Machine learning-enhanced process optimization for exit burr minimization in inclined micro dimple milling: A multi-model ensemble approach with uncertainty quantification
Sign Up to like & getrecommendations! Published in 2025 at "Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering"
DOI: 10.1177/09544089251396678
Abstract: Unwanted material edges or burrs seriously reduce the quality of tiny surface dimples in automotive and aerospace parts. This study creates a computer-based system to optimize angled micro dimple machining by combining several prediction methods… read more here.
Keywords: process; machine learning; micro dimple; prediction ... See more keywords
Through-mask electrochemical machining of micro-dimple arrays with synchronization of power switching and cathode movements
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DOI: 10.1177/16878132251356005
Abstract: Micro-dimple arrays with specific shapes and dimensions are crucial for reducing wear and vibration. Through-mask electrochemical machining (TMECM) using flexible cathodes removes materials based on anodic dissolution and allows for efficient processing of large-area micro-dimple… read more here.
Keywords: dimple arrays; machining; micro; micro dimple ... See more keywords
Numerical investigation of the tribological performance of micro-dimple textured surfaces under hydrodynamic lubrication
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DOI: 10.3762/bjnano.8.232
Abstract: Surface texturing is an important approach for controlling the tribological behavior of friction pairs used in mechanical and biological engineering. In this study, by utilizing the method of three-dimensional computational fluid dynamics (CFD) simulation, the… read more here.
Keywords: hydrodynamic lubrication; micro dimple; friction; tribological performance ... See more keywords