{"id":"https://openalex.org/W7128813650","doi":"https://doi.org/10.1016/j.future.2026.108428","title":"Real-time AI-powered monitoring for energy-efficient scheduling in multi-node heterogeneous systems","display_name":"Real-time AI-powered monitoring for energy-efficient scheduling in multi-node heterogeneous systems","publication_year":2026,"publication_date":"2026-02-14","ids":{"openalex":"https://openalex.org/W7128813650","doi":"https://doi.org/10.1016/j.future.2026.108428"},"language":"en","primary_location":{"id":"doi:10.1016/j.future.2026.108428","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.future.2026.108428","pdf_url":null,"source":{"id":"https://openalex.org/S186357190","display_name":"Future Generation Computer Systems","issn_l":"0167-739X","issn":["0167-739X","1872-7115"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Generation Computer Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.future.2026.108428","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113093534","display_name":"Taha Abdelazziz Rahmani","orcid":null},"institutions":[{"id":"https://openalex.org/I137407579","display_name":"Universit\u00e9 Oran 1 Ahmed Ben Bella","ror":"https://ror.org/059et2b68","country_code":"DZ","type":"education","lineage":["https://openalex.org/I137407579"]},{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["DZ","IT"],"is_corresponding":true,"raw_author_name":"Taha Abdelazziz Rahmani","raw_affiliation_strings":["Computer Science department, LIO laboratory, University of Oran1, Ahmed Ben Bella, N2A, Es Senia, Oran, 31000, Algeria","Computer Science department, University of Roma Sapienza, 295, Viale Regina Elena, Roma, 00161, Italy"],"raw_orcid":"https://orcid.org/0009-0006-8682-145X","affiliations":[{"raw_affiliation_string":"Computer Science department, LIO laboratory, University of Oran1, Ahmed Ben Bella, N2A, Es Senia, Oran, 31000, Algeria","institution_ids":["https://openalex.org/I137407579"]},{"raw_affiliation_string":"Computer Science department, University of Roma Sapienza, 295, Viale Regina Elena, Roma, 00161, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074365263","display_name":"Ghalem Belalem","orcid":"https://orcid.org/0000-0002-9694-7586"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ghalem Belalem","raw_affiliation_strings":["Computer Science department, University of Roma Sapienza, 295, Viale Regina Elena, Roma, 00161, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9694-7586","affiliations":[{"raw_affiliation_string":"Computer Science department, University of Roma Sapienza, 295, Viale Regina Elena, Roma, 00161, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026980527","display_name":"Sidi Ahmed Mahmoudi","orcid":"https://orcid.org/0000-0002-1530-9524"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]},{"id":"https://openalex.org/I137407579","display_name":"Universit\u00e9 Oran 1 Ahmed Ben Bella","ror":"https://ror.org/059et2b68","country_code":"DZ","type":"education","lineage":["https://openalex.org/I137407579"]}],"countries":["BE","DZ"],"is_corresponding":false,"raw_author_name":"Sidi Ahmed Mahmoudi","raw_affiliation_strings":["Computer Science department, Faculty of Engineering,University of Mons, 9, Rue de Houdain, Mons, 7000, Belgium","Computer Science department, LIO laboratory, University of Oran1, Ahmed Ben Bella, N2A, Es Senia, Oran, 31000, Algeria"],"raw_orcid":"https://orcid.org/0000-0002-1530-9524","affiliations":[{"raw_affiliation_string":"Computer Science department, Faculty of Engineering,University of Mons, 9, Rue de Houdain, Mons, 7000, Belgium","institution_ids":["https://openalex.org/I130929987"]},{"raw_affiliation_string":"Computer Science department, LIO laboratory, University of Oran1, Ahmed Ben Bella, N2A, Es Senia, Oran, 31000, Algeria","institution_ids":["https://openalex.org/I137407579"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125929604","display_name":"Rafik Omar Merad Boudia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Omar Rafik Merad-Boudia","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-5107-2918","affiliations":[]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5113093534"],"corresponding_institution_ids":["https://openalex.org/I137407579","https://openalex.org/I861853513"],"apc_list":{"value":3340,"currency":"USD","value_usd":3340},"apc_paid":{"value":3340,"currency":"USD","value_usd":3340},"fwci":69.2675,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.9963604,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"181","issue":null,"first_page":"108428","last_page":"108428"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.5264000296592712,"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":0.5264000296592712,"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":0.15330000221729279,"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"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.1006999984383583,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.7315000295639038},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6995999813079834},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5552999973297119},{"id":"https://openalex.org/keywords/load-balancing","display_name":"Load balancing (electrical power)","score":0.5239999890327454},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.45899999141693115},{"id":"https://openalex.org/keywords/symmetric-multiprocessor-system","display_name":"Symmetric multiprocessor system","score":0.4366999864578247},{"id":"https://openalex.org/keywords/performance-metric","display_name":"Performance metric","score":0.4007999897003174},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.3894999921321869}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9253000020980835},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.7315000295639038},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6995999813079834},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6995000243186951},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5552999973297119},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.5239999890327454},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.45899999141693115},{"id":"https://openalex.org/C172430144","wikidata":"https://www.wikidata.org/wiki/Q17111997","display_name":"Symmetric multiprocessor system","level":2,"score":0.4366999864578247},{"id":"https://openalex.org/C2780898871","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance metric","level":2,"score":0.4007999897003174},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.3894999921321869},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.36059999465942383},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3553999960422516},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.3515999913215637},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3467000126838684},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.3449000120162964},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.3239000141620636},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.31369999051094055},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.2858000099658966},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.27160000801086426},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C2777480716","wikidata":"https://www.wikidata.org/wiki/Q23582796","display_name":"Resource consumption","level":2,"score":0.2574999928474426},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.future.2026.108428","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.future.2026.108428","pdf_url":null,"source":{"id":"https://openalex.org/S186357190","display_name":"Future Generation Computer Systems","issn_l":"0167-739X","issn":["0167-739X","1872-7115"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Generation Computer Systems","raw_type":"journal-article"},{"id":"pmh:oai:orbi.umons.ac.be:20.500.12907/55665","is_oa":true,"landing_page_url":"https://orbi.umons.ac.be/handle/20.500.12907/55665","pdf_url":null,"source":{"id":"https://openalex.org/S7407055454","display_name":"ORBi UMONS","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":"Future Generation Computer Systems, 181, 108428 (2026-08)","raw_type":"peer reviewed"}],"best_oa_location":{"id":"doi:10.1016/j.future.2026.108428","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.future.2026.108428","pdf_url":null,"source":{"id":"https://openalex.org/S186357190","display_name":"Future Generation Computer Systems","issn_l":"0167-739X","issn":["0167-739X","1872-7115"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Generation Computer Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8950225710868835,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1984222112","https://openalex.org/W2088554613","https://openalex.org/W2104719652","https://openalex.org/W2141257448","https://openalex.org/W2166417226","https://openalex.org/W2514998505","https://openalex.org/W2804815240","https://openalex.org/W2951172528","https://openalex.org/W2997533479","https://openalex.org/W3043202537","https://openalex.org/W3044853528","https://openalex.org/W3114050539","https://openalex.org/W3135401386","https://openalex.org/W3174072910","https://openalex.org/W3182706339","https://openalex.org/W3195968870","https://openalex.org/W3205091664","https://openalex.org/W4282587059","https://openalex.org/W4301398439","https://openalex.org/W4366364984","https://openalex.org/W4390758681","https://openalex.org/W4400983757","https://openalex.org/W4406746261","https://openalex.org/W4408324039"],"related_works":[],"abstract_inverted_index":{"Load":[0],"balancing":[1,70],"is":[2,15],"critical":[3],"for":[4,42,72,105],"maintaining":[5],"computing":[6,20,32],"systems\u2019":[7],"stability":[8],"and":[9,38,53,93,127,200,213],"achieving":[10,166],"optimal":[11],"performance.":[12],"Its":[13],"significance":[14],"widely":[16,175],"recognized":[17],"across":[18,179,204],"different":[19],"fields,":[21],"particularly":[22],"in":[23,216],"the":[24,59,81,110,117,133,147,164],"context":[25],"of":[26,61,154],"heterogeneous":[27,75],"systems.":[28,76],"These":[29],"systems":[30],"comprise":[31],"devices":[33],"with":[34,158,163],"varying":[35],"computational":[36],"capabilities":[37],"architectures,":[39],"each":[40,106],"optimized":[41],"specific":[43],"workloads.":[44,181],"This":[45,64],"heterogeneity":[46],"introduces":[47],"dynamic":[48,102,211],"resource":[49,198],"constraints,":[50],"architectural":[51],"mismatches,":[52],"unpredictable":[54],"task-device":[55],"affinity,":[56],"which":[57],"aggravates":[58],"challenges":[60],"load":[62,69,103,115],"balancing.":[63],"paper":[65],"presents":[66],"an":[67],"AI-driven":[68],"solution":[71],"real-time":[73],"distributed":[74],"Our":[77],"approach":[78,187],"continuously":[79],"monitors":[80],"system":[82],"state,":[83],"capturing":[84],"key":[85],"factors":[86],"that":[87,185],"influence":[88],"performance,":[89],"such":[90],"as":[91],"task":[92],"device":[94,107],"characteristics.":[95],"Leveraging":[96],"AI-based":[97],"models,":[98,162],"it":[99],"computes":[100],"a":[101,123,152],"index":[104],"based":[108],"on":[109],"collected":[111],"data.":[112],"Using":[113],"these":[114],"estimations,":[116],"method":[118,173],"predicts":[119],"potential":[120],"imbalances":[121],"through":[122],"novel":[124],"imbalance":[125],"metric":[126],"proactively":[128],"schedules":[129],"incoming":[130],"applications":[131],"to":[132,210],"most":[134],"suitable":[135],"devices,":[136],"ensuring":[137],"system-wide":[138],"balance.":[139],"To":[140],"validate":[141],"our":[142,172,186],"approach,":[143],"we":[144],"first":[145],"evaluated":[146],"prediction":[148],"models":[149],"by":[150],"comparing":[151],"variety":[153],"machine":[155],"learning":[156,161],"algorithms":[157],"device-specific":[159],"deep":[160],"latter":[165],"superior":[167],"accuracy.":[168],"We":[169],"then":[170],"compared":[171],"against":[174],"used":[176],"scheduling":[177],"techniques":[178],"diverse":[180],"The":[182],"results":[183],"show":[184],"achieves":[188],"more":[189],"balanced":[190],"workload":[191],"distribution,":[192],"faster":[193],"execution,":[194],"higher":[195],"throughput,":[196],"improved":[197],"utilization,":[199],"reduced":[201],"energy":[202],"consumption":[203],"all":[205],"scenarios,":[206],"showcasing":[207],"its":[208,214],"adaptability":[209],"conditions":[212],"applicability":[215],"real-world":[217],"settings.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-02-14T00:00:00"}
