基于侧向定位和基于指纹定位的改进与新算法

Min Li, Yutong Zhang, Yuxuan Zhang, Jiwei Liu
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引用次数: 0

摘要

距离测量和指纹识别是室内定位中常用的两种定位方法。本文深入讨论了两种方法的实现原理和步骤,并提出了改进建议。为了提高侧向定位的可靠性,提出了一种新的加权质心三边定位算法,并在此基础上提出了一种新的定位方法——四边定位法。在指纹识别方法方面,首次引入稀疏表示进行指纹匹配,并证明了稀疏表示在无线场强波动时能够保证定位精度。实验结果验证了所提算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improvements and New Algorithms for Laterateion-Based Positioning and Fingerprinting-Based Positioning
Distance measuring and fingerprinting are two popular position determination methods in indoor positioning. In this paper, implementing principles and steps of the two methods are deeply discussed, and improvements are proposed. To increase the reliability of lateration-based positioning, a new weighted centroid positioning algorithm of trilateration is proposed, and a new positioning method, the quadrilateration positioning method, is proposed based on that. In terms of the fingerprinting method, sparse representation is introduced to match fingerprints for the first time, and sparse representation is proved useful to guarantee the positioning accuracy when the wireless field intensity fluctuates. Experiment results are presented to verify the effectiveness of proposed algorithms.
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