A Grouping Harmony Search approach for the Citywide WiFi deployment problem

I. Landa-Torres, S. Gil-Lopez, J. Ser, S. Salcedo-Sanz, D. Manjarrés, J. A. Portilla-Figueras
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引用次数: 4

Abstract

This paper presents a novel Grouping Harmony Search (GHS) algorithm for the Citywide Ubiquitous WiFi Network Design problem (WIFIDP). The WIFIDP is a NP-hard problem where private customers owning wireless access points connected to Internet share bandwidth with third parties. Aspects such as allocated budget and router capacities (coverage radius, capacity, price, etc) are taken into account in order to obtain the optimal network deployment (in terms of cost-effectiveness) when applying the GHS algorithm. The approach to tackle the aforementioned WIFIDP problem consists of a hybrid Grouping Harmony Search (GHS) algorithm with a local search method and a technique for repairing unfeasible solutions. Furthermore, the presented GHS algorithm is differential, since each proposed harmony is produced (improvised) based on the same harmony in the previous iteration. This differential scheme employs the grouping concept based on the connectivity between nomadic users and routers, which increases significantly its searching capability. Preliminary Monte Carlo simulations show that this proposed technique statistically outperforms genetically-inspired algorithms previously presented for the WIFIDP, with an emphasis in scenarios with stringent capacity and budget constraints. This first approach paves the way for future research aimed at applying the proposed algorithm to real scenarios.
针对全市WiFi部署问题的分组和谐搜索方法
针对城市泛在WiFi网络设计问题,提出了一种新的分组和谐搜索(GHS)算法。wiidp是一个np难题,拥有连接到互联网的无线接入点的私人客户与第三方共享带宽。在应用GHS算法时,要考虑分配预算和路由器容量(覆盖半径、容量、价格等)等方面,以获得最优的网络部署(在成本效益方面)。解决上述wiidp问题的方法包括一种带有局部搜索方法的混合分组和谐搜索(GHS)算法和一种修复不可行解的技术。此外,所提出的GHS算法是差分的,因为每个提议的和声都是基于前一次迭代中的相同和声产生的(临时)。该差分方案采用了基于游牧民用户和路由器之间连通性的分组概念,大大提高了其搜索能力。初步的蒙特卡罗模拟表明,该技术在统计上优于先前为WIFIDP提出的遗传启发算法,特别是在容量和预算限制严格的情况下。第一种方法为未来的研究铺平了道路,旨在将所提出的算法应用于真实场景。
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