Description

Time-of-Flight uses the round-trip propagation delay between transmitter and receiver to estimate range. In Wi-Fi this surfaces as the 802.11mc Fine Timing Measurement (FTM) protocol, which exposes nanosecond-resolution timestamps useful for ranging. ToF is the alternative to AoA / fingerprinting for distance-based localisation and is increasingly viable on commodity APs.

When it's used

  • Ranging-based indoor positioning on FTM-capable APs
  • Combining ToF distances with AoA bearings for 2D fixes
  • BLE 5.1 channel-sounding range estimation

Limitations

  • NLOS bias inflates the distance estimate
  • Hardware must support FTM (or equivalent) — limited deployment
  • Sub-metre accuracy needs careful calibration of fixed processing delays

Source Papers

  • chen2023_5cbd — ToF in CSI generalisation taxonomy
  • billah2021_69a2 — ToF in indoor-positioning fusion
  • li2022_4220 — ToF in WiFi sensing
  • zhang2026_956c — ToF / ranging study

6 vault papers use this method

Titles and DOIs only — no abstracts, no analyses.

  • WiFi Sensing with Channel State Information 2020 DOI ↗
  • Cross-Domain WiFi Sensing with Channel State Information: A Survey 2023 DOI ↗
  • On CSI and Passive Wi-Fi Radar for Opportunistic Physical Activity Recognition 2022 DOI ↗
  • A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospects 2026 DOI ↗
  • A Survey on Green Wireless Sensing: Energy-Efficient Sensing via WiFi CSI and Lightweight Learning 2026 DOI ↗
  • BLE Can See: A Reinforcement Learning Approach for RF-based Indoor Occupancy Detection 2021 DOI ↗