北京邮电大学学报

  • EI核心期刊

北京邮电大学学报 ›› 2015, Vol. 38 ›› Issue (5): 91-95.doi: 10.13190/j.jbupt.2015.05.017

• 研究报告 • 上一篇    下一篇

最小定位误差限的Wi-Fi接入点优化布置

周牧, 邱枫, 田增山, 史瑞康, 范馨月   

  1. 重庆邮电大学 移动通信技术重庆市重点实验室, 重庆 400065
  • 收稿日期:2015-01-03 出版日期:2015-10-28 发布日期:2015-10-28
  • 作者简介:周牧(1984—),男,教授,E-mail:zhoumu@cqupt.edu.cn.
  • 基金资助:

    长江学者和创新团队发展计划资助项目(IRT1299);国家自然科学基金资助项目(61301126);

Wi-Fi access Point Placement Optimization for Lowest Positioning Error Bound

ZHOU Mu, QIU Feng, TIAN Zeng-shan, SHI Rui-kang, FAN Xin-yue   

  1. Chongqing Key Laboratory of Mobile Communications Technology, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
  • Received:2015-01-03 Online:2015-10-28 Published:2015-10-28

摘要:

提出了一种基于最小定位误差限的Wi-Fi指纹定位接入点位置优化方法.利用费歇尔信息矩阵的特性,分析了定位误差与不同信号强度分布的数学关系.首先,根据信号强度分布特性的不同,将定位目标区域划分为若干子区域;然后,推导出定位目标区域所对应的平均定位误差限;最后,利用模拟退火算法搜索最优接入点位置使得平均定位误差限达到最小. 仿真结果表明,此方法可以有效提高Wi-Fi位置指纹定位法的精度.

关键词: Wi-Fi定位, 误差限, 费歇尔信息矩阵, 信号分布

Abstract:

A new access point placement optimization approach based on lowest positioning error bound in Wi-Fi fingerprint based localization was proposed. Analysis towards the theoretical relationship between positioning error and various signal distributions by using Fisher information matrix was presented. The target environment was divided into several subareas based on signal distributions. And then, the average error bound corresponding to the target environment was derived out. Thirdly, the heuristic simulated annealing algorithm towards the lowest average error bound to optimize access point locations was adopted. Simulation demonstrates that the proposed access point placement optimization approach effectively improves the precision of Wi-Fi fingerprint based localization.

Key words: Wi-Fi localization, error bound, Fisher information matrix, signal distribution

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