Photo of ESPARGOS

ESPARGOS: ESP32-based WiFi sensing array

Develop and deploy WiFi sensing applications effortlessly: ESPARGOS is a phase-coherent ESP32 antenna array.

Channel State Information

ESPARGOS provides Channel State Information (CSI) estimated from the L-LTF and HT-LTF pilot symbols in real time. Viewed in frequency domain, CSI contains information about the phase shift and attenuation experienced by the OFDM subcarriers. After a fourier transform, CSI can be interpreted as a channel impulse response. ESPARGOS supports channel bonding, achieving a bandwidth of up to 40 MHz.

Power over Ethernet

Avoid the hassle of running separate data, power and signalling cables: ESPARGOS is controlled over Ethernet, provides a simple web interface for configuration and can be powered from a power over ethernet (PoE) switch / injector. This makes ESPARGOS easy to use and deployments are quick to set up.

Python Library

With pyespargos, there is an easy-to-use library to control one or multiple ESPARGOS devices. Configure ESPARGOS with the built-in web interface, and then easily stream channel state information to your application in real time. The python library comes with a collection of demo applications to get you started.

Demo Applications

MUSIC Spatial Spectrum

Use the MUSIC algorithm for angle of arrival estimation: Visualize spatial spectrum.

View Demo on GitHub

Combined Antenna Array

Combine multiple 2 × 4 ESPARGOS antenna arrays into one large phase-synchronous array.

View Demo on GitHub

Instantaneous Frequency-Domain CSI

Visualize the frequency-domain channel state information captured by all antennas.

View Demo on GitHub

Instantaneous Time-Domain CSI

Visualize the time-domain channel state information captured by all antennas.

View Demo on GitHub

Phases by Antenna

Visualize the received phase at each of the 2 × 4 antennas of the antenna array.

View Demo on GitHub

Received Phases over Time

Monitor the average received phase at all antennas as it changes over time.

View Demo on GitHub

Time of Arrival

Monitor the precise time of arrival of WiFi packets at each antenna array.

View Demo on GitHub

Camera Overlay

Show received WiFi signal power and delay as an overlay on top of a camera image.

View Demo on GitHub

Real-Time Indoor Localization Demo

With ESPARGOS, existing WiFi devices like smartphones, robots and other machines can be localized in indoor environments without requiring any changes to those devices. In line-of-sight environments, ESPARGOS can simply locate devices by triangulation. Channel Charting allows the system to locate devices even if there is no line-of-sight path between ESPARGOS and the end device. This application was publicly demonstrated at the Berlin 6G Conference 2024.

How to obtain ESPARGOS?

We have started to provide ESPARGOS devices to research groups and industry partners within the EU, but availability ist still extremely limited. We are currently working on scaling up production in spring / summer 2026, but many legal and some technical challenges are still being sorted out. If you would like to be notified when ESPARGOS becomes more widely available, please sign up for updates below. In the meantime, check out our public datasets!

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