✓ Validated on real hardware

Predictive Motor Maintenance

Detect early signs of motor degradation from vibration signatures using an LSTM sequence model.

by riff_team·Updated 2 weeks ago·Validated by 5 builders · 12 successful deployments · 4 riffs · 34 saves
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Predictive Motor Maintenance project photo
Project Photo
Predictive Motor Maintenance
Demo
Hardware
Enclosure
Riffs
What I made

An edge AI project you can build, run, and riff on real hardware.

Creator note

"Open for riffing — swap blocks, change inputs, retrain the model."

— riff_team

Application Blocks

INPUT
Vibration Sensor
PROCESSING
Fault Detection
OUTPUT
Log Event

Physical Parts

Riff + Modules
1×Riff Board
1×Vibration Sensor Module
Everything listed is required to recreate the finished project shown, unless marked Optional.

Project Lineage

BUILT FROM
Motor Vibration Baseline
THIS PROJECT
Predictive Motor Maintenance
RIFFS
Bearing Wear Alert
Fan Motor Health Variant
Factory Shift Monitor

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