Intelligent Computer Numerical Control unit for machine tools

TL;DR

This paper introduces an advanced CNC control unit with integrated neural network capabilities that automatically generates NC programs from 3D models without operator intervention, enhancing automation in machining processes.

Contribution

It presents a novel CNC control unit with embedded neural network for automatic NC program generation from 3D models, reducing manual programming effort.

Findings

Neural network successfully generates NC programs for various machining operations.

The system operates automatically without operator intervention.

Integration with CAD/CAM enhances overall machining efficiency.

Abstract

The paper describes a new CNC control unit for machining centres with learning ability and automatic intelligent generating of NC programs on the bases of a neural network, which is built-in into a CNC unit as special device. The device performs intelligent and completely automatically the NC part programs only on the bases of 2D, 2,5D or 3D computer model of prismatic part. Intervention of the operator is not needed. The neural network for milling, drilling, reaming, threading and operations alike has learned to generate NC programs in the learning module, which is a part of intelligent CAD/CAM system.