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Recent Trends, Developments, and Emerging Technologies towards Sustainable Intelligent Machining: A Critical Review, Perspectives and Future Directions

Journal

SUSTAINABILITY
Volume 15, Issue 10, Pages -

Publisher

MDPI
DOI: 10.3390/su15108298

Keywords

machine tools; intelligent machining; emerging technologies; artificial intelligence; machine learning; tool condition monitoring; optimization; chatter

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Intelligent manufacturing is a crucial element of the modern industrial revolution, enabled by advancements in information technology and artificial intelligence. This paper focuses on the global machine tool market, the application of artificial intelligence in machining operations, and future challenges for the industry.
Intelligent manufacturing is considered among the most important elements of the modern industrial revolution, which includes digitalization, networking, and the development of the intelligent manufacturing industry. With the progressive development of modern information technology, particularly the new generation of artificial intelligence (AI) technology, many new opportunities are coming into existence for intelligent machine tool (IMT) development. Intelligent machine tools offer diverse advantages, including learning and optimizing machining processes, error compensation, energy savings, and failure prevention. The paper focuses on the machine tool market in terms of global production, the leading machine tool-producing countries, and the leading countries' market share in machine tool production. Moreover, the usage of various artificial intelligence techniques in intelligent machining operations is also considered in this comprehensive review, including machining parameter optimization, tool condition monitoring (TCM), and chatter vibration management of intelligent machine tools. Furthermore, future challenges for the machine tool industry are also highlighted.

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