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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

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  Published Paper Details:

  Paper Title

An Experimental Algorithmic result of Cloud Computing for Resource Optimization Based On Virtual Machines

  Authors

  Ms. Rachna Pandey1,  Prof.(Dr.) R.K.Bathla

  Keywords

ACO, PSO, Autonomous agent-based load balancing algorithm (A2LB)

  Abstract


In this paper, presentation of different static & stochastic meta-heuristic algorithms is compared with the proposed algorithm. Static algorithms are easy to implement but they fail to provide even acceptable solutions. Ant based algorithms are very popular for task scheduling related problems in cloud computing. Autonomous agent-based load balancing algorithm (A2LB) is a dynamic agent based resource scheduling algorithm that provides scalability and reliability by offering better resource utilization, and minimum response time, but it results in high degree of migration. Particle Swarm Optimization (PSO) is a swarm- based meta-heuristic algorithm influenced by the social behaviour of animals such as bird or fish. PSO has fewer primitive mathematical operators than other metaheuristic algorithms which results in lesser convergence time and is applied to continuous value problems. Ant Colony Optimization (ACO) is also a swarm based meta-heuristic algorithm inspired by the behaviour of real ants looking for the shortest path between their colonies and a source of food. Ant Colony Optimization algorithm is suited for solving discrete problems and can be used in solving the cloud computing resource management and job scheduling. Algorithm proposed in thesis tries to overcome the limitations of ACO & PSO.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2408410

  Paper ID - 267687

  Page Number(s) - d819-d844

  Pubished in - Volume 12 | Issue 8 | August 2024

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Ms. Rachna Pandey1,  Prof.(Dr.) R.K.Bathla,   "An Experimental Algorithmic result of Cloud Computing for Resource Optimization Based On Virtual Machines", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 8, pp.d819-d844, August 2024, Available at :http://www.ijcrt.org/papers/IJCRT2408410.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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