Industrial Vibration Anomaly Detection with T1000-E

A card-sized tracker stuck to a machine learns what healthy vibration looks like and flags anything unusual on the device. Alerts reach staff phones over a LoRa mesh, with no SIM, Wi-Fi or mobile tower needed. It is for maintenance teams running pumps, compressors, blowers, conveyors and gearmotors in pump rooms, quarries and other sites with poor signal.

ManufacturingMining and utilities

Talk to an engineer See the hardware

Inside a plant room with pumps, large pipes and a yellow access ladder — Photo: Mbrickn, CC BY-SA 4.0, Wikimedia Commons. Shows the setting, not this installation.

< 15 ms: Time to compute vibration features on the device (vendor measured, setup not described)
< 1.2 s: From detection to first mesh broadcast (vendor measured)
~30 µA: Sleep current between wake-ups
1 to 1.5 years: Battery life at a 10 minute wake interval with hourly heartbeat (vendor figure)

Results reported by the design's authors on their own test setups. Yours depend on the site, so we confirm them in a pilot.

The problem

Why it matters.

Bearing and gear wear causes surprise downtime, especially at remote pumps and conveyors with no cellular coverage.

The flow

From signal to action.

01SenseAccelerometerThe tracker wakes on a timer and samples vibration on three axes.
02DecideOn-device featuresThe chip removes gravity and works out six vibration features such as RMS, kurtosis and crest factor.
03DecideBaseline checkThe features are compared with the healthy baseline learned during calibration to get an anomaly score.
04ConnectLoRa meshAn alert with the score and location is broadcast over Meshtastic and relayed hop by hop.
05PeoplePhone alertStaff carrying a paired tracker get a pop-up and buzzer alert in the Meshtastic app.
06RecordPlant systemsOptionally, a receiver node on a PC passes alerts to Node-RED, MQTT, a PLC or SCADA.

Deployment architecture

How it is wired.

The devices on site, what carries their data, where the decision is made and where the result goes.

01SenseOn site

SenseCAP Card Tracker T1000-E

02ConnectCarries the data

Meshtastic receiver node
Meshtastic
LoRaWAN

03Your systemsWhere results land

Cayenne LPP
ChirpStack
TTN
AWS IoT
Node-RED

How it works

Step by step.

01Stick the tracker to a rigid spot such as a bearing housing or gearbox casing with strong acrylic tape.
02Connect it to SenseCraft AI with the magnetic USB cable while the machine runs normally.
03Record about 10 seconds of healthy running to set the baseline and threshold.
04The tracker then wakes every 10 minutes, samples and scores the vibration.
05If the score crosses the threshold, it broadcasts an alert over the mesh to nearby phones.
06Recalibrate whenever the machine's running speed changes. No reflashing is needed.

The hardware

What goes on site.

Items we stock can go straight in the bag. Everything else we source and quote with the installation.

SenseCAP Card Tracker T1000-EVibration sensing, on-device scoring and LoRa radioSourced on quote
SenseCAP Card Tracker T1000-EPortable mesh node paired to a staff phoneSourced on quote
Meshtastic receiver nodeUSB-connected node on a PC that bridges alerts to plant systemsSourced on quote
Magnetic USB cableCharging and calibration linkSourced on quote

Before you install

A rigid, clean mounting surface on the machine and high-adhesion acrylic tape, not foam tape.
LoRa line of sight between nodes, or extra nodes to relay around obstacles.
A smartphone with the Meshtastic app for each person who should get alerts.
A laptop for calibration, done while the machine is known to be healthy.
Access to recharge the 700 mAh battery about once a year or so.

Good to know

It is not meant for vibration above 1000 Hz. That needs piezoelectric probes.
Not suited to long-term water immersion or soft foam mounts that damp vibration.
The baseline is only as good as the machine's health at calibration, and it must be redone if speed changes.
The page labels its figures as measured but does not say whether this was a lab bench or a live plant. Confirm the LoRa band for India (IN865) before ordering.

How we deliver it

Paper to site, one team.

01Site surveyWe walk the site, or review photos and drawings, and agree what to measure and where each device goes.
02PilotOne lane, one line or one room first. We tune it on your conditions and agree what good looks like.
03Roll outWe supply the hardware in India with GST invoices, install it, and connect it to the systems you already run.
04SupportSpares, remote checks and model updates, with one team to call when something changes.

Questions

Asked before buying.

Do we need mobile signal or Wi-Fi in the plant?

No. Alerts travel over a LoRa mesh straight to staff phones paired with their own tracker.

How long does the battery last?

The vendor quotes 1 to 1.5 years on the 700 mAh battery when waking every 10 minutes.

What if we change the motor speed?

Reconnect the tracker and record about 10 seconds of normal running. No firmware change is needed.

Want this on your site?

Tell us the site and the problem. We come back with a pilot plan and a priced hardware list.

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Multi-Protocol Industrial Gateway

Want this on your site?

Multi-Protocol Industrial Gateway