{"id":"https://openalex.org/W3167862799","doi":"https://doi.org/10.1007/s00607-021-01017-6","title":"Optimization of heterogeneous systems with AI planning heuristics and machine learning: a performance and energy aware approach","display_name":"Optimization of heterogeneous systems with AI planning heuristics and machine learning: a performance and energy aware approach","publication_year":2021,"publication_date":"2021-10-19","ids":{"openalex":"https://openalex.org/W3167862799","doi":"https://doi.org/10.1007/s00607-021-01017-6","mag":"3167862799"},"language":"en","primary_location":{"id":"doi:10.1007/s00607-021-01017-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00607-021-01017-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00607-021-01017-6.pdf","source":{"id":"https://openalex.org/S35593046","display_name":"Computing","issn_l":"0010-485X","issn":["0010-485X","1436-5057"],"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":"Computing","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00607-021-01017-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066530334","display_name":"Suejb Memeti","orcid":"https://orcid.org/0000-0003-1608-3181"},"institutions":[{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Suejb Memeti","raw_affiliation_strings":["Department of Computer Science, Blekinge Tekniska H\u00f6gskola, 371 79, Karlskrona, Sweden","Blekinge Inst. of Technology"],"raw_orcid":"https://orcid.org/0000-0003-1608-3181","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Blekinge Tekniska H\u00f6gskola, 371 79, Karlskrona, Sweden","institution_ids":["https://openalex.org/I52719799"]},{"raw_affiliation_string":"Blekinge Inst. of Technology","institution_ids":["https://openalex.org/I52719799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021961745","display_name":"Sabri Pllana","orcid":"https://orcid.org/0000-0002-4146-9062"},"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"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Sabri Pllana","raw_affiliation_strings":["Department of Computer Science and Media Technology, Linnaeus University, 351 95, V\u00e4xj\u00f6, Sweden","Linna\u00e9us University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Media Technology, Linnaeus University, 351 95, V\u00e4xj\u00f6, Sweden","institution_ids":["https://openalex.org/I223464139"]},{"raw_affiliation_string":"Linna\u00e9us University","institution_ids":["https://openalex.org/I223464139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5066530334"],"corresponding_institution_ids":["https://openalex.org/I52719799"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07220604,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"103","issue":"12","first_page":"2943","last_page":"2966"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9987000226974487,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/heuristics","display_name":"Heuristics","score":0.8149425983428955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8100721836090088},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.619519829750061},{"id":"https://openalex.org/keywords/host","display_name":"Host (biology)","score":0.5628936886787415},{"id":"https://openalex.org/keywords/xeon","display_name":"Xeon","score":0.5203832387924194},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5162453651428223},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.46940338611602783},{"id":"https://openalex.org/keywords/xeon-phi","display_name":"Xeon Phi","score":0.4320802390575409},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4229849874973297},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34153318405151367},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32807034254074097},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.32598578929901123},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.24873515963554382},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.2343038022518158},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15502673387527466}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8149425983428955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8100721836090088},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.619519829750061},{"id":"https://openalex.org/C126831891","wikidata":"https://www.wikidata.org/wiki/Q221673","display_name":"Host (biology)","level":2,"score":0.5628936886787415},{"id":"https://openalex.org/C145108525","wikidata":"https://www.wikidata.org/wiki/Q656154","display_name":"Xeon","level":2,"score":0.5203832387924194},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5162453651428223},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.46940338611602783},{"id":"https://openalex.org/C96972482","wikidata":"https://www.wikidata.org/wiki/Q1049168","display_name":"Xeon Phi","level":2,"score":0.4320802390575409},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4229849874973297},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34153318405151367},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32807034254074097},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.32598578929901123},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.24873515963554382},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2343038022518158},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15502673387527466},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1007/s00607-021-01017-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00607-021-01017-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00607-021-01017-6.pdf","source":{"id":"https://openalex.org/S35593046","display_name":"Computing","issn_l":"0010-485X","issn":["0010-485X","1436-5057"],"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":"Computing","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2106.01441","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2106.01441","pdf_url":"https://arxiv.org/pdf/2106.01441","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3167862799","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/2106.01441","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:DiVA.org:bth-22220","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:bth-22220","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","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":"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":"doi:10.48550/arxiv.2106.01441","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2106.01441","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s00607-021-01017-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00607-021-01017-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00607-021-01017-6.pdf","source":{"id":"https://openalex.org/S35593046","display_name":"Computing","issn_l":"0010-485X","issn":["0010-485X","1436-5057"],"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":"Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323802","display_name":"Blekinge Tekniska H\u00f6gskola","ror":"https://ror.org/0093a8w51"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3167862799.pdf","grobid_xml":"https://content.openalex.org/works/W3167862799.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W265508032","https://openalex.org/W1488371585","https://openalex.org/W1514264374","https://openalex.org/W1738124305","https://openalex.org/W1795490027","https://openalex.org/W1805440014","https://openalex.org/W1864199185","https://openalex.org/W1949050770","https://openalex.org/W1972392166","https://openalex.org/W1975295152","https://openalex.org/W2024060531","https://openalex.org/W2031553682","https://openalex.org/W2033597569","https://openalex.org/W2066804546","https://openalex.org/W2092703362","https://openalex.org/W2099964107","https://openalex.org/W2101234009","https://openalex.org/W2105331421","https://openalex.org/W2134816084","https://openalex.org/W2136202858","https://openalex.org/W2235136707","https://openalex.org/W2293871383","https://openalex.org/W2466307858","https://openalex.org/W2472048300","https://openalex.org/W2612954225","https://openalex.org/W2629685832","https://openalex.org/W2726362138","https://openalex.org/W2748740248","https://openalex.org/W2762578638","https://openalex.org/W2786013445","https://openalex.org/W2791673912","https://openalex.org/W2889034910","https://openalex.org/W2904713520","https://openalex.org/W2943912161","https://openalex.org/W2963916453","https://openalex.org/W2989312222","https://openalex.org/W3006997840","https://openalex.org/W3011005478","https://openalex.org/W3011820781","https://openalex.org/W3090575287","https://openalex.org/W3098888952","https://openalex.org/W3101543398","https://openalex.org/W3122204424","https://openalex.org/W4239158730","https://openalex.org/W4247398617"],"related_works":["https://openalex.org/W3205091664","https://openalex.org/W2785820621","https://openalex.org/W2560316153","https://openalex.org/W2949262943","https://openalex.org/W3041089513","https://openalex.org/W1523106322","https://openalex.org/W1899116706","https://openalex.org/W2001718517","https://openalex.org/W2605802411","https://openalex.org/W2787719654","https://openalex.org/W2768424695","https://openalex.org/W3165412222","https://openalex.org/W1491612821","https://openalex.org/W3158202559","https://openalex.org/W3176886235","https://openalex.org/W2336670138","https://openalex.org/W2899686470","https://openalex.org/W1495732723","https://openalex.org/W3032678059","https://openalex.org/W3090022958"],"abstract_inverted_index":{"Abstract":[0],"Heterogeneous":[1],"computing":[2],"systems":[3,94],"provide":[4],"high":[5],"performance":[6,35,55,125],"and":[7,24,36,56,82],"energy":[8,37,57],"efficiency.":[9],"However,":[10],"to":[11,59,149],"optimally":[12],"utilize":[13],"such":[14],"systems,":[15],"solutions":[16],"that":[17,40,107],"distribute":[18],"the":[19,83,99,124,150],"work":[20],"across":[21],"host":[22],"CPUs":[23],"accelerating":[25],"devices":[26],"are":[27],"needed.":[28],"In":[29],"this":[30],"paper,":[31],"we":[32],"present":[33],"a":[34,50,61,71,111],"aware":[38],"approach":[39,69,90,109],"combines":[41],"AI":[42],"planning":[43],"heuristics":[44],"for":[45,54,91],"parameter":[46],"space":[47],"exploration":[48],"with":[49,96],"machine":[51,134],"learning":[52,135],"model":[53,136],"evaluation":[58,152],"determine":[60],"near-optimal":[62,72,112],"system":[63,113,130,151],"configuration.":[64],"For":[65],"data-parallel":[66],"applications":[67],"our":[68,89,108,133],"determines":[70],"host-device":[73],"distribution":[74],"of":[75,78,120,129],"work,":[76],"number":[77],"processing":[79],"units":[80],"required":[81],"corresponding":[84],"scheduling":[85],"strategy.":[86],"We":[87],"evaluate":[88],"various":[92],"heterogeneous":[93],"accelerated":[95],"GPU":[97],"or":[98],"Intel":[100],"Xeon":[101],"Phi.":[102],"The":[103],"experimental":[104],"results":[105],"demonstrate":[106],"finds":[110],"configuration":[114],"by":[115,153],"evaluating":[116],"only":[117],"about":[118],"7%":[119],"reasonable":[121],"configurations.":[122],"Furthermore,":[123],"per":[126],"Joule":[127],"estimation":[128],"configurations":[131],"using":[132],"is":[137],"more":[138],"than":[139],"1000":[140],"$$\\times":[141],"$$":[142],"<mml:math":[143],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[144],"<mml:mo>\u00d7</mml:mo>":[145],"</mml:math>":[146],"faster":[147],"compared":[148],"program":[154],"execution.":[155]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}