Predictive maintenance
Read the early signs of motor failure
and cut unplanned downtime
Why it matters
Calendar-based maintenance either discards parts that still have life left, or misses the sudden failure between service intervals. Time is a poor proxy for the actual condition of a machine.
But walking the floor to take readings by hand, or wiring a sensor to every machine, is its own cost.
Data and signals
What predictive maintenance actually predictsHow Refinery solves it
Attach a wireless sensor
Mount the sensor on the motor - no conduit, no wiring work. It sends 3-axis vibration and temperature over LoRaWAN in real time. Installation is simple enough to fit equipment that is already running.
Judge against ISO 20816
3-axis vibration is evaluated against the international standard (ISO 20816), so you can see at a glance whether a machine is normal or needs attention.
Catch the trend, not the spike
Anomalies are read from the trend rather than a single reading, which cuts false alarms and alert fatigue while catching early signs sooner.
Act on evidence
AI proposes a likely cause and the next action, together with the data and history behind it.
Start without wiring, using the WISE-2410 wireless sensor
Mounting is all it takes. The Advantech WISE-2410 wireless vibration sensor measures 3-axis vibration and temperature, and the WISE-6610 gateway collects it over LoRaWAN. With no wiring work, installation stays simple, the battery lasts, and the hardware holds up in harsh industrial conditions.
- No wiring · mount-on install
- LoRaWAN wireless · up to 5 km
- Up to 2-year battery life
- Built-in 3-axis accelerometer + temperature
- ISO 20816 vibration assessment
- IP66 · −20 to 85°C
Related use cases
Bring scattered sensors into one structure
and read anomalies together.
Know when, where and how much you use,
and cut cost and risk.
Catch power quality faults you cannot see,
in real time, on the record.
Bring the whole plant’s energy into one view
and cut waste and emissions together.
Find the hidden waste and the peaks,
and do the same work for less.
Read what the process data is signalling
and catch defects before they finish.
FAQ
What is predictive maintenance?
before it happens, so servicing happens only when it is needed.
Unlike preventive maintenance on a fixed calendar, it acts on actual condition, which cuts needless stoppages and cost.
Can I start predictive maintenance with a wireless vibration sensor?
collects 3-axis vibration and temperature, and sends it to a gateway over LoRaWAN.
That makes it quick to cover rotating equipment where running cable is difficult.
How do you do predictive maintenance on a motor?
A vibration spectrum reveals bearing wear · shaft misalignment · imbalance,
and reading the current alongside it catches load faults and insulation degradation early.
Can predictive maintenance be applied to existing equipment?
Refinery weaves the scattered data into an ontology and explains the cause with the equipment history behind it.
