首页> 外文会议>International IEEE conference on intelligent systems: Methodology, models and applications in emergent technologies >New Strategies Based on Multithreading Methodology in Implementing Ant Colony Optimization Schemes for Improving Resource Management in Large Scale Wireless Communication Systems
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New Strategies Based on Multithreading Methodology in Implementing Ant Colony Optimization Schemes for Improving Resource Management in Large Scale Wireless Communication Systems

机译:基于多线程方法实现蚁群优化方案来改善大规模无线通信系统资源管理的新策略

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A great challenge in large scale wireless networks is the resource management adaptability to dynamic network traffic conditions, which can be formulated as a discrete optimization problem. Several approaches such as genetic algorithms and multi agent techniques have been applied so far in the literature for solving the channel allocation problem focusing mainly on network base-stations representation. A very promising computational intelligence technique known as ant colony optimization which constitutes a special form of swarm intelligence has been used for solving routing problems. This approach has been introduced by the authors for improving channel allocation in large scale wireless networks, focusing on network procedures as the basic model unit and not on network nodes as so far reported in the literature. In this paper, a novel channel allocation algorithm based on ant colony optimization and multi agents is thoroughly analyzed as well as important implementation issues based on the multi agent and multi threading concepts are developed. Finally, the experimental simulation results show clearly the impact of the proposed system for improving the channel allocation performance in generic large scale wireless communication systems.
机译:大规模无线网络中的一个巨大挑战是对动态网络流量条件的资源管理适应性,可以将其作为离散优化问题制定。到目前为止,在求解主要针对网络基站表示的信道分配问题的文献中,已经应用了诸如遗传算法和多代理技术的几种方法。一种非常有前途的计算智能技术,称为蚁群优化,其构成了一种特殊形式的群体智能,用于解决路由问题。作者介绍了这种方法,用于改善大规模无线网络中的信道分配,专注于网络过程作为基本模型单元,而不是在文献中报告的网络节点。本文彻底分析了一种基于蚁群优化和多代理的新型信道分配算法,以及基于多代理的重要实现问题和多线程概念。最后,实验仿真结果显然显示了提出系统改善通用大规模无线通信系统中信道分配性能的影响。

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