Vibration Analysis Explained: From Raw Signals to Machine Health
A practical guide to vibration analysis: sensors, sampling, FFT, bearing fault frequencies and envelope analysis, worked through with real public test data.
Technology
Technology articles from AFFERENT on multimodal sensing, edge intelligence and the cloud architecture behind machine health.
Technology articles
Failure Has a Signature: Understanding the Signals Machines Produce
Machines rarely fail without warning. Heat, vibration, sound and electrical change appear in a typical order, and reading them early is the whole game.
What Is Machine Health Intelligence?
Machine Health Intelligence means reading a machine's signals against its own normal to find faults early and advise action. A definition, with its basis.
From Sensor Data to Decisions: How Edge Intelligence Works
How edge intelligence works on a machine: acquisition, conditioning, feature extraction, local inference, decisions and cloud sync, and what gets thrown away.
What Is Physical AI? A Practical Guide to Intelligence Beyond the Screen
Physical AI takes input from sensors and acts in the real world. A guide to its four families, the loop every system runs, and its uses in industry today.