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AI Vehicle PREDICTIVE MAINTENANCE

Electronics For You

|

April 2025

Modern vehicle engines emit distinct sounds when operating normally or malfunctioning.

- ASHWINI KUMAR SINHA

AI Vehicle PREDICTIVE MAINTENANCE

Al-driven continuous monitoring detects abnormalities early, preventing costly breakdowns. This system leverages Google Teachable Machine to train an AI model to differentiate between normal and faulty engine sounds. Designed for predictive maintenance, the system offers a low-cost, efficient solution.

Teachable machine model

A machine learning model is trained to recognise normal and abnormal engine sounds. It runs in a browser, continuously monitoring the engine’s sound. If an anomaly is detected, it immediately triggers an alert.

When the AI model detects an abnormal condition, it sends an HTTP request to the IndusBoard Coin. The IndusBoard Coin, acting as a web server, receives and processes the alert.

imageThe IndusBoard Coin hosts a webpage that visually displays the system status. If a fault is detected, the page turns red and shows an alert message. Simultaneously, the IndusBoard Coin activates a blinking LED as a warning indicator.

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