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Data-driven thermally-induced error compensation method of high-speed and precision five-axis machine tools

, 2020
The data-driven thermal error compensation method of high-speed and precision five-axis machine tools was proposed based on the homogeneous transformation. The compensation component was obtained by analyzing the error transmission chain of machine tools
Jialan Liu, Chi Ma, Shilong Wang
semanticscholar   +1 more source

Early Fault Detection of Machine Tools Based on Deep Learning and Dynamic Identification

IEEE transactions on industrial electronics (1982. Print), 2019
In modern digital manufacturing, nearly 79.6% of the downtime of a machine tool is caused by its mechanical failures. Predictive maintenance (PdM) is a useful way to minimize the machine downtime and the associated costs.
Bo Luo   +4 more
semanticscholar   +1 more source

Identification and compensation of geometric errors of rotary axes in five-axis machine tools through constructing equivalent rotary axis (ERA)

International Journal of Mechanical Sciences, 2019
This paper proposes a volumetric accuracy enhancement method of rotary axes in five-axis machine tools through constructing equivalent rotary axis (ERA).
Yang Liu   +3 more
semanticscholar   +1 more source

Interpreting Interpretability: Understanding Data Scientists' Use of Interpretability Tools for Machine Learning

International Conference on Human Factors in Computing Systems, 2020
Machine learning (ML) models are now routinely deployed in domains ranging from criminal justice to healthcare. With this newfound ubiquity, ML has moved beyond academia and grown into an engineering discipline.
Harmanpreet Kaur   +5 more
semanticscholar   +1 more source

A systematic development method for cyber-physical machine tools

Journal of manufacturing systems, 2018
Machine Tool 4.0 introduces a new generation of machine tools that are smarter, well connected, widely accessible, more adaptive and more autonomous. Cyber-Physical Machine Tools (CPMT), based on recent advancements of the Information and Communication ...
Chao Liu   +3 more
semanticscholar   +1 more source

Towards less energy intensive heavy-duty machine tools: Power consumption characteristics and energy-saving strategies

Energy, 2019
Energy conservation in manufacturing sector has received growing attention in an increasingly more carbon-restrained world due to the great concerns over climate change.
Zhendong Shang   +3 more
semanticscholar   +1 more source

Kinematic modeling and machining precision analysis of multi-axis CNC machine tools based on screw theory

Mechanism and Machine Theory, 2019
This paper presents the solution to evaluate and predict machining precision of a multi-axis computer numerical control (CNC) machine tool. The “function-motion-action” method is used to describe the motion relationships of a multi-axis CNC machine tool,
Bin Yang   +3 more
semanticscholar   +1 more source

Generalized actual inverse kinematic model for compensating geometric errors in five-axis machine tools

International Journal of Mechanical Sciences, 2018
Geometric errors of five-axis machine tools, i.e. position independent and position dependent geometric errors (PIGEs and PDGEs), should be compensated in order to improve the machining precision of workpieces.
Yang Liu   +4 more
semanticscholar   +1 more source

A Machine-Tool Design

SIAM Review, 1992
Summary: A real, practical problem in machine-tool design is a setting for graph theory, geometry, and discrete optimization.
Goldberg, M., Powers, D. L.
openaire   +1 more source

Machine Tools Mechatronic Analysis

Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 2006
High-speed machine tools show close interaction between the dynamic behaviour of the mechanical structure, drives, and numerical control. In order to support the designer of high-performance machines, a new analysis based on an integrated holistic mechatronic optimization technique is proposed and compared with the traditional approach.
Maj R, Modica F, Bianchi G
openaire   +4 more sources

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