OPENTECHNICAL PUBLICATION
OT-2026-000000422

Recommendation system and method for cutter and coating combination based on workpiece parameters

Published: 2026-09-15T19:02:51.941144Z
Permanent URL: https://opentechnical.org/p/OT-2026-000000422
Categories: Sensors, Controls & Machine Vision > Industrial Control

------------------------------------------------------------------------

ABSTRACT

Recommendation system and method for cutter and coating combination based on
workpiece parameters are provided. The system comprises: an experiment module,
configured for collecting machining performance data including cutter
characteristic data and cutting performance data of workpiece; a
prediction-model-establishment module, configured for establishing a
performance-prediction model; a simulation module, configured for randomly
combining parameters to generate individuals in an initial population, and
inputting the individuals into the trained performance-prediction model to
obtain data; a data-processing module, configured for processing the data to
obtain a life-evaluation coefficient, a quality-evaluation coefficient, and a
comprehensive evaluation coefficient; an iterative optimization module,
configured for iteratively optimizing the initial population through a genetic
algorithm based on minimization of the comprehensive evaluation coefficient;
and extracting an optimal value of cutter parameters and an optimal value of
coating parameters; and a recommendation module, configured for selecting an
optimal combination and recommending to a user.

------------------------------------------------------------------------

OpenTechnical publication OT-2026-000000422
Published 2026-09-15T19:02:51.941144Z
https://opentechnical.org/p/OT-2026-000000422