{"id":"https://openalex.org/W4412718733","doi":"https://doi.org/10.1109/access.2025.3592211","title":"GLOPS: A Hybrid Approach for Enhanced Scheduling in Cloud Computing Environments via Machine Learning-Based Process Prediction","display_name":"GLOPS: A Hybrid Approach for Enhanced Scheduling in Cloud Computing Environments via Machine Learning-Based Process Prediction","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412718733","doi":"https://doi.org/10.1109/access.2025.3592211"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3592211","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3592211","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3592211","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094015944","display_name":"Syed Abu Ammar Muhammad Zarif","orcid":null},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Syed Abu Ammar Muhammad Zarif","raw_affiliation_strings":["Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-2417-8289","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119100929","display_name":"Layla Kader Suma","orcid":null},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Layla Kader Suma","raw_affiliation_strings":["Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103279518","display_name":"Md. Siddiqur Rahman","orcid":"https://orcid.org/0000-0001-6879-8416"},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Sadat Rahman","raw_affiliation_strings":["Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065507864","display_name":"Md. Motaharul Islam","orcid":"https://orcid.org/0000-0002-8030-3225"},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Motaharul Islam","raw_affiliation_strings":["Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-8030-3225","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113273614","display_name":"Phuoc Hung Pham","orcid":null},"institutions":[{"id":"https://openalex.org/I196272386","display_name":"Providence College","ror":"https://ror.org/00rxpqe74","country_code":"US","type":"education","lineage":["https://openalex.org/I196272386"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phuoc Hung Pham","raw_affiliation_strings":["Department of Mathematics and Computer Science, Providence College, Providence, RI, USA","Department of Mathematics and Computer Science, Providence College, USA"],"raw_orcid":"https://orcid.org/0009-0005-3501-6226","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Providence College, Providence, RI, USA","institution_ids":["https://openalex.org/I196272386"]},{"raw_affiliation_string":"Department of Mathematics and Computer Science, Providence College, USA","institution_ids":["https://openalex.org/I196272386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077799611","display_name":"Phong Dung Thi Nguyen","orcid":"https://orcid.org/0009-0005-2727-2035"},"institutions":[{"id":"https://openalex.org/I3020192730","display_name":"Tr\u01b0\u1eddng \u0110H Nguy\u1ec5n T\u1ea5t Th\u00e0nh","ror":"https://ror.org/04r9s1v23","country_code":"VN","type":"education","lineage":["https://openalex.org/I3020192730"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phong Dung Thi Nguyen","raw_affiliation_strings":["Faculty of Information Technology, Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam","Faculty of Information Technology, Nguyen Tat Thanh University, Vietnam"],"raw_orcid":"https://orcid.org/0009-0005-2727-2035","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I3020192730"]},{"raw_affiliation_string":"Faculty of Information Technology, Nguyen Tat Thanh University, Vietnam","institution_ids":["https://openalex.org/I3020192730"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100635560","display_name":"Nguy\u1ec5n Thanh B\u00ecnh","orcid":"https://orcid.org/0000-0003-0136-874X"},"institutions":[{"id":"https://openalex.org/I4210096295","display_name":"University of Finance - Marketing","ror":"https://ror.org/00ycry713","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210096295"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Thanh Binh","raw_affiliation_strings":["Faculty of Data Science, University of Finance-Marketing, Ho Chi Minh City, Vietnam","Faculty of Data Science, University of Finance &#x2013; Marketing, Hochiminh, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Data Science, University of Finance-Marketing, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I4210096295"]},{"raw_affiliation_string":"Faculty of Data Science, University of Finance &#x2013; Marketing, Hochiminh, Vietnam","institution_ids":["https://openalex.org/I4210096295"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":7.0768,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9677625,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"134385","last_page":"134402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9912999868392944,"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":0.9912999868392944,"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9646999835968018,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8422821760177612},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7801939249038696},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5174820423126221},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4716467261314392},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4691421389579773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41597092151641846},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35800403356552124},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.22687748074531555},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.05693027377128601}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8422821760177612},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7801939249038696},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5174820423126221},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4716467261314392},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4691421389579773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41597092151641846},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35800403356552124},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.22687748074531555},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.05693027377128601},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3592211","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3592211","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d573186248d94b8f8367827287802b6c","is_oa":true,"landing_page_url":"https://doaj.org/article/d573186248d94b8f8367827287802b6c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 134385-134402 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3592211","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3592211","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W2005251796","https://openalex.org/W2012627682","https://openalex.org/W2060192389","https://openalex.org/W2099197225","https://openalex.org/W2106098710","https://openalex.org/W2115743854","https://openalex.org/W2119438912","https://openalex.org/W2143039774","https://openalex.org/W2147210569","https://openalex.org/W2334760274","https://openalex.org/W2476849799","https://openalex.org/W2506076606","https://openalex.org/W2506822277","https://openalex.org/W2560135317","https://openalex.org/W2586914141","https://openalex.org/W2608354815","https://openalex.org/W2693539513","https://openalex.org/W2754190870","https://openalex.org/W2760934574","https://openalex.org/W2766489974","https://openalex.org/W2782968911","https://openalex.org/W2783992985","https://openalex.org/W2791512297","https://openalex.org/W2792432920","https://openalex.org/W2794554715","https://openalex.org/W2799520032","https://openalex.org/W2807779271","https://openalex.org/W2809539044","https://openalex.org/W2906684872","https://openalex.org/W2913418121","https://openalex.org/W2913730607","https://openalex.org/W2915062141","https://openalex.org/W2925322807","https://openalex.org/W2931546672","https://openalex.org/W2936341445","https://openalex.org/W2946359423","https://openalex.org/W2951127451","https://openalex.org/W2964958129","https://openalex.org/W2976093617","https://openalex.org/W2982206554","https://openalex.org/W2987695188","https://openalex.org/W2990637432","https://openalex.org/W3000627755","https://openalex.org/W3000688900","https://openalex.org/W3025035827","https://openalex.org/W3025899234","https://openalex.org/W3037590577","https://openalex.org/W3042799967","https://openalex.org/W3089344842","https://openalex.org/W3122183613","https://openalex.org/W3123657449","https://openalex.org/W3133897986","https://openalex.org/W3156845058","https://openalex.org/W3157774215","https://openalex.org/W3184490324","https://openalex.org/W4210298736","https://openalex.org/W4245554706","https://openalex.org/W4318014829","https://openalex.org/W4386519031","https://openalex.org/W4387010587","https://openalex.org/W4389163001","https://openalex.org/W4389924502","https://openalex.org/W4410344504","https://openalex.org/W6762879059"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W4413232173","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102"],"abstract_inverted_index":{"Cloud":[0],"computing":[1,7],"enables":[2],"on-demand":[3],"access":[4],"to":[5,20,34,47,68,81,217,225],"scalable":[6],"resources,":[8],"fostering":[9],"agility":[10],"and":[11,24,39,98,116,138,153,168,205],"cost-effectiveness.":[12],"However,":[13,121],"effective":[14],"resource":[15,40],"allocation":[16],"strategies":[17],"are":[18],"crucial":[19],"ensuring":[21],"optimal":[22],"utilization":[23],"meet":[25],"dynamic":[26,43],"workload":[27],"demands.":[28],"Traditional":[29],"heuristic":[30],"approaches":[31,214],"often":[32],"lead":[33],"suboptimal":[35],"decisions,":[36],"performance":[37,77,157,180],"degradation,":[38],"wastage":[41],"in":[42,74,102,184,199],"cloud":[44],"environments":[45],"due":[46],"multifarious":[48],"shortcomings.":[49],"Furthermore,":[50],"the":[51,103,133,159,169,174,193,200,209,212],"need":[52],"for":[53],"a":[54,88,109,196],"robust":[55],"process":[56,96,104,110,203],"prediction":[57,97,111,204],"method":[58,175,194],"is":[59,131],"crucial,":[60],"as":[61,195],"doing":[62],"so":[63],"would":[64,124],"make":[65],"it":[66],"possible":[67],"schedule":[69],"said":[70],"processes":[71],"before":[72],"arrival,":[73],"turn":[75,220],"increasing":[76],"metrics.":[78],"In":[79],"order":[80],"mitigate":[82],"these":[83],"challenges,":[84],"this":[85],"research":[86,107],"proposes":[87,136],"comprehensive":[89],"strategy":[90],"that":[91],"incorporates":[92],"machine":[93],"learning":[94],"based":[95],"metaheuristic":[99,146],"optimization":[100],"techniques":[101],"scheduling.":[105],"The":[106,156,189],"includes":[108],"pipeline,":[112],"employing":[113,149],"Linear":[114],"Regression":[115],"Long":[117],"Short":[118],"Term":[119],"Memory.":[120],"early":[122],"predictions":[123],"seem":[125],"futile":[126],"without":[127],"efficient":[128,206],"scheduling,":[129,207],"which":[130],"why":[132],"article":[134],"further":[135],"Global":[137],"Local":[139],"Optimized":[140],"Preemptive":[141],"Scheduling":[142],"(GLOPS),":[143],"an":[144],"enhanced":[145],"scheduling":[147],"algorithm":[148],"Particle":[150],"Swarm":[151],"Optimization":[152],"Simulated":[154],"Annealing.":[155],"of":[158,186,202],"proposed":[160,190],"work":[161],"has":[162],"been":[163],"evaluated":[164],"on":[165],"relevant":[166],"data,":[167],"results":[170],"demonstrate":[171],"how":[172],"well":[173],"performs,":[176],"considerably":[177],"enhancing":[178],"system":[179],"above":[181],"conventional":[182],"heuristics":[183],"terms":[185],"assessment":[187],"criteria.":[188],"approach":[191],"positions":[192],"competent":[197],"solution":[198],"field":[201],"all":[208],"while":[210],"outperforming":[211],"existing":[213],"by":[215,223],"managing":[216],"reduce":[218],"overall":[219],"around":[221],"time":[222],"up":[224],"48.79%.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
