---
publication_id: "OT-2026-000000422"
title: "Recommendation system and method for cutter and coating combination based on workpiece parameters"
published_at: "2026-09-15T19:02:51.941144Z"
canonical_url: "https://opentechnical.org/p/OT-2026-000000422"
categories:
  - "sensors-controls-machine-vision/industrial-control"
keywords:
  - "g05b19/41885"
  - "g05b19/41875"
---

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

## 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.