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The Jaguar Algorithm is utilized for load balancing and Improved Reptile Search Optimization is employed for task scheduling, which improves the resource utilization and reduction in wastage. The proposed JA-IRSO model has superior performance for load balancing, task scheduling mechanism, and robust and consistent task execution in Cloud Computing. The proposed JA-IRSO model attains an average execution time of 16[Formula: see text]s, a makespan of 45[Formula: see text]s, 70% of CPU utilization memory usage and 99% of average throughput for minor operations. These results showcase the proposed model performance that can manage medium-size workloads while ensuring higher reliability and efficient resource allocation. Overall, the proposed JA-IRSO model has the potential to address the complex challenges and enhance efficiency, reliability and user satisfaction. <\/jats:p>","DOI":"10.1142\/s0218126625502482","type":"journal-article","created":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T09:16:23Z","timestamp":1740129383000},"source":"Crossref","is-referenced-by-count":1,"title":["A Performance Analysis on Load Balancing in Cloud Computing with Hybrid Approach"],"prefix":"10.1142","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7563-3465","authenticated-orcid":false,"given":"V.","family":"Arulkumar","sequence":"first","affiliation":[{"name":"Department of Information Technology, Easwari Engineering College, Ramapuram, Chennai, Tamilnadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5723-5092","authenticated-orcid":false,"given":"R.","family":"Lathamanju","sequence":"additional","affiliation":[{"name":"ECE Department, SRM Institute of Science and Technology, Ramapuram, 600089, Chennai, TamilNadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0578-193X","authenticated-orcid":false,"given":"K.","family":"Durga Devi","sequence":"additional","affiliation":[{"name":"ECE Department, SRM Institute of Science and Technology, Ramapuram, 600089, Chennai, TamilNadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9957-8598","authenticated-orcid":false,"given":"A.","family":"Raja","sequence":"additional","affiliation":[{"name":"Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2025,5,28]]},"reference":[{"key":"S0218126625502482BIB001","doi-asserted-by":"publisher","DOI":"10.3390\/electronics10212718"},{"key":"S0218126625502482BIB002","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2017.08.020"},{"key":"S0218126625502482BIB003","doi-asserted-by":"publisher","DOI":"10.1145\/3281010"},{"key":"S0218126625502482BIB004","doi-asserted-by":"publisher","DOI":"10.1186\/s13677-019-0146-7"},{"key":"S0218126625502482BIB005","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2944420"},{"key":"S0218126625502482BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2018.01.003"},{"key":"S0218126625502482BIB007","doi-asserted-by":"publisher","DOI":"10.5815\/ijmecs.2016.03.08"},{"key":"S0218126625502482BIB008","doi-asserted-by":"publisher","DOI":"10.17762\/turcomat.v12i2.2350"},{"key":"S0218126625502482BIB009","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2021.02.007"},{"key":"S0218126625502482BIB010","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2017.04.007"},{"key":"S0218126625502482BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2019.106860"},{"key":"S0218126625502482BIB012","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3065308"},{"key":"S0218126625502482BIB013","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2020.10.016"},{"key":"S0218126625502482BIB014","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/3365392"},{"key":"S0218126625502482BIB015","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.04.070"},{"key":"S0218126625502482BIB016","doi-asserted-by":"publisher","DOI":"10.4018\/IJITWE.295964"},{"key":"S0218126625502482BIB017","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-017-1056-4"},{"key":"S0218126625502482BIB018","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2020.03.022"},{"key":"S0218126625502482BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2020.01.012"},{"key":"S0218126625502482BIB020","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-021-03810-8"},{"key":"S0218126625502482BIB021","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2022.103128"},{"key":"S0218126625502482BIB022","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-019-01448-x"},{"key":"S0218126625502482BIB023","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2021.12.003"},{"key":"S0218126625502482BIB024","doi-asserted-by":"publisher","DOI":"10.3390\/su141911982"},{"key":"S0218126625502482BIB025","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-18176-1"},{"key":"S0218126625502482BIB026","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-023-09281-8"},{"key":"S0218126625502482BIB027","first-page":"1646","volume":"13","author":"Komala C. 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