[PDF][PDF] Reinforcement Learning for Reducing the Interruptions and Increasing Fault Tolerance in the Cloud Environment. Informatics 2023, 10, 64

P Lahande, P Kaveri, J Saini - 2023 - academia.edu
Cloud computing delivers robust computational services by processing tasks on its virtual
machines (VMs) using resource-scheduling algorithms. The cloud's existing algorithms …

[HTML][HTML] Reinforcement Learning for Reducing the Interruptions and Increasing Fault Tolerance in the Cloud Environment

P Lahande, P Kaveri, J Saini - Informatics, 2023 - mdpi.com
Cloud computing delivers robust computational services by processing tasks on its virtual
machines (VMs) using resource-scheduling algorithms. The cloud's existing algorithms …

Reinforcement Learning Algorithms for Effective Resource Management in Cloud Computing

PV Lahande, PR Kaveri - International Conference on Soft Computing and …, 2022 - Springer
Cloud has gained enormous significance today due to its computing abilities and service-
oriented paradigm. The end-users opt for the cloud to execute their tasks rather than on their …

Fault Tolerance using Reinforcement Learning for Cloud Resource Management: Fault Tolerance using RL for Cloud Resource Management

PV Lahande, P Kaveri - Proceedings of the 2023 Fifteenth International …, 2023 - dl.acm.org
The cloud environment has become an essential platform due to its computing abilities and
is being used in various fields and sectors all around the globe. Users from all over the …

[HTML][HTML] A Novel Fault-Tolerant Aware Task Scheduler Using Deep Reinforcement Learning in Cloud Computing

M Shiva Rama Krishna, S Mangalampalli - Applied Sciences, 2023 - mdpi.com
Task scheduling poses a wide variety of challenges in the cloud computing paradigm, as
heterogeneous tasks from a variety of resources come onto cloud platforms. The most …

[HTML][HTML] Task scheduling mechanism based on reinforcement learning in cloud computing

Y Wang, S Dong, W Fan - Mathematics, 2023 - mdpi.com
The explosive growth of users and applications in IoT environments has promoted the
development of cloud computing. In the cloud computing environment, task scheduling plays …

Implementing FCFS and SJF for finding the need of Reinforcement Learning in Cloud Environment

P Lahande, P Kaveri - ITM Web of Conferences, 2022 - itm-conferences.org
Cloud has grown significantly and has become a popular serviceoriented paradigm offering
users a variety of services. The end-user submits requests to the cloud in the form of tasks …

Reinforcement Learning Approach for Optimizing Cloud Resource Utilization With Load Balancing

PV Lahande, PR Kaveri, JR Saini, K Kotecha… - IEEE …, 2023 - ieeexplore.ieee.org
Cloud computing is a technology that enables the delivery of various computing services
over the Internet. The Resource Scheduling (RS) and Load Balancing (LB) mechanisms are …

A reinforcement learning-based mixed job scheduler scheme for grid or IaaS cloud

D Cui, Z Peng, J Xiong, B Xu… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Job scheduling is a necessary prerequisite for performance optimization and resource
management in the cloud computing system. Focusing on accurate scaled cloud computing …

A Deep Reinforcement Learning Framework for Task Scheduling for Leveraging Energy Efficiency in Cloud Computing

I Khan, SS Ahmad, S Neeha, AH Syed… - … on Emerging Trends …, 2023 - atlantis-press.com
Cloud computing and its popularity has resulted in increased usage of cloud in real world
applications. Thus there is unprecedented growth in user base and their tasks. In this …