Articles liés à Cloud Task Scheduling:: Concepts, Algorithms, and Frameworks

Cloud Task Scheduling:: Concepts, Algorithms, and Frameworks - Couverture souple

Kannammal, Prof. N.

 
9786208848057: Cloud Task Scheduling:: Concepts, Algorithms, and Frameworks
Couverture souple
ISBN 10 : 6208848059 ISBN 13 : 9786208848057
Editeur : Scholars' Press, 2025

Synopsis

Cloud task scheduling is the process of assigning computational tasks to cloud resources—like virtual machines or containers—to optimize performance and meet user-defined goals such as minimizing execution time (makespan), reducing costs, and maximizing resource utilization. Given the dynamic, heterogeneous, and large-scale nature of cloud environments, task scheduling is a complex and NP-hard problem.This field has evolved from classical heuristics (e.g., FCFS, Min-Min) to advanced techniques such as metaheuristics (e.g., Genetic Algorithms, PSO, ACO) and AI-driven approaches like reinforcement learning and deep learning. Real-world frameworks like Hadoop YARN, Kubernetes, and CloudSim implement these strategies to manage workloads effectively.Modern cloud scheduling emphasizes multi-objective optimization, balancing trade-offs between speed, cost, energy consumption, and fairness. Emerging trends include edge computing, serverless scheduling, and green computing, positioning task scheduling as a foundational challenge for the future of cloud services.

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Éditeur
Scholars' Press
Date d'édition
2025
Langue
anglais
ISBN 10 
6208848059
ISBN 13 
9786208848057
Reliure
Broché
Nombre de pages
56
Coordonnées du fabricant
non disponible
Personne responsable
non disponible