Optimizing Power Consumption in Cloud Data Centres Using Machine Learning  and Deep Learning Techniques

Sunil Kumar Sahu,Sanjit Kumar Acharya,Sanat Kumar, Dr Gunamani Jena

Optimizing Power Consumption in Cloud Data Centres Using Machine Learning and Deep Learning Techniques

Authors

Sunil Kumar Sahu,Sanjit Kumar Acharya,Sanat Kumar, Dr Gunamani Jena

Keywords:

Cloud, ML, DL,RL

Abstract

This study employs advanced machine learning and optimization techniques to reduce powerconsumption in cloud data centres. Key methods include Isolation Forest for anomaly detection,K-Means for clustering workloads

References

Beloglazov, A., Buyya, R., Lee, Y. C., & Zomaya, A. (2012). Energy-efficient resource allocation algorithms for cloud computing environments. Future Generation Computer Systems, 28(5), 755-768.

Shehabi, A., Smith, S., Masanet, E., & Koomey, J. (2016). Data centre growth in the global information technology sector. Environmental Research Letters, 11(7), 074022.

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Published

2024-12-10

How to Cite

Sunil Kumar Sahu,Sanjit Kumar Acharya,Sanat Kumar, Dr Gunamani Jena. (2024). Optimizing Power Consumption in Cloud Data Centres Using Machine Learning and Deep Learning Techniques . Journal of Computational Analysis and Applications (JoCAAA), 33(08), 4426–4441. Retrieved from https://eudoxuspress.com/index.php/pub/article/view/2853