Decimeter Ranging with Channel State Information
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Abstract (arXiv)
This paper aims at the problem of time-of-flight (ToF) estimation using channel state information (CSI) obtainable from commercialized MIMO-OFDM WLAN receivers. It was often claimed that the CSI phase is contaminated with errors of known and unknown natures rendering ToF-based positioning difficult. To search for an answer, we take a bottom-up approach by first understanding CSI, its constituent building blocks, and the sources of error that contaminate it. We then model these effects mathematically. The correctness of these models is corroborated based on the CSI collected in extensive measurement campaign including radiated, conducted and chamber tests. Knowing the nature of contamination in CSI phase and amplitude, we proceed with introducing pre-processing methods to clean CSI from those errors and make it usable for range estimation. To check the validity of proposed algorithms, the MUSIC super-resolution algorithm is applied to post-processed CSI to perform range estimates. Results substantiate that median accuracy of 0.6m, 0.8m, and 0.9m is achievable in highly multipath line-of-sight environment where transmitter and receiver are 5m, 10m, and 15m apart.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Feb 2019.
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Citing papers per year: 2022: 2; 2023: 0; 2024: 0; 2025: 5.
7 papers.
- 2022CRONOS: Colorization and Contrastive Learning for Device-Free NLoS Human Presence Detection using Wi-Fi CSIcited by 3
- 2025DoRF: Doppler Radiance Fields for Robust Human Activity Recognition Using Wi-Ficited by 3
- 2022Quantifying Uncertainty with Probabilistic Machine Learning Modeling in Wireless Sensingcited by 1
- 2025Reconstructing Depth Images of Moving Objects from Wi-Fi CSI Datacited by 1
- 2025Lessons from Deploying Learning-based CSI Localization on a Large-Scale ISAC Platformcited by 1
- 2025Towards SISO Bistatic Sensing for ISACcited by 1
- 2025Doppler Radiance Field-Guided Antenna Selection for Improved Generalization in Multi-Antenna Wi-Fi-based Human Activity Recognitioncited by 1
- 2025Doppler Radiance Field-Guided Antenna Selection for Improved Generalization in Multi-Antenna Wi-Fi-based Human Activity Recognition18 Sep 2025
- 2025Towards SISO Bistatic Sensing for ISAC18 Aug 2025
- 2025DoRF: Doppler Radiance Fields for Robust Human Activity Recognition Using Wi-Fi16 Jul 2025
- 2025Lessons from Deploying Learning-based CSI Localization on a Large-Scale ISAC Platform24 Apr 2025
- 2025Reconstructing Depth Images of Moving Objects from Wi-Fi CSI Data9 Mar 2025
- 2022CRONOS: Colorization and Contrastive Learning for Device-Free NLoS Human Presence Detection using Wi-Fi CSI7 Nov 2022
- 2022Quantifying Uncertainty with Probabilistic Machine Learning Modeling in Wireless Sensing12 Oct 2022