An orchestrated SDR scanner
Project description
gamutRF
An SDR orchestrated scanner and collector.
gamutRF is a system enabling a compact network of one or more modest machines (such as Pi4s), each with their own USB SDR (such as an Ettus B200mini or a BladeRF XA9), to operate collectively as a configurable wideband scanner and I/Q sample recorder.
A gamutRF system comprises an "orchestrator" machine which typically runs at least one scanner service (typically scanning 0.1GHz to 6GHz in 30s) and the sigfinder service, which then can command potentially many gamutRF "workers" to make I/Q sample recordings for later analysis. sigfinder can command multiple scanners which can be on the same machine or be connected over a network.
gamutRF provides tools to work with I/Q sample recordings, and to also record GPS location/compass metadata for the system itself. gamutRF typically runs on networks of Raspberry Pi4s, but can also run on x86 machines, and is based on gnuradio.
See also instructions on how to build a gamutRF system.
Scanner theory of operation
gamutRF's scanner container connects to a local SDR and sweeps over a configured frequency range or ranges collecting samples. The samples are sent an FFT block, and then to a streaming retuning gnuradio block, which aggregates and then serves the frequency-annotated FFT points as JSON objects over ZMQ to the "sigfinder" container (see below) and also commands the source SDR block to retune to a new frequency in the range when enough FFT points have been accumulated.
The sigfinder container consumes these FFT points over ZMQ (potentially from many scanners), does some noise processing (correcting FFT points to be in frequency order, computing mean power over 10kHz, and then a rolling mean over 1MHz) and then submits them to scipy.signals.find_peaks.
If workers have been provisioned, the sigfinder will then command the workers to make an approximately 10 second I/Q recording at approximately 20Msps of each signal. Each signal peak is assigned a 20MHz bin, which means that if a signal is repeatedly detected with some frequency variation, the assigned recording bin will be constant, and if multiple signals are detected within 20MHz they can be collected simultaneously. A worker by default records at a higher sample rate than the bin size, so that 20MHz signal margins can be recorded.
As there will almost certainly be more signals than workers available, sigfinder will prioritize signals that it least often observed over a configurable number of scanner cycles. It is possible to configure this to off
so that the recording choice will be random. It is also possible to configure the workers to tell the sigfinder to exclude that worker from certain frequency ranges (if for example the worker SDR cannot handle some part of the frequency spectrum scanned).
Operating gamutRF
See the build doc
SDR/scanner/sigfinder command line options
While there are other options, these options primarily influence gamutRF's scanner functionality.
scanner
Option | Description |
---|---|
--freq-start and --freq-end | Start and end of frequency range to scan in Hz |
--tuning_ranges | Overrides --freq-start and --freq-end if present. A comma separated list of ranges in Hz to scan, for example 2.2e9-2.6e9,5.1e9-5.9e9 |
--igain | SDR input gain in dB |
--samp-rate | Number of samples/sec |
--tuneoverlap | For each retune interval, advance center frequency by N * --samp_rate |
--sweep-sec | Attempt to sweep frequency range within N seconds (effectively, best guess for --tune-step-fft) |
--tune-step-fft | Overrides --sweep-sec if present. Retune to next interval every N FFT points |
--skip-tune-step | Discard N FFT points after retuning |
--nfft | Number of FFT points |
--write_samples | If > 0, write N samples to disk after retuning, in --sample_dir as a zstd compressed file |
--description | Optionally provide text description along with streaming scanner updates, to the sigfinder |
sigfinder
Option | Description |
---|---|
--width | Minimum width of a peak to be detected in 0.01MHz increments (passed to scipy find_peaks()) |
--prominence | Minimum prominence of a peak to be detected (passed to scipy find_peaks()) |
--threshold | Minimum threshold in dB of a peak to be detected (passed to scipy find_peaks()) |
--bin_width | Bin width in MHz |
--history | Number of scanner cycles over which to prioritize recording of least often observed peaks |
--record_bw_msps | Number of samples per second in units of 1024^2 (generally larger than bin size to record signal margins) |
--record_secs | Length of time to record I/Q samples in seconds |
--fftlog | Log raw output of CSV to this file, which will be rotated every --rotatesecs |
--fftgraph | Graph the most recent FFT signal and peaks to this PNG file (will keep the last --nfftgraph versions) |
--scanners | Comma separated list of scanner ZMQ endpoints to use, for example --scanners=127.0.0.1:8001,127.0.0.1:9002 |
Running multiple radios on the same machine
gamutRF supports the use of multiple radios on the same machine, whether for scanning or recording. When using multiple Ettus SDRs, assign a specific radio to a specific container by specifying the serial
UHD driver argument. To list all connected Ettus radios, run uhd_find_devices
. Then add the --sdrargs
argument to the specific container. For example, --sdrargs num_recv_frames=960,recv_frame_size=16360,type=b200,serial=12345678
.
Manually initiating worker actions
The orchestrator has a web interface on port 80. You can use this to command a worker to start an I/Q sample recording or start a RSSI stream.
Working with worker I/Q recordings
Workers make recordings that are compressed with zstandard, and are typically in complex number, int16 format, and include the center frequency and sample rate that the recording was made with. gamutRF tools can generally work with such files directly, but other tools require the recordings to be converted (see below).
Generating a spectrogram of a recording
gamutRF provides a tool to convert a recording or directory of recordings into a spectrogram. For example, to convert all I/Q recordings in /tmp:
docker run -ti -v /tmp:/tmp iqtlabs/gamutrf gamutrf-specgram /tmp
Use the --help
option to change how the spectogram is generated (for example, to change the sample rate).
Translating recordings to "gnuradio" format
Most SDR tools by convention take an uncompressed raw binary file as input, of gnuradio type complex. The user must explicitly specify to most SDR tools what sample rate the file was made at to correctly process it. gamutRF provides a tool that converts a gamutRF I/Q recording (which may be compressed) to an uncompressed binary file. For example:
docker run -v /tmp:/tmp -ti iqtlabs/gamutrf gamutrf-samples2raw /tmp/gamutrf_recording_ettus_directional_gain70_1234_100000000Hz_20971520sps.s16.zst
Reviewing a recording interactively in gqrx
gqrx is a multiplatform open source tool that allows some basic SDR operations like visualizing or audio demodulating an I/Q sample recording (see the github releases page, for a MacOS .dmg file). To use gqrx with a gamutRF recording, first translate the recording to gnuradio format (see above). Then open gqrx.
- Select
Complex Sampled (I/Q) File
- Set
Input rate
to be the same as the gamutRF sample rate (e.g. from the recording file name,gamutrf_recording_ettus_directional_gain70_1234_100000000Hz_20971520sps.raw
, setInput rate
to 20971520, and also editrate=
inDevice string
to be 20971520) - Set
Bandwidth
to 0 - Edit
Device string
to set thefile=
to be the path to the recording. - Set
Decimation
to None. - Finally select
OK
and thenplay
from the gqrx interface to watch the recording play.
Reducing recording sample rate
You may want to reduce the sample rate of a recording or re-center it with respect to frequency (e.g. to use another demodulator tool that doesn't support a high sample rate). gamutRF provides the freqxlator
tool to do this.
- Translate your gamutRF recording to gnuradio format (see above).
- Use
freqxlator
to create a new recording at a lower sample rate, potentially with a different center frequency.
For example, to reduce a recording made with gamutRF's default sample rate to 1/10th the rate while adjusting the center frequency down by 1MHz, use:
docker run -ti iqtlabs/gamutrf gamutrf-freqxlator --samp-rate 20971520 --center -1e6 --dec 10 gamutrf_recording_gain70_1234_100000000Hz_20971520sps.raw gamutrf_recording_gain70_1234_100000000Hz_2097152sps.raw
Demodulating AM/FM audio from a recording
gamutRF provides a tool to demodulate AM/FM audio from a recording as an example use case.
- Use the
freqxlator
tool to make a new recording at no more than 1Msps and has the frequency to be demodulated centered. - Use the
airspyfm
tool to demodulate audio to a WAV file.
For example, to decode an FM recording which must be at the center frequency of a recording:
docker run -v /tmp:/tmp -ti iqtlabs/gamutrf-airspyfm -m fm -t filesource -c filename=/tmp/gamutrf_recording_gain70_1234_100000000Hz_2097152sps.raw,raw,format=FLOAT,srate=2097152 -F /tmp/out.wav
Run:
docker run -ti iqtlabs/gamutrf-airspyfm -h
To view other options.
API access
gamutRF supports two separate APIs - for receiving scanner updates, and making scanner configuration changes.
- scanner update API: described in zmqreceiver.py. Receives real time scanner updates and config.
- scanner config API: allows RESTful updates to any CLI argument. Eg,
wget -O- "http://localhost:9001/reconf?freq_start=1e9&freq_end=2e9"
causes the scanner to reset and scan 1e9 to 2e9Hz. Any config change causes the scanner's gnuradio flowgraph to restart.
Scanner testing
Currently, the scanner gain
and sigfinder threshold
must be set manually for the general RF environment (e.g. noisy/many signals versus quiet/few signals).
To establish the correct values and to confirm the scanner is working, initiate a scan over the 2.2-2.6GHz range. As the 2.4GHz spectrum is very busy with legacy WiFi
and BlueTooth, the probability of seeing signals is high. If in an environment without BlueTooth or WiFi, an alternative is the FM broadcast band (88MHz to 108MHz).
To begin, commence scanning with just the scanner and sigfinder containers:
$ VOL_PREFIX=/tmp FREQ_START=2.2e9 FREQ_END=2.6e9 docker compose -f orchestrator.yml up gamutrf sigfinder
Watch for /tmp/fft.png
to appear, which should contain strong signals similar to this example:
If no or only small peaks appear which are not marked as peaks, increase gain
(e.g., from 40 to 45) until peaks are detected.
If no peaks appear still, check antenna cabling, or choose a different scan range where signals are expected in your environment.
If peaks appear but are consistently not marked, decrease theshold
(e.g. -25 to -35). If too many peaks are detected (noise detected as peaks), raise threshold.
Troubleshooting
Containers won't start using Ettus SDRs
[ERROR] [USB] USB open failed: insufficient permissions
Ettus SDRs download firmware and switch USB identities when first powered up. Restart the affected container to work around this.
[ERROR] [UHD] An unexpected exception was caught in a task loop.The task loop will now exit, things may not work.boost: mutex lock failed in pthread_mutex_lock: Invalid argument
UHD driver arguments num_recv_frames
or recv_frame_size
may be too high. The defaults are defined as ETTUS_ARGS in utils.py. Try reducing one or both via --sdrargs
. For example, --sdrargs num_recv_frames=64,recv_frame_size=8200,type=b200
.
Scanner with Ettus SDR shows implausible low power at approx 100MHz intervals
Ettus radios may need extra time to produce good data when being retuned rapidly by the scanner. Try adding --skip-tune-step=1024
to the scanner command line and increase the value until the power dips disappear. This parameter will slow down the scan speed.
"O"s or warnings about overflows in SDR containers
- Ensure your hardware can support the I/Q sample rate you have configured (gamutRF has been tested on Pi4 at 20Msps, which is the default recording rate). Also ensure your recording medium (e.g. flash drive, USB hard disk) is not timing out or blocking.
- If using a Pi4, make sure you are using active cooling and an adequate power supply (no CPU throttling), and you are using a "blue" USB3 port.
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