Description

The Intel WiFi Link 5300 is the canonical 802.11n MIMO NIC used to bootstrap Channel State Information (CSI) research after Halperin et al. released their patched firmware and iwlwifi driver in 2011. It was the first commodity card that exposed per-subcarrier complex CSI in user space, and the Linux 802.11n CSI Tool defined the file format (.dat traces) most early CSI papers in the thesis bibliography use. The platform is now obsolete (no 802.11ac/ax) but remains the de facto reference NIC against which newer CSI extractors are benchmarked.

Specs / capabilities

  • 802.11n (2.4 GHz and 5 GHz), 3x3 MIMO, up to 450 Mbps PHY
  • Reports CSI for 30 subcarriers per spatial stream (subset of the 56 OFDM subcarriers, decimated by the firmware)
  • 8-bit signed real / 8-bit signed imaginary per subcarrier per (Tx, Rx) antenna pair
  • Mini PCIe form factor, requires patched iwlwifi and connector kernel modules
  • Reports RSSI, AGC, noise floor, and per-antenna gain alongside CSI

Tooling

  • Linux 802.11n CSI Tool (Halperin, Hu, Sheth, Wetherall — University of Washington, 2011): https://dhalperi.github.io/linux-80211n-csitool/
  • MATLAB read_bf_file.m parser shipped with the tool
  • Python ports: csiread, csikit, Linux-80211n-CSITool-supplementary
  • Most early CSI activity-recognition / localization datasets (SignFi, Widar, FallDeFi) collected with this NIC

Used by (papers)

  • halperin2011 — original Linux 802.11n CSI Tool release; defines the NIC's role
  • Most commodity-WiFi CSI papers in the bibliography prior to ~2018 use this NIC as ground-truth platform

30 vault papers run on this hardwar

Titles and DOIs only — no abstracts, no analyses.

  • Precise Power Delay Profiling with Commodity WiFi 2015 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 ↗
  • Predictable 802.11 packet delivery from wireless channel measurements 2010 DOI ↗
  • A Survey on Human Behavior Recognition Using Channel State Information 2019 DOI ↗
  • Tool release 2011 DOI ↗
  • DASECount: Domain-Agnostic Sample-Efficient Wireless Indoor Crowd Counting via Few-Shot Learning 2023 DOI ↗
  • Keystroke Recognition Using WiFi Signals 2015 DOI ↗
  • SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing 2023 DOI ↗
  • Channel State Information (CSI) Amplitude Coloring Scheme for Enhancing Accuracy of an Indoor Occupancy Detection System Using Wi-Fi Sensing 2024 DOI ↗
  • On CSI and Passive Wi-Fi Radar for Opportunistic Physical Activity Recognition 2022 DOI ↗
  • Towards Energy Efficient Wireless Sensing by Leveraging Ambient Wi-Fi Traffic 2024 DOI ↗
  • A Non Intrusive Human Presence Detection Methodology Based on Channel State Information of Wi-Fi Networks 2023 DOI ↗
  • CrossSense: Towards Cross-Site and Large-Scale WiFi Sensing 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 ↗
  • OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors 2022 DOI ↗
  • Human Activity Recognition via Wi-Fi and Inertial Sensors With Machine Learning 2024 DOI ↗
  • Device-Free Passive Identity Identification via WiFi Signals 2017 DOI ↗
  • Device-Free Passive Identity Identification via WiFi Signals 2017 DOI ↗
  • Device-Free Passive Identity Identification via WiFi Signals 2017 DOI ↗
  • Device-Free Passive Identity Identification via WiFi Signals 2017 DOI ↗
  • A Survey on Green Wireless Sensing: Energy-Efficient Sensing via WiFi CSI and Lightweight Learning 2026 DOI ↗
  • SDP: A Unified Protocol and Benchmarking Framework for Reproducible Wireless Sensing 2026 DOI ↗
  • CSI-Chain: A Complete End-to-End Framework for WiFi CSI Sensing 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 ↗
  • Deep Learning-Enhanced Human Sensing with Channel State Information: A Survey 2026 DOI ↗