"tasks":[221],"differences,":[224],"updates":[226],"models":[229],"accordingly.":[234],"human":[236],"stakeholder":[237],"be":[239],"involved":[240],"process":[245],"adjust":[247],"goal":[251],"models.":[252],"general":[256],"architecture":[257],"apply":[262],"it":[263],"case":[266],"affects":[273],"decision-making":[275],"validate":[279],"series":[284],"scenarios":[286],"using":[293],"DeltaIoT":[295],"exemplar.":[296]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2023-12-14T00:00:00"}
