Security-Aware Distributed Job Scheduling in Cloud Computing Systems: A Game-Theoretic Cellular Automata-Based Approach

被引:6
|
作者
Gasior, Jakub [1 ]
Seredynski, Franciszek [1 ]
机构
[1] Cardinal Stefan Wyszynski Univ, Dept Math & Nat Sci, Warsaw, Poland
来源
关键词
Collective behavior; Multi-agent systems; Spatial Prisoner's Dilemma Game; Second order cellular automata; ALGORITHMS;
D O I
10.1007/978-3-030-22741-8_32
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider the problem of security-aware scheduling and load balancing in Cloud Computing (CC) systems. This optimization problem we replace by a game-theoretic approach where players tend to achieve a solution by reaching a Nash equilibrium. We propose a fully distributed algorithm based on applying Iterated Spatial Prisoner's Dilemma (ISPD) game and a phenomenon of collective behavior of players participating in the game. Brokers representing users participate in the game to fulfill their own three criteria: the execution time of the submitted tasks, their execution cost and the level of provided Quality of Service (QoS). We experimentally show that in the process of the game a solution is found which provides an optimal resource utilization while users meet their applications' performance and security requirements with minimum expenditure and overhead.
引用
收藏
页码:449 / 462
页数:14
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