Data stability analysis of different types of intelligent toolholders

Data stability and validity directly affect subsequent analysis and the determination of machining parameters in actual machining. Therefore, the real-time performance and stability of the presented synchronous dynamic data are extremely important technical indicators for evaluating the functionality of an intelligent toolholder.

During the research process, drilling operations were conducted under identical machining parameters using a piezoelectric sensor-based intelligent toolholder, a strain sensor-based intelligent toolholder, and the toolholder developed by our entity, namely iKIT wireless extrasensory toolholder. To facilitate data comparison, the tests for all three tool holders utilized new tools, specifically step drill bits with a diameter of 4.5-8 mm, and the spindle speed for drilling was uniformly set at 750 rpm.

Piezoelectric sensor-based intelligent toolholder Strain sensor-based intelligent toolholder iKIT wireless extrasensory toolholder
Type Piezoelectric sensor Strain sensor
Principle When force is applied to a piezoelectric crystal, it generates a change in charge. This charge is detected by a charge amplifier and is directly proportional to the applied force. When force is applied to the elastic material, the load causes minute deformation of the material, resulting in a change in the strain gauge resistance value. Consequently, the output voltage after bridge connection is proportional to the applied force.
Measurement Fx, Fy, Fz, Mz Fz, Mz, Bx, By
Frequency 10 K 2.5 K 2.048 K
Maximum rotational speed 16000 rpm 18000 rpm 20000 rpm
Decoupling < 5% FSO high crosstalk < 5% FSO
Temperature shift Fz is clearly Fz is clearly barely
Data loss No loss High packet loss rate No loss
Transmission distance 5 m 5 m 400 m (unobstructed)

For Piezoelectric sensor-based intelligent toolholder:

  • While its sensitivity is indeed high, the extremely high sampling frequency during machining causes excessive data fluctuations, making it difficult for users to extract meaningful information and hindering subsequent analysis;
  • Significant drift in Fz was observed before and after the experiment, amounting to approximately 7 N;

For Strain sensor-based intelligent toolholder:

  • The baseline noise in the raw data is excessively high, with measurement processes affected by noise interference from the machine tool spindle drive system. The fluctuation ranges for Fz and M reach ±40 N and ±0.4 Nm, respectively. Users must perform smoothing or filtering to extract valid data, indicating significant uncertainty in data authenticity and measurement error.
  • Significant Fz drift of up to 40 N was observed before and after the experiment;
  • Excessive noise in Bx and By data obscured dynamic cutting changes, rendering the polar plot view non-referential.

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