Description

Orthogonal Frequency-Division Multiplexing splits a wideband channel into many narrow orthogonal subcarriers, each modulated independently. It is the physical-layer foundation of every Wi-Fi standard from 802.11a onward and is what makes Channel State Information well-defined and rich: one complex channel coefficient per subcarrier per packet. Without OFDM there is no CSI to talk about.

When it's used

  • Implicit prerequisite for all WiFi-CSI sensing
  • Pilot-aided channel estimation that produces the CSI matrix
  • Frequency-selective fading analyses (Fresnel zones, multipath profiling)
  • 802.11bf sensing primitives on top of OFDM PHY

Limitations

  • Sensitive to inter-carrier interference under high Doppler
  • Requires precise CFO/SFO tracking
  • High peak-to-average power ratio

Source Papers

  • liu2022_0883 — OFDM PHY underpinning ISAC
  • zhou2022_09d5 — OFDM-based ISAC waveform design
  • fallani2026_04be — OFDM CSI extraction pipeline
  • halperin2010_94f8 — original 802.11n OFDM CSI tool
  • meneghello2023_0a93 — OFDM-aware sensing for 802.11bf

30 vault papers use this method

Titles and DOIs only — no abstracts, no analyses.

  • WiFi Sensing with Channel State Information 2020 DOI ↗
  • Understanding and Modeling of WiFi Signal Based Human Activity Recognition 2015 DOI ↗
  • Device-free occupancy detection and crowd counting in smart buildings with WiFi-enabled IoT 2018 DOI ↗
  • Wi-CaL: WiFi Sensing and Machine Learning Based Device-Free Crowd Counting and Localization 2022 DOI ↗
  • Gait recognition using wifi signals 2016 DOI ↗
  • Towards Environment Independent Device Free Human Activity Recognition 2018 DOI ↗
  • Predictable 802.11 packet delivery from wireless channel measurements 2010 DOI ↗
  • A Survey on Human Behavior Recognition Using Channel State Information 2019 DOI ↗
  • Cross-Domain WiFi Sensing with Channel State Information: A Survey 2023 DOI ↗
  • Integrated Sensing and Communications: Toward Dual-Functional Wireless Networks for 6G and Beyond 2022 DOI ↗
  • DASECount: Domain-Agnostic Sample-Efficient Wireless Indoor Crowd Counting via Few-Shot Learning 2023 DOI ↗
  • Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling 2023 DOI ↗
  • Channel State Information (CSI) Amplitude Coloring Scheme for Enhancing Accuracy of an Indoor Occupancy Detection System Using Wi-Fi Sensing 2024 DOI ↗
  • A Novel Device-Free Counting Method Based on Channel Status Information 2018 DOI ↗
  • A CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels 2023 DOI ↗
  • Passive WiFi Radar for Human Sensing Using a Stand-Alone Access Point 2021 DOI ↗
  • Practical Issues and Challenges in CSI-based Integrated Sensing and Communication 2022 DOI ↗
  • On CSI and Passive Wi-Fi Radar for Opportunistic Physical Activity Recognition 2022 DOI ↗
  • Free Your CSI 2019 DOI ↗
  • Human Sensing by Using Radio Frequency Signals: A Survey on Occupancy and Activity Detection 2023 DOI ↗
  • A Non Intrusive Human Presence Detection Methodology Based on Channel State Information of Wi-Fi Networks 2023 DOI ↗
  • A Non Intrusive Human Presence Detection Methodology Based on Channel State Information of Wi-Fi Networks 2023 DOI ↗
  • Boosting WiFi Sensing Performance via CSI Ratio 2021 DOI ↗
  • WiFi CSI-based device-free sensing: from Fresnel zone model to CSI-ratio model 2022 DOI ↗
  • Efficient machine learning for Wi-Fi CSI-based human activity recognition using fast Monte Carlo based feature extraction 2026 DOI ↗
  • WiFi-Based Human Sensing With Deep Learning: Recent Advances, Challenges, and Opportunities 2024 DOI ↗
  • Simultaneous Crowd Estimation in Counting and Localization Using WiFi CSI 2021 DOI ↗
  • Simultaneous Crowd Estimation in Counting and Localization Using WiFi CSI 2021 DOI ↗
  • Exposing the CSI: A Systematic Investigation of CSI-based Wi-Fi Sensing Capabilities and Limitations 2023 DOI ↗
  • Exposing the CSI: A Systematic Investigation of CSI-based Wi-Fi Sensing Capabilities and Limitations 2023 DOI ↗