{"id":"https://openalex.org/W4406417391","doi":"https://doi.org/10.1109/ic3i61595.2024.10829055","title":"Optimizing Real-time Task Scheduling in Cloud-based AI Systems using Genetic Algorithms","display_name":"Optimizing Real-time Task Scheduling in Cloud-based AI Systems using Genetic Algorithms","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4406417391","doi":"https://doi.org/10.1109/ic3i61595.2024.10829055"},"language":"en","primary_location":{"id":"doi:10.1109/ic3i61595.2024.10829055","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829055","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027402322","display_name":"Abdul Sajid Mohammed","orcid":"https://orcid.org/0009-0005-3703-4225"},"institutions":[{"id":"https://openalex.org/I276309446","display_name":"University of the Cumberlands","ror":"https://ror.org/05jz3sn81","country_code":"US","type":"education","lineage":["https://openalex.org/I276309446"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Abdul Sajid Mohammed","raw_affiliation_strings":["University of the Cumberlands,Department of School of Computer and Information Sciences,Kentucky,USA"],"affiliations":[{"raw_affiliation_string":"University of the Cumberlands,Department of School of Computer and Information Sciences,Kentucky,USA","institution_ids":["https://openalex.org/I276309446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093745362","display_name":"Vinay Mallikarjunaradhya","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115483","display_name":"Thomson Reuters (Canada)","ror":"https://ror.org/01r4zz038","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210115483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Vinay Mallikarjunaradhya","raw_affiliation_strings":["Legal Tech Platform Thomson Reuters,Toronto,Canada"],"affiliations":[{"raw_affiliation_string":"Legal Tech Platform Thomson Reuters,Toronto,Canada","institution_ids":["https://openalex.org/I4210115483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114443955","display_name":"Madhusudhan Dasari Sreeramulu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149506","display_name":"American Express (United States)","ror":"https://ror.org/05rckx884","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149506"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madhusudhan Dasari Sreeramulu","raw_affiliation_strings":["American Express,Department of Cyber Security,USA"],"affiliations":[{"raw_affiliation_string":"American Express,Department of Cyber Security,USA","institution_ids":["https://openalex.org/I4210149506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115894447","display_name":"Nagesh Boddapati","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nagesh Boddapati","raw_affiliation_strings":["Microsoft,Department of Computer Science,Charlotte,NC,USA"],"affiliations":[{"raw_affiliation_string":"Microsoft,Department of Computer Science,Charlotte,NC,USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090216675","display_name":"Nasmin Jiwani","orcid":"https://orcid.org/0000-0002-7360-0264"},"institutions":[{"id":"https://openalex.org/I276309446","display_name":"University of the Cumberlands","ror":"https://ror.org/05jz3sn81","country_code":"US","type":"education","lineage":["https://openalex.org/I276309446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nasmin Jiwani","raw_affiliation_strings":["University of The Cumberlands,Department of Information Technology,Williamsburg,KY,USA"],"affiliations":[{"raw_affiliation_string":"University of The Cumberlands,Department of Information Technology,Williamsburg,KY,USA","institution_ids":["https://openalex.org/I276309446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051146250","display_name":"Yuvaraj Natarajan","orcid":"https://orcid.org/0000-0002-0422-8374"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuvaraj Natarajan","raw_affiliation_strings":["Sri Shakthi Institute of Engineering and Technology,Department of Computer Science Engineering,Coimbatore,Tamil Nadu,India"],"affiliations":[{"raw_affiliation_string":"Sri Shakthi Institute of Engineering and Technology,Department of Computer Science Engineering,Coimbatore,Tamil Nadu,India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027402322"],"corresponding_institution_ids":["https://openalex.org/I276309446"],"apc_list":null,"apc_paid":null,"fwci":11.103,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.98368696,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1649","last_page":"1653"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9987000226974487,"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"}},"topics":[{"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.993399977684021,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9847000241279602,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8088969588279724},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5575491189956665},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.48558539152145386},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4372764229774475},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4278542399406433},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4204683005809784},{"id":"https://openalex.org/keywords/processor-scheduling","display_name":"Processor scheduling","score":0.41865745186805725},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3416503071784973},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32930266857147217},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2020949423313141},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.1576521098613739},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09577551484107971},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07115602493286133},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0535031259059906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8088969588279724},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5575491189956665},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.48558539152145386},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4372764229774475},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4278542399406433},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4204683005809784},{"id":"https://openalex.org/C2984822820","wikidata":"https://www.wikidata.org/wiki/Q1123036","display_name":"Processor scheduling","level":3,"score":0.41865745186805725},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3416503071784973},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32930266857147217},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2020949423313141},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1576521098613739},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09577551484107971},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07115602493286133},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0535031259059906},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3i61595.2024.10829055","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829055","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W4362678547","https://openalex.org/W4381054366","https://openalex.org/W4381950165","https://openalex.org/W4388264069","https://openalex.org/W4389522234","https://openalex.org/W4392303200","https://openalex.org/W4393067980","https://openalex.org/W4393105555","https://openalex.org/W4396528786","https://openalex.org/W4396710687","https://openalex.org/W4399074950","https://openalex.org/W4399175514","https://openalex.org/W4399321982","https://openalex.org/W4399940052"],"related_works":["https://openalex.org/W2128410848","https://openalex.org/W2118368532","https://openalex.org/W2102390841","https://openalex.org/W3047653192","https://openalex.org/W2096289371","https://openalex.org/W2126232624","https://openalex.org/W2434525066","https://openalex.org/W3140149227","https://openalex.org/W2946406471","https://openalex.org/W2130555437"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"(AI)":[2],"has":[3],"also":[4],"started":[5],"to":[6,29,39,57,124,155,165],"be":[7,40,75],"regularly":[8],"introduced":[9],"in":[10,32,66,82,114],"cloud-based":[11],"systems":[12,28],"as":[13],"it":[14],"can":[15],"help":[16],"improve":[17],"performance":[18,167],"and":[19,35,43,98,141,168],"skyrocket":[20],"efficiency.":[21],"It":[22,151],"is":[23,139],"a":[24,61,121,126],"challenge":[25],"for":[26,77,107,160],"such":[27],"schedule":[30],"tasks":[31],"real":[33],"time,":[34],"computing":[36],"sources":[37],"need":[38],"allocated":[41],"promptly":[42],"efficiently.":[44],"The":[45,117],"current":[46,162],"scheduling":[47,80,113,119],"mechanisms":[48],"being":[49],"relatively":[50],"static":[51],"under":[52],"varying":[53],"system":[54,154],"conditions":[55],"leads":[56],"inefficient":[58],"allocation":[59],"with":[60],"slight":[62],"(to":[63],"severe)":[64],"degradation":[65],"performance.":[67],"This":[68],"project":[69],"suggests":[70],"that":[71],"Genetic":[72],"Algorithms":[73],"(GA)":[74],"employed":[76],"real-time":[78],"task":[79,112],"optimization":[81,91],"AI":[83],"services":[84],"on":[85,94],"the":[86,101,136,153],"cloud.":[87],"GAs":[88],"are":[89],"robust":[90],"methods":[92],"based":[93],"fundamental":[95],"natural":[96],"selection":[97],"survival":[99],"of":[100,128],"fittest":[102,137],"principles,":[103],"thus":[104],"well":[105],"suited":[106],"solving":[108],"complex":[109],"issues":[110],"like":[111,146],"dynamic":[115],"environments.":[116],"LC":[118],"uses":[120],"GA-based":[122],"approach":[123],"form":[125],"group":[127],"shuttle":[129],"schedules":[130],"(candidate":[131],"emergency":[132],"transportation":[133],"solution)":[134],"where":[135],"one":[138],"selected":[140],"executed":[142],"using":[143],"genetic":[144],"operators":[145],"selection,":[147],"crossover,":[148],"mutation,":[149],"etc.":[150],"allows":[152],"adjust":[156],"resources":[157],"more":[158],"effectively":[159],"its":[161],"state,":[163],"leading":[164],"better":[166],"scalability.":[169]},"counts_by_year":[{"year":2025,"cited_by_count":14}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}