4.7 Article

Multiuser Wireless Hand Gesture Recognition by Spatial Beamforming

期刊

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
卷 72, 期 1, 页码 805-820

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TVT.2022.3205281

关键词

Wireless communication; Phase noise; Long Term Evolution; Interference; Wireless sensor networks; Gesture recognition; Channel estimation; Beamforming; channel state information; gesture recognition; multiuser; wireless sensing

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Wireless sensing-based hand gesture recognition is a promising method for human-machine interaction in future integrated sensing and communication systems. However, most existing works focus on single user scenarios, and the simultaneous movement of multiple users leads to interference and overlap of dynamic channel responses. This article proposes a spatial beamforming approach to mitigate the mutual influence of multiuser hand gestures. By utilizing a preamble gesture scheme and Doppler variation feature, the proposed method accurately estimates the spatial channel of dynamic reflections and verifies the channel response belonging to hand movement. Thorough analysis of inter-user interference under various conditions and prototype experiments using LTE signals demonstrate the effectiveness of the interference suppression approach.
Hand gesture recognition through wireless sensing is a new method of human-machine interaction, and is an important research direction for next generation integrated sensing and communication systems. Recently, although there are plenty of works on wireless sensing and hand gesture recognition, most of them are applied in single user scenario. Since the recognition algorithm is mainly realized by analyzing the variation of wireless propagation channel, the simultaneous movement of multiple people will cause superposition of the dynamic channel responses and cause interference to each other. This article proposes to use spatial beamforming to alleviate the mutual influence of multiuser hand gestures. Since the hands of multiple users reflect the same signal, the channel responses are usually not orthogonal even if the users are well separated in different locations, and there is no reference signals to help distinguishing the channel response reflected by different users. We propose a preamble gesture scheme to estimate the spatial channel of dynamic reflections under the impact of strong phase noise, and use the Doppler variation feature to verify the channel response belongs to hand movement. We have a thorough analysis of the inter-user interference impacted by the transmitter-user-receiver geometry relations, user movement speeds and directions. The interference suppression effect is demonstrated by prototype experiments under real LOS and NLOS scenarios exploiting LTE signals.

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