Complete end-to-end WiFi CSI capture pipeline verified on real hardware: - ESP32-S3 firmware: WiFi STA + promiscuous mode CSI collection, ADR-018 binary serialization, UDP streaming at ~20 Hz - Rust aggregator CLI binary (clap): receives UDP frames, parses with Esp32CsiParser, prints per-frame summary (node, seq, rssi, amp) - UDP aggregator module with per-node sequence tracking and drop detection - CsiFrame bridge to detection pipeline (amplitude/phase/SNR conversion) - Python ESP32 binary parser with UDP reader - Presence detection confirmed: motion score 10/10 from live CSI variance Hardware verified: ESP32-S3-DevKitC-1 (CP2102, MAC 3C:0F:02:EC:C2:28), Docker ESP-IDF v5.2 build, esptool 5.1.0 flash, 20 Rust + 6 Python tests pass. Co-Authored-By: claude-flow <ruv@ruv.net>
4.5 KiB
ESP32-S3 CSI Node Firmware (ADR-018)
Firmware for ESP32-S3 that collects WiFi Channel State Information (CSI) and streams it as ADR-018 binary frames over UDP to the aggregator.
Verified working with ESP32-S3-DevKitC-1 (CP2102, MAC 3C:0F:02:EC:C2:28) streaming ~20 Hz CSI to the Rust aggregator binary.
Prerequisites
| Component | Version | Purpose |
|---|---|---|
| Docker Desktop | 28.x+ | Cross-compile ESP-IDF firmware |
| esptool | 5.x+ | Flash firmware to ESP32 |
| ESP32-S3 board | - | Hardware (DevKitC-1 or similar) |
| USB-UART driver | CP210x | Silicon Labs driver for serial |
Quick Start
Step 1: Configure WiFi credentials
Create sdkconfig.defaults in this directory (it is gitignored):
CONFIG_IDF_TARGET="esp32s3"
CONFIG_ESP_WIFI_CSI_ENABLED=y
CONFIG_CSI_NODE_ID=1
CONFIG_CSI_WIFI_SSID="YOUR_WIFI_SSID"
CONFIG_CSI_WIFI_PASSWORD="YOUR_WIFI_PASSWORD"
CONFIG_CSI_TARGET_IP="192.168.1.20"
CONFIG_CSI_TARGET_PORT=5005
CONFIG_ESPTOOLPY_FLASHSIZE_4MB=y
Replace YOUR_WIFI_SSID, YOUR_WIFI_PASSWORD, and CONFIG_CSI_TARGET_IP
with your actual values. The target IP is the machine running the aggregator.
Step 2: Build with Docker
cd firmware/esp32-csi-node
# On Linux/macOS:
docker run --rm -v "$(pwd):/project" -w /project \
espressif/idf:v5.2 bash -c "idf.py set-target esp32s3 && idf.py build"
# On Windows (Git Bash — MSYS path fix required):
MSYS_NO_PATHCONV=1 docker run --rm -v "$(pwd -W)://project" -w //project \
espressif/idf:v5.2 bash -c "idf.py set-target esp32s3 && idf.py build"
Build output: build/bootloader.bin, build/partition_table/partition-table.bin,
build/esp32-csi-node.bin.
Step 3: Flash to ESP32-S3
Find your serial port (COM7 on Windows, /dev/ttyUSB0 on Linux):
cd firmware/esp32-csi-node/build
python -m esptool --chip esp32s3 --port COM7 --baud 460800 \
--before default-reset --after hard-reset \
write-flash --flash-mode dio --flash-freq 80m --flash-size 4MB \
0x0 bootloader/bootloader.bin \
0x8000 partition_table/partition-table.bin \
0x10000 esp32-csi-node.bin
Step 4: Run the aggregator
cargo run -p wifi-densepose-hardware --bin aggregator -- --bind 0.0.0.0:5005 --verbose
Expected output:
Listening on 0.0.0.0:5005...
[148 bytes from 192.168.1.71:60764]
[node:1 seq:0] sc=64 rssi=-49 amp=9.5
[276 bytes from 192.168.1.71:60764]
[node:1 seq:1] sc=128 rssi=-64 amp=16.0
Step 5: Verify presence detection
If you see frames streaming (~20/sec), the system is working. Walk near the ESP32 and observe amplitude variance changes in the CSI data.
Configuration Reference
Edit via idf.py menuconfig or sdkconfig.defaults:
| Setting | Default | Description |
|---|---|---|
CSI_NODE_ID |
1 | Unique node identifier (0-255) |
CSI_TARGET_IP |
192.168.1.100 | Aggregator host IP |
CSI_TARGET_PORT |
5005 | Aggregator UDP port |
CSI_WIFI_SSID |
wifi-densepose | WiFi network SSID |
CSI_WIFI_PASSWORD |
(empty) | WiFi password |
CSI_WIFI_CHANNEL |
6 | WiFi channel to monitor |
Firewall Note
On Windows, you may need to allow inbound UDP on port 5005:
netsh advfirewall firewall add rule name="ESP32 CSI" dir=in action=allow protocol=UDP localport=5005
Architecture
ESP32-S3 Host Machine
+-------------------+ +-------------------+
| WiFi CSI callback | UDP/5005 | aggregator binary |
| (promiscuous mode)| ──────────> | (Rust, clap CLI) |
| ADR-018 serialize | ADR-018 | Esp32CsiParser |
| stream_sender.c | binary frames | CsiFrame output |
+-------------------+ +-------------------+
Binary Frame Format (ADR-018)
Offset Size Field
0 4 Magic: 0xC5110001
4 1 Node ID
5 1 Number of antennas
6 2 Number of subcarriers (LE u16)
8 4 Frequency MHz (LE u32)
12 4 Sequence number (LE u32)
16 1 RSSI (i8)
17 1 Noise floor (i8)
18 2 Reserved
20 N*2 I/Q pairs (n_antennas * n_subcarriers * 2 bytes)
Troubleshooting
| Symptom | Cause | Fix |
|---|---|---|
| No serial output | Wrong baud rate | Use 115200 |
| WiFi won't connect | Wrong SSID/password | Check sdkconfig.defaults |
| No UDP frames | Firewall blocking | Add UDP 5005 inbound rule |
| CSI callback not firing | Promiscuous mode off | Verify esp_wifi_set_promiscuous(true) in csi_collector.c |
| Parse errors in aggregator | Firmware/parser mismatch | Rebuild both from same source |