Gear Grinding Monitoring based on Deep Convolutional Neural Networks
Sign Up to like & getrecommendations! Published in 2020 at "IFAC-PapersOnLine"
DOI: 10.1016/j.ifacol.2020.12.2768
Abstract: Abstract Grinding plays a vital role in modern gear manufacturing industry while the need for high quality products is continuously increasing. A methodology for gear grinding monitoring, exploiting the power of Deep Learning architectures and… read more here.
Keywords: methodology; deep convolutional; convolutional neural; gear grinding ... See more keywords
Surface residual stress distribution for face gear under grinding with a long-radius disk wheel
Sign Up to like & getrecommendations! Published in 2019 at "International Journal of Mechanical Sciences"
DOI: 10.1016/j.ijmecsci.2019.06.004
Abstract: Abstract Face gear transmission has been widely used because of its unique technical advantages. The residual stress of a tooth surface after grinding is the key factor affecting the surface quality of gear teeth. To… read more here.
Keywords: face gear; residual stress; stress; long radius ... See more keywords
The effect of radial infeed on surface integrity in dry generating gear grinding for industrial production of automotive transmission gears
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Manufacturing Processes"
DOI: 10.1016/j.jmapro.2019.07.006
Abstract: Abstract Reducing the environmental impact of machining processes is one of the greatest challenges facing mass production today. Nowadays, grinding represents the last step in the gear production chain and is the only process still… read more here.
Keywords: dry generating; radial infeed; surface; production ... See more keywords
Physics-based vibration feature for detecting eccentric workpiece/runout faults during continuous generating gear grinding processes
Sign Up to like & getrecommendations! Published in 2021 at "Mechanical Systems and Signal Processing"
DOI: 10.1016/j.ymssp.2020.107536
Abstract: Abstract Continuous generating gear grinding is a well-established and widely used process in the industry for large-scale production gears. It offers an economic/efficient process for finishing gears, which shapes the micro-geometry of the gear tooth… read more here.
Keywords: workpiece; feature; gear grinding; vibration ... See more keywords