Fuzzy simplified swarm optimization for multisite computational offloading in mobile cloud computing
Autor: | V. Meena, Obulaporam Gireesha, Kannan Krithivasan, V. S. Shankar Sriram |
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Rok vydání: | 2020 |
Předmět: |
Statistics and Probability
Artificial Intelligence Computer science Distributed computing 0202 electrical engineering electronic engineering information engineering General Engineering Swarm behaviour 020206 networking & telecommunications 020201 artificial intelligence & image processing 02 engineering and technology Fuzzy logic Mobile cloud computing |
Zdroj: | Journal of Intelligent & Fuzzy Systems. 39:8285-8297 |
ISSN: | 1875-8967 1064-1246 |
Popis: | Mobile Cloud Computing (MCC)’s rapid technological advancements facilitate various computational-intensive applications on smart mobile devices. However, such applications are constrained by limited processing power, energy consumption, and storage capacity of smart mobile devices. To mitigate these issues, computational offloading is found to be the one of the promising techniques as it offloads the execution of computation-intensive applications to cloud resources. In addition, various kinds of cloud services and resourceful servers are available to offload computationally intensive tasks. However, their processing speeds, access delays, computation capability, residual memory and service charges are different which retards their usage, as it becomes time-consuming and ambiguous for making decisions. To address the aforementioned issues, this paper presents a Fuzzy Simplified Swarm Optimization based cloud Computational Offloading (FSSOCO) algorithm to achieve optimum multisite offloading. Fuzzy logic and simplified swarm optimization are employed for the identification of high powerful nodes and task decomposition respectively. The overall performance of FSSOCO is validated using the Specjvm benchmark suite and compared with the state-of-the-art offloading techniques in terms of the weighted total cost, energy consumption, and processing time. |
Databáze: | OpenAIRE |
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