No cabling
Mount the sensor, pair it with the gateway, done — retrofit without shutting the line.
Deployment · wireless
Conceptual wireless architecture. Validate RF range, wall penetration, interference, gateway count, protocol support, and lifecycle with a site survey.
Every SensorDataFabrics node runs on a standard Beckhoff industrial PC — CX9240 to C6030 — with TwinCAT and EtherCAT underneath. If we disappeared tomorrow, your hardware, spares and support contracts would still come from a global automation vendor you can already buy from.
Retrofit coverage across assets that were never worth trenching for — with the same edge intelligence.
No cabling
Mount the sensor, pair it with the gateway, done — retrofit without shutting the line.
LoRaWAN
Long-range ChirpStack network server running on your own edge host.
Raw waveform
VibraSens wireless sensors still capture raw data — duty-cycled, fewer points per capture.
Lowest cost/point
No acquisition card per channel, so more assets fit the same budget.
Sensor to plant system, with the network server inside your own plant.
Battery-powered wireless accelerometers, magnet or stud mounted on the asset.
Long-range radio link across the plant — no home-run cabling, no conduit work.
The network server runs on your edge host, so payloads never transit a vendor cloud.
Same Linux stack: alarms, DSP, AI scoring, storage and egress. Physical I/O optional.
The autoencoder runs on every reporting interval; when it flags an asset, pull the logged captures and diagnose with the full post-processing suite.

Duty-cycled captures are buffered on the sensor and forwarded to the node — the evidence is there when the AI points at it, even across kilometers of LoRaWAN.
The autoencoder learns each machine's normal from duty-cycled raw waveform captures — fewer points than wired, same learning loop, no expert setup.
Stress Index climbs through Watch → Warning → Danger. The edge HMI raises the alarm at the next reporting cycle — no cloud round trip.
Pull the logged captures around the event and run the same post-processing toolkit — FFT, envelope, cepstrum — on the raw data.
Post-processing toolkit — on demand, on the recorded data
FFT spectrum
harmonics, BPFO / BPFI lines
STFT waterfall
how the spectrum evolved
Power spectral density
broadband energy
Demodulation
envelope, early bearing defects
Cepstrum
sideband families, gear mesh
Spectral kurtosis
where the impulsiveness lives
Time domain
the raw waveform itself
Identical services to a wired node — the difference is data density, not features.
RMS, Peak and Kurtosis per reporting interval, checked against ISO 10816-3 bands at the edge.
FFT, STFT, power density, envelope demodulation and spectral kurtosis on duty-cycled raw captures — fewer points than wired, same tools.
The same autoencoder Machine Stress Index (0–100) with Watch / Warning / Danger stages, trained on the IPC.
Local time-series database, outage buffering, and northbound OPC UA, MQTT, Modbus TCP or HTTPS.
Same HTTPS web HMI, RBAC, edge health, live logs and offline update with rollback.
Optional cloud aggregation, entirely optional and not required to run the edge.
Wireless is not a lesser product — it is a different data budget.
Raw waveform
Yes — duty-cycled captures on demand or on schedule
Deep DSP
Yes — fewer points per capture than a wired channel
Continuous streaming
No — reporting intervals, not a permanent stream
Physical I/O reaction
Optional, slower than the sub-second wired path
Acquisition hardware
Gateway only — no per-channel DAQ card
A wireless sensor costs about half the compute of a wired channel, so the same IPC covers twice the assets.
with DSP + AI metrics only
| IPC | Metrics only | DSP + AI | Role |
|---|---|---|---|
| CX9240 | 48 | 29 | Compact DIN-rail embedded PC |
| C6015 | 96 | 57 | Ultra-compact industrial PC |
| C6025 | 144 | 86 | Modular industrial PC |
| C6030 | 192 | 114 | High-performance industrial PC |
EtherCAT millisecond control where you need wires. LoRaWAN miles of range where you don't.