ISSN No:2250-3676 ----- Crossref DOI Prefix: 10.64771
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Scholarly Peer Reviewed and Fully Referred Open Access Multidisciplinary Monthly Research Journal


    MACHINE LEARNING ENABLED ENERGY AWARE LOAD BALANCING FOR GREEN CLOUD INFRASTRUCTURES

    VENKATACHALAPATHY K,Dr. PRADEEP KUMAR SRIVASTAVA,Dr THARINI BENARJI

    Author

    ID: 1625

    DOI: Https://doi.org/10.5281/zenodo.17157119

    Abstract :

    Cloud Computing Has Revolutionized Modern IT Infrastructure By Providing Scalable, Flexible, And On-demand Services. However, The Rapid Growth Of Cloud Data Centers Has Resulted In Substantial Energy Consumption And Environmental Impact, Accounting For Nearly 2% Of Global Greenhouse Gas Emissions (Josephine Nartey, 2025). This Challenge Has Led To The Emergence Of Green Cloud Computing, Which Aims To Enhance Energy Efficiency And Promote Environmental Sustainability Through Intelligent Resource Management And Optimized Workload Scheduling. This Project Focuses On The Design And Optimization Of Energy-aware Load Balancing Techniques To Address Key Trade-offs Among Makespan, Operational Cost, And Carbon Emissions. It Critically Analyzes Existing Load Balancing Algorithms And Highlights Their Limitations In Achieving Multi-objective Optimization. To Overcome These Challenges, The Study Proposes Advanced Distributed Architectures And Hybrid Optimization Techniques. The Proposed Methods Will Be Validated Through Simulations And Real-world Experiments Using Standard Cloud Benchmarks, Aiming To Significantly Improve The Environmental And Operational Performance Of Cloud Computing Environments. Keywords: Green Cloud Computing, Energy Efficiency, Load Balancing, MultiObjective Optimization, Carbon Emissions, Operational Cost, Makespan, Distributed Architectures, Hybrid Optimization, Sustainable IT Infrastructure

    Published:

    19-9-2025

    Issue:

    Vol. 25 No. 9 (2025)


    Page Nos:

    137-149


    Section:

    Articles

    License:

    This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

    How to Cite

    VENKATACHALAPATHY K,Dr. PRADEEP KUMAR SRIVASTAVA,Dr THARINI BENARJI, MACHINE LEARNING ENABLED ENERGY AWARE LOAD BALANCING FOR GREEN CLOUD INFRASTRUCTURES , 2025, International Journal of Engineering Sciences and Advanced Technology, 25(9), Page 137-149, ISSN No: 2250-3676.

    DOI: https://doi.org/10.5281/zenodo.17157119