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

Nishant Mehrotra, Divyanshu Pandey, Akarsh Prabhakara, Yawen Liu, Swarun Kumar, Ashutosh Sabharwal

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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.

Original languageEnglish (US)
Title of host publicationACM MobiCom 2024 - Proceedings of the 30th International Conference on Mobile Computing and Networking
PublisherAssociation for Computing Machinery, Inc
Pages1545-1559
Number of pages15
ISBN (Electronic)9798400704895
DOIs
StatePublished - May 29 2024
Event30th International Conference on Mobile Computing and Networking, ACM MobiCom 2024 - Washington, United States
Duration: Nov 18 2024Nov 22 2024

Publication series

NameACM MobiCom 2024 - Proceedings of the 30th International Conference on Mobile Computing and Networking

Conference

Conference30th International Conference on Mobile Computing and Networking, ACM MobiCom 2024
Country/TerritoryUnited States
CityWashington
Period11/18/2411/22/24

Keywords

  • millimeter-wave
  • multi-bounce scattering
  • radar
  • sensing

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Hardware and Architecture
  • Software

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