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Cognitive Analytics and Reinforcement Learning
book

Cognitive Analytics and Reinforcement Learning

by R. Elakkiya, Subramaniyaswamy V.
May 2024
Intermediate to advanced content levelIntermediate to advanced
384 pages
10h 26m
English
Wiley-Scrivener
Content preview from Cognitive Analytics and Reinforcement Learning

10Fuzzy-Based Efficient Resource Allocation and Scheduling in a Computational Distributed Environment

Suguna M.1*, Logesh R.2 and Om Kumar C. U.1

1School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, India

2Centre for Advanced Data Science, Vellore Institute of Technology, Chennai, India

Abstract

The sharing of resources results in better performance at a cheaper cost, making grid and cloud computing an attractive choice for high-performance computing. It enables the cooperative use of a variety of resource allocation distributed virtual machines. The objective is to reduce the cost while achieving maximum resource utilization, minimal reaction time, and a load that is evenly distributed among all the resources used in a grid and cloud. Fault-tolerant scheduling is an essential step to maintain backup overloading that is utilized for independent initiatives to cut costs. Integration, security framework interoperability, and participant trust relationships are the primary issues. It provides the modified fuzzy-logic-based self-adaptive resource allocation and scheduling method. Security requirements are transformed into a fuzzy collection using empirical membership functions. With this strategy, scheduling success rates are higher and performance against resource failures is robust. In cloud computing, a few techniques are already in use for resource allocation. The novel resource allocation technique based on hybrid fuzzy clustering will be ...

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Publisher Resources

ISBN: 9781394214037Purchase Link