AI-Driven Storage Optimization in Multi-Tenant Cloud Environments
Keywords:
Artificial Intelligence, cloud storage, multi-tenant environmentsAbstract
This research paper aims to investigate the role of Artificial Intelligence (AI) in optimising storage in multi-tenant cloud environment and pointing out inefficiencies that contribute to raise infrastructure cost. Suboptimal data tiering, excessive data duplication, and poorly managed cache are some of the cloud inefficiencies which have major financial and operational implications. Intelligent data tiering, dynamic caching mechanisms, and advanced data deduplication Are some of the ai powered storage optimization techniques are explored as solution to the above-mentioned challenges.
Downloads
References
X. Zhang, D. Li, and Z. Wu, "AI-based storage optimization in cloud environments: A
survey," Journal of Cloud Computing, vol. 11, no. 1, pp. 25-44, Jan. 2023.
Singu, Santosh Kumar. "Real-Time Data Integration: Tools, Techniques, and Best
Practices." ESP Journal of Engineering & Technology Advancements 1.1 (2021):
-172.
Singu, Santosh Kumar. "ETL Process Automation: Tools and Techniques." ESP
Journal of Engineering & Technology Advancements 2.1 (2022): 74-85.
M. Gupta, S. K. Gupta, and A. Sharma, "Machine learning algorithms for cloud
storage optimization," International Journal of Cloud Computing and Services
Science, vol. 8, no. 2, pp. 120-130, Mar. 2022.
H. Liao, Y. Xie, and R. Kumar, "AI-driven data deduplication for cloud storage
systems," Cloud Computing Research, vol. 5, no. 4, pp. 71-84, Dec. 2022.
J. Park, M. Lee, and H. Kim, "Predictive caching for cloud storage optimization using
deep learning," International Journal of Distributed and Parallel Systems, vol. 13, no.
, pp. 19-27, Feb. 2021
L. Wang, C. Zhang, and Y. Zeng, "Federated learning for cloud storage systems: A
novel approach for data privacy and efficiency," Journal of Artificial Intelligence
Research, vol. 18, pp. 56-69, Jun. 2022.
X. Chen, B. Liu, and Q. Zhang, "AI-based intelligent caching mechanisms for
optimizing cloud storage systems," Journal of Cloud and Network Security, vol. 7, no.
, pp. 85-100, May 2021.
S. T. Dung, "Dynamic cloud storage optimization using machine learning algorithms,"
Cloud Computing Technology and Applications, vol. 9, no. 1, pp. 32-48, Apr. 2021.
D. Martin, "AI-based hybrid cloud models for efficient storage optimization," Cloud
Systems Engineering, vol. 20, no. 4, pp. 102-115, Oct. 2022.
H. Lee, S. Kim, and D. Choi, "A review on data deduplication techniques and
machine learning applications in cloud storage," Computational Intelligence and AI in
Cloud Computing, vol. 4, pp. 121-137, Nov. 2020.
M. Zhao, "Scalable AI solutions for cloud storage optimization," IEEE Transactions on
Cloud Computing, vol. 10, no. 2, pp. 157-165, Mar. 2023.
K. Yang, L. Li, and Z. Zhang, "AI-powered data management systems in multi-tenant
environments," Cloud Computing Journal, vol. 11, no. 5, pp. 234-249, Sept. 2021.
R. Singh, A. Kumar, and S. Singh, "Reinforcement learning for storage resource
optimization in cloud systems," IEEE Access, vol. 7, pp. 12345-12356, Jul. 2020.
Y. Liu, J. Zhang, and X. Zhao, "AI-driven dynamic storage allocation for cloud storage
systems," International Journal of Cloud and Grid Computing, vol. 14, no. 1, pp. 65-
, Jan. 2021.
P. Arora and M. Bansal, "Machine learning approaches for cloud storage
management," Journal of Network and Computer Applications, vol. 74, pp. 124-139,
Nov. 2020.
A. Kumar, R. Gupta, and P. S. Meena, "AI-based multi-tenant cloud storage
optimization techniques," International Journal of Cloud Applications and Computing,
vol. 12, no. 3, pp. 45-59, Aug. 2021.
C. Zhou, Z. Chen, and T. Zhang, "Optimizing cloud storage using deep reinforcement
learning," IEEE Transactions on Network and Service Management, vol. 17, no. 4,
pp. 1932-1945, Dec. 2020.
S. B. Patel, R. B. Bhattacharya, and J. T. Patel, "Data privacy in AI-driven cloud
storage optimization systems," International Journal of Cyber Security and Digital
Forensics, vol. 6, no. 2, pp. 108-118, May 2022.
P. Gupta, S. Mehta, and A. Chopra, "AI-enhanced storage optimization in cloud
environments," Future Computing and Informatics Journal, vol. 5, no. 3, pp. 204-213,
Sep. 2021.
K. Xu, Q. Wu, and Y. Chen, "Federated learning for secure and scalable cloud
storage management," IEEE Transactions on Cloud Computing, vol. 10, no. 5, pp.
-2398, Oct. 2022.
J. Singh, A. S. Mahajan, and S. P. Sharma, "Efficient AI-based storage tiering in
multi-tenant cloud environments," Journal of Cloud Storage and Data Management,
vol. 15, no. 6, pp. 154-169, Mar. 2023.
