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Application of machine learning in the precise and cost-effective self-compensation of the thermal errors of CNC machine tools – a review

Czwartosz Robert, Jedrzejewski Jerzy

Journal of Machine Engineering

2022

Vol. 22, No. 3

59--77

The current development of production engineering takes place through the innovative improvement of machine tools and machining processes at the constantly growing application of intelligent self-improvement functions. Machine learning opens up possibilities for machine tool self-improvement in real time. This paper discusses the state of knowledge relating to the application of machine learning for precise and cost-effective thermal error self-compensation. Data acquisition and processing, models and model learning and self-learning methods are also considered. Three highly effective error compensation systems (supported with machine learning) are analysed and conclusions and recommendations for future research are formulated.