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VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
Vasileios Thanasias1, Choonhwa Lee1, Muhammad Hanif1
1Division of Computer Science and Engineering, Hanyang University, Seoul, Republic of Korea.
This study introduces new algorithms for cloud computing task scheduling and resource provisioning in Infrastructure-as-a-Service (IaaS) environments. The methods efficiently utilize budgets, significantly reducing task slowdown by up to 70%.
Area of Science:
- Computer Science
- Cloud Computing
- Distributed Systems
Background:
- Cloud computing, particularly Infrastructure-as-a-Service (IaaS), offers elastic resource provisioning.
- Dynamic changes in resource demand pose challenges for efficient budget utilization and performance maintenance.
- Task scheduling and resource provisioning under budget constraints remain a critical issue.
Purpose of the Study:
- To develop novel algorithms for task scheduling and resource provisioning in IaaS clouds.
- To ensure efficient budget utilization while maintaining adequate performance for executing tasks.
- To minimize task slowdown caused by budget limitations.
Main Methods:
- Development of new provisioning algorithms for dynamic resource allocation.
- Design of novel scheduling algorithms to optimize task execution within budget constraints.
- Simulation studies to evaluate the performance of the proposed algorithms.
Main Results:
- The proposed algorithms effectively manage resources to stay within a given budget.
- A significant reduction in task slowdown, up to 70%, was observed in simulations.
- The algorithms demonstrate efficient utilization of cloud resources under fluctuating workloads.
Conclusions:
- The developed algorithms provide an effective solution for budget-constrained task scheduling in IaaS clouds.
- The research contributes to optimizing cloud resource management for cost-efficiency and performance.
- The findings have practical implications for managing cloud computing costs and performance.
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