Survey on CSI-based Indoor Positioning Systems and Recent Advances

计算机科学 混合定位系统 全球导航卫星系统应用 定位技术 室内定位系统 基于位置的服务 指纹(计算) 定位系统 过程(计算) 实时计算 信道状态信息 精密点定位 领域(数学) 全球定位系统 卫星系统 人工智能 电信 无线 加速度计 工程类 纯数学 节点(物理) 结构工程 数学 操作系统
作者
Wenjun Liu,Qianqian Cheng,Zhongliang Deng,Hong Chen,Xiao Fu,Xinyu Zheng,Shixuan Zheng,Cunzhe Chen,Shuo Wang
标识
DOI:10.1109/ipin.2019.8911774
摘要

With the popularization of mobile devices, location based services (LBS) have received significant attention. Global Navigation Satellite System (GNSS) that widely used outdoors is unable to achieve high-precision positioning indoors, thus various indoor positioning methods are proposed for precise positioning. Wi-Fi based indoor positioning is widely used to provide accurate and efficient location services due to the convenience of hardware facilities. Channel state information (CSI) is an essential feature provided by Wi-Fi signals, which depicts the fine-grained features of channels, and attracts great attention in recent years. This paper comprehensively reviews the positioning technology based on CSI, and compares the primary positioning systems that makes great progress. This paper are mainly represented from two aspects: geometry-based positioning method and fingerprint-based positioning method. The former introduces angle-based method, range-based method, and the combination of both. The later mines the development process from traditional machine learning method to deep learning method. At the same time, this article also gives a brief overview of CSI’s multi-source fusion technologies. Finally, this paper summarizes the challenges and points out the trends in this rapidly developing field.

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