Resource allocation optimization in cloud computing using the whale optimization algorithm
عنوان مقاله: Resource allocation optimization in cloud computing using the whale optimization algorithm
شناسه ملی مقاله: JR_IJNAA-12-0_027
منتشر شده در در سال 1400
شناسه ملی مقاله: JR_IJNAA-12-0_027
منتشر شده در در سال 1400
مشخصات نویسندگان مقاله:
- - - Deportment of Computer Islamic Azad University Neyshabur Branch, Neyshabur, Iran
- - - Iran University of Science and Technology, Tehran, Iran
- - - Deportment of Computer Engineering, Mashhad Branch, Islamic Azad University Mashhad, Iran
- - - Deportment of Computer Islamic Azad University Neyshabur Branch, Neyshabur, Iran
خلاصه مقاله:
- - - Deportment of Computer Islamic Azad University Neyshabur Branch, Neyshabur, Iran
- - - Iran University of Science and Technology, Tehran, Iran
- - - Deportment of Computer Engineering, Mashhad Branch, Islamic Azad University Mashhad, Iran
- - - Deportment of Computer Islamic Azad University Neyshabur Branch, Neyshabur, Iran
Cloud computing is a massively distributed system in which existing resources interact with user-requested tasks to meet their requests. In such a system, the problem of optimizing Resource Allocation and Scheduling (RAS) is vital, because recourse allocation and scheduling deals with the mapping between recourses and user requests and also is responsible for optimal allocating of tasks to available resources. In the cloud environment, a user may face hundreds of computational resources to do his work. Therefore, manually recourse allocation and scheduling are impossible, and having a schedule between user requests and available recourses seems logical. In this paper, we used Whale Optimization Algorithm (WOA) to solve resource allocation and task scheduling problem in cloud computing to have optimal resource allocation and reduce the total runtime of requested services by users. The proposed algorithm is compared with the other existed algorithms. Results indicate the proper performance of the proposed algorithm than other ones.
کلمات کلیدی: cloud computing, Makespan, Task, Resource, whale optimization algorithm
صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/1561407/