利用遗传算法优化基于rssi的室内定位Wi-Fi接入点位置

Abdulsalam Alsmady, F. Awad
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引用次数: 25

摘要

室内导航系统帮助人们在大型建筑内导航,如购物中心、大学校园和医院。为了使导航系统更加精确,必须根据范围内所有接入点的综合接收信号强度,明确区分任何一对不同位置。本文提出了一种新的遗传算法技术,通过调整接入点的位置,使区域内每个预定义块的接收信号强度组合唯一,从而提高室内导航系统的质量。仿真结果表明,当使用7个接入点时,所提算法的组合接收信号强度唯一性超过90%。该方法为提高室内导航系统的质量提供了基础。
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Optimal Wi-Fi access point placement for RSSI-based indoor localization using genetic algorithm
Indoor navigation systems help people navigate inside large buildings such as shopping malls, university campuses, and hospitals. To make the navigation system more accurate, there must be a clear distinction between any pair of different positions in terms of the combined received signal strengths of all access points in range. This paper proposes a novel Genetic Algorithm technique to improve the quality of indoor navigation systems by adjusting the positions of the access points so that the combination of received signal strengths in each predefined block of the area unique. The simulation results demonstrated that, using the proposed algorithm, the uniqueness of the combined received signal strengths exceed 90% when seven access points are used. The proposed method provides an infrastructure for enhancing indoor navigation system quality.
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