University of Illinois at Urbana-Champaign
Contactless material sensing with wireless mmwave vibrometry
Abstract
dc:descriptionThis paper introduces RFVibe, a system that enables cheap, generalizable object identification using millimeter wave wireless signals. RFVibe is contactless, does not require careful positioning of the object, and can generalize to new locations and setups. Here, we introduce a new approach that combines wireless signals with acoustic signals for material sensing. RFVibe plays an audio sound next to the object that generates micro-vibrations in the object. These micro-vibrations can be captured by shining a millimeter wave radar signal on the object and analyzing the phase of the reflected wireless signal. RFVibe then extracts several features including resonance frequencies and vibration modes, dampening time of vibrations, and wireless reflection coefficients. These features are then used to enable more accurate and generalizable identification than current methods. We implement RFVibe using an off-the-shelf millimeter wave radar and acoustic speaker and evaluate it on 23 objects of 7 material types. We show that it can outperform state-of-the-art methods for wireless material sensing, while generalizing to new environments.
Degree
thesis:*- Name thesis:degree_name
- M.S.
- Level thesis:degree_level
- Thesis
- Discipline thesis:degree_discipline
- Electrical & Computer Engr
- Grantor
- University of Illinois at Urbana-Champaign
- Year dc:date
- 2022
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Shanbhag, Hailan Zhang
- Contributors dc:contributor
-
- Al-Hassanieh, Haitham
Subjects
dc:subject × 4Rights
dc:rights- Statement dc:rights
-
- Copyright 2022 Hailan Shanbhag
- Language dc:language
- en, eng
Identifiers
dc:identifier.*- Handle dc:identifier
- https://hdl.handle.net/2142/117600