Passive Vector Sensing for Non-Cooperative Emitter Localization in Indoor Environments

被引:7
|
作者
Hall, Donald L. [1 ]
Narayanan, Ram M. [1 ]
Lenzing, Erik H. [2 ]
Jenkins, David M. [2 ]
机构
[1] Penn State Univ, Dept Elect Engn, State Coll, PA 16802 USA
[2] Penn State Univ, Appl Res Lab, State Coll, PA 16802 USA
关键词
blind channel equalization; channel estimation; direction of arrival; emitter localization; indoor environment; machine learning; signal processing; vector sensing; wireless communications;
D O I
10.3390/electronics7120442
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Indoor emitter localization is a topic of continued interest for improving wireless security as wireless technologies continue to become more advanced. Conventional methods have focused on the localization of devices relative to multi-sensor systems owing to ease of implementation with pre-existing infrastructures. This work, however, focuses on enhancing wireless security via non-cooperative emitter localization in scenarios where only a single receiver can be employed. A vector sensor is simulated and experimentally developed that extracts three-dimensional signal characteristics for room-based emitter localization and is compared to conventional methodologies such as Received Signal Strength (RSS), Time of Arrival (ToA), and Direction of Arrival (DoA). The proposed method generates time-frequency fingerprints and extracts features through dimensionality reduction. A second stage extracts spatial parameters consisting of Channel State Information (CSI) and DoAs that are analyzed using a Gaussian Mixture Model (GMM) to segregate fine-grained regions of interest within each room where the non-cooperative emitter resides. Blind channel equalization cascaded with a least squares channel estimate is used for acquiring the CSI, whereas the DoAs are obtained by unique trigonometric properties of the vector sensing antenna. The results demonstrate that a vector sensor can improve non-cooperative emitter localization and enhance wireless security in indoor environments.
引用
收藏
页数:25
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