Category: 3D Print

A Proof of Concept for Machine Learning–Based Condition Monitoring on an Embedded Device

Post author By mominux
Post date January 28, 2026
Categories In 3D Print, embedded platforms
2 Comments on A Proof of Concept for Machine Learning–Based Condition Monitoring on an Embedded Device

In this project, I used Edge Impulse to implement an end-to-end prototype for motor condition monitoring using vibration analysis and machine learning, from raw data collection to live inference running directly on embedded hardware. The primary goal was not to build a large or complex system, but to create an initial prototype that allows the […]

Enclosure for BeagleBone AI-64

Post author By mominux
Post date September 8, 2025
Categories In 3D Print, blog post

I’ve been using a BeagleBone AI-64 for my hobby projects for a while. I decided to stick with this board as long as I can—no extra budget for new hardware and not much room for more gear. The first step was to build an enclosure (case). I searched Amazon but couldn’t find anything suitable. One […]