From relative azimuth to absolute location: pushing the limit of PIR sensor based localization
Xuefeng Liu, Tianye Yang, Shaojie Tang, Peng Guo, Jianwei Niu
Abstract
Pyroelectric infrared (PIR) sensors are considered to be promising devices for device-free localization due to its advantages of low cost, energy efficiency, and the immunity from multi-path fading. However, most of the existing PIR-based localization systems only utilize the binary information of PIR sensors and therefore require a large number of carefully deployed PIR sensors. A few works directly map the raw data of PIR sensors to one's location using machine learning approaches. However, these data-driven approaches require abundant training data and suffer from environmental change. In this paper, we propose PIRATES, a PIR-based device-free localization system based on the raw data of PIR sensors. The key of PIRATES is to extract a new type of location information called azimuth change. The extraction of the azimuth change relies on the physical properties of PIR sensors. Therefore, no abundant training data are needed and the system is robust to environmental change. Through experiments, we demonstrate that PIRATES can achieve higher localization accuracy than the state-of-the-art approaches. In addition, the information of the azimuth change can be easily incorporated with other information of PIR signals (e.g. amplitude) to improve the localization accuracy.
Ask about this paper
Ask your agent about it.
Lune has read the top-tier papers around this one, so every answer names the papers it rests on.
Your agent calls
Lunesearch_papers
Free to start. No credit card required.
Terminal
Install the CLIlune papers get a122fe1d-5007-4dd6-adde-b264f54f5b44Cited by top-tier papers3
- FaceSense: Sensing Face Touch with an Ear-worn SystemVimal Kakaraparthi, Qijia Shao, Charles J. Carver, Tien Pham et al.UbiComp 2021 · 34 citations
- P2-Loc: A Person-2-Person Indoor Localization System in On-Demand DeliveryYi Ding, Dongzhe Jiang, Yu Yang, Yunhuai Liu et al.UbiComp 2022 · 10 citations
- PhantomMotion: Laser-Based Motion Injection Attacks on Wireless Security Surveillance SystemsYan He, Guanchong Huang, Song FangNDSS 2026
Related papers
- PyroSense: 3D Posture Reconstruction Using Pyroelectric Infrared SensingHuaili Zeng, Gen Li, Tianxing LiUbiComp 2024 · 5 citations
- AIPS: Wi-Fi Aware based Infrastructure-Free Indoor Positioning System with Fine Time MeasurementJunyoung Choi, Jinwook Seo, Joohyun LeeINFOCOM 2026
- Iris: Passive Visible Light Positioning Using Light Spectral InformationJiawei Hu, Yanxiang Wang, Hong Jia, Wen Hu et al.UbiComp 2023 · 5 citations
- Multitarget Device-Free Localization via Cross-Domain Wi-Fi RSS Training Data and Attentional Prior FusionNa Fan, Zeyue Tian, Amartansh Dubey, Samruddhi Deshmukh et al.AAAI 2024 · 1 citation
- DAFI: WiFi-based Device-free Indoor Localization via Domain AdaptationHang Li, Xi Chen, Ju Wang, Di Wu et al.UbiComp 2022 · 53 citations
