Hydra: Exploiting Multi-Bounce Scattering for Beyond-Field-of-View mmWave Radar

In this paper, we ask, "Can millimeter-wave (mmWave) radars sense objects not directly illuminated by the radar - for instance, objects located outside the transmit beamwidth, behind occlusions, or placed fully behind the radar?" Traditionally, mmWave radars are limited to sense objects that are directly illuminated by the radar and scatter its signals directly back. In practice, however, radar signals scatter to other intermediate objects in the environment and undergo multiple bounces before being received back at the radar. In this paper, we present Hydra, a framework to explicitly model and exploit multi-bounce paths for sensing. Hydra enables standalone mmWave radars to sense beyond-field-of-view objects without prior knowledge of the environment. We extensively evaluate the localization performance of Hydra with an off-the-shelf mmWave radar in five different environments with everyday objects. Exploiting multi-bounce via Hydra provides 2×-10× improvement in the median beyond-field-of-view localization error over baselines.

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Publication Details

Published
2024-12-04
DOI
https://doi.org/10.1145/3636534.3690710
Citations
5
Primary Topic
Millimeter-Wave Propagation and Modeling
Type
article
Field-Weighted Citation Impact
1.04

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article

Hydra: Exploiting Multi-Bounce Scattering for Beyond-Field-of-View mmWave Radar

Divyanshu Pandey, Swarun Kumar, Nishant Mehrotra, Ashutosh Sabharwal et al.
5 citations
Millimeter-Wave Propagation and Modeling
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article

Hydra: Exploiting Multi-Bounce Scattering for Beyond-Field-of-View mmWave Radar

Divyanshu Pandey, Swarun Kumar, Nishant Mehrotra, Ashutosh Sabharwal, Y. F. Liu, Akarsh Prabhakara
article en
5 citations

Abstract

In this paper, we ask, "Can millimeter-wave (mmWave) radars sense objects not directly illuminated by the radar - for instance, objects located outside the transmit beamwidth, behind occlusions, or placed fully behind the radar?" Traditionally, mmWave radars are limited to sense objects that are directly illuminated by the radar and scatter its signals directly back. In practice, however, radar signals scatter to other intermediate objects in the environment and undergo multiple bounces before being received back at the radar. In this paper, we present Hydra, a framework to explicitly model and exploit multi-bounce paths for sensing. Hydra enables standalone mmWave radars to sense beyond-field-of-view objects without prior knowledge of the environment. We extensively evaluate the localization performance of Hydra with an off-the-shelf mmWave radar in five different environments with everyday objects. Exploiting multi-bounce via Hydra provides 2×-10× improvement in the median beyond-field-of-view localization error over baselines.

Rice University (US), Carnegie Mellon University (US)
National Science Foundation, Carnegie Mellon University
Climate action, Affordable and clean energy
Openalex Percentile: Top 22%
Millimeter-Wave Propagation and Modeling
1.04
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