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Per-cut features: what spindle current tells you about the tool, and what it doesn't

Current is cheap, robust and honest — and it is a proxy. Here is how to turn it into features you can trend, and where its limits are.

Toleron Engineering · 15 August 2026 · 6 min read

A current clamp on the spindle feed is the first sensor we put on any machine. It needs no controller interface, cannot be misconfigured into lying and costs a fraction of a dynamometer. It also measures the motor, not the cutting edge — which is why the features built on it have to be chosen with care.

What current tracks well

  • Engagement. The moment the tool enters the material is a clear step.
  • Load level and trend. RMS over a window inside the cut tracks the mechanical work. A rising RMS across identical cuts is the classic wear signature.
  • Rhythm. Cycle timing, dwell, air-cut ratio — utilisation without any controller data.

What it does not

  • Small-diameter tools and light finishing cuts can sit below the motor's no-load variation.
  • Spindle drive dynamics and belt or gear stages smooth and delay the signal.
  • Chipping and micro-fracture are often invisible in current and visible in acoustic emission.

Features that survive contact

Inside a gated window: RMS, mean, peak and standard deviation; band energies from the spectral feature operator where the spindle's electrical frequencies are known; and ratios against a reference cut. All of these are ordinary signals on the platform — trend them across parts, threshold them into a classification, record the full-rate window when a threshold trips, and only then consider a model.

Next step

Bring intelligence to your machines.

Connect existing CNC equipment without replacing the machine or the controller. We start with one machine, real data and an honest acceptance run.