Description

An 802.11 Access Point (AP) is the infrastructure-side endpoint of a Wi-Fi link — typically a wall-mounted or ceiling-mounted device combining a Wi-Fi radio, an Ethernet uplink, and routing functions. For CSI sensing the AP plays one of two roles: transmitter of probe / data frames that another monitor station decodes, or monitor itself if firmware-patched. Common research APs include TP-Link N750/AC1750 (Atheros, OpenWrt-friendly), ASUS RT-AC86U (Broadcom, Nexmon-friendly), and any AP based on the atheros-csi-tool or nexmon-csi supported chipsets. The thesis deployment uses APs as the fixed CSI vantage points that observe the monitored area.

Specs / capabilities

  • 802.11n/ac/ax depending on model
  • Mounted at known coordinates → fixed Tx/Rx geometry, simplifies CSI processing
  • Typically 2-4 antennas (2x2 / 3x3 / 4x4 MIMO)
  • Wired backhaul (Gigabit Ethernet, PoE)
  • Configurable channel, TX power, beacon interval

Quirks / known issues

  • Stock vendor firmware almost never exposes CSI; OpenWrt + patched driver is the usual recipe
  • Rooftop / ceiling mounting affects multipath profile vs station-at-desk-height — calibration must match deployment
  • Many SOHO routers throttle CSI logging to maintain user data rates

Used by (papers)

  • Used in any CSI deployment that places sensors at infrastructure points (i.e. essentially all of them)

30 vault papers run on this hardwar

Titles and DOIs only — no abstracts, no analyses.

  • WiFi Sensing with Channel State Information 2020 DOI ↗
  • Precise Power Delay Profiling with Commodity WiFi 2015 DOI ↗
  • Gait recognition using wifi signals 2016 DOI ↗
  • Towards Environment Independent Device Free Human Activity Recognition 2018 DOI ↗
  • A Survey on Human Behavior Recognition Using Channel State Information 2019 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 ↗
  • Keystroke Recognition Using WiFi Signals 2015 DOI ↗
  • WiFi CSI-Based Device-free Multi-room Presence Detection using Conditional Recurrent Network 2021 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 ↗
  • Towards Energy Efficient Wireless Sensing by Leveraging Ambient Wi-Fi Traffic 2024 DOI ↗
  • MUSE-Fi: Contactless MUti-person SEnsing Exploiting Near-field Wi-Fi Channel Variation 2023 DOI ↗
  • Non-Intrusive Privacy-Preserving Approach for Presence Monitoring Based on WiFi Probe Requests 2023 DOI ↗
  • Fundamentals, Algorithms, and Technologies of Occupancy Detection for Smart Buildings Using IoT Sensors 2024 DOI ↗
  • Human Sensing by Using Radio Frequency Signals: A Survey on Occupancy and Activity Detection 2023 DOI ↗
  • A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospects 2026 DOI ↗
  • A Non Intrusive Human Presence Detection Methodology Based on Channel State Information of Wi-Fi Networks 2023 DOI ↗
  • Building occupancy estimation and detection: A review 2018 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 ↗
  • IEEE 802.11bf WLAN Sensing Procedure: Enabling the Widespread Adoption of WiFi Sensing 2024 DOI ↗
  • LADM-IndoorGML for exploring user movements in evacuation exercise 2020 DOI ↗
  • CROOD: Estimating crude building occupancy from mobile device connections without ground-truth calibration 2022 DOI ↗
  • A Survey on Green Wireless Sensing: Energy-Efficient Sensing via WiFi CSI and Lightweight Learning 2026 DOI ↗
  • MetAegis: Defend Against Physical-layer Wireless Sensing Leakage via Metasurface Obfuscation 2026 DOI ↗
  • Deep Learning-Enhanced Human Sensing with Channel State Information: A Survey 2026 DOI ↗