...Yongqiu Huang; Qinghua Zhang; Xinfa Shi; Lei Zhang Purpose This study aims to apply a transformer-based network to achieve language-guided interactive segmentation for the automated analysis of ferrography images, while also alleviating the high cost of manual annotation. Design/methodology...

... deterioration, further wear failure investigation was conducted by LaserNet Fines and ferrography to detect the imminent wear failure. Finally, with the assistance of elemental analysis of the typical wear particles, the root cause and worn components were determined by scanning electronic microscope and energy...

... Ferrography Convolutional neural network Semantic segmentation Wear particle analysis Wear particle recognition Wear particle analysis is an effective methodology to monitor wear status by analyzing wear particles from lubricant system (Bowen et al., 1976), which helps technicians make...

... of condition monitoring. Design/methodology/approach Ferrography technique is used for analysis of wear particles. It helps monitor the condition of lubricated mechanical system. In present paper, CNN model is developed for identifying the type of wear particles coming out of Gearbox system using teachable...

...Peng Peng; Jiugen Wang Purpose It is a challenging task to analysis oxide wear particles when they are stuck together with other types of wear particles in complex ferrography images. Hence, this paper aims to propose a method of ferrography image segmentation to analysis oxide wear debris...

...). Ferrography and Field Emission Scanning Electron Microscopy have been used for the wear particle analysis present in oil samples. Viscosity analysis and Fourier transform infrared spectroscopy have been done to investigate the degradation in quality and changes as compared to the initial structural properties...

... particles Wear Condition monitoring Ferrography Quantitative parameter Qualitative analysis Debris group © Emerald Group Publishing Limited 2012 Liu Tonggang can be contacted at: nano@cumt.edu.cn During the operation of the machinery, wear occurs whenever...

..., including spectroscopy and ferrography of used grease, are developed to monitor the wear condition of a deferred bearing of ladle turret in continuous casting. Findings According to the analytical results, the service life of the ladle turret bearing in No. 1 continuous casting machine is extended to 14...

...Bill Wilson Reports on the study of wear debris in the early 1980s organized by the Institution of Mechanical Engineers. Describes the use of Ferrography, spectrographic oil analysis, X‐ray fluorescence, inductive, magnetic and ultrasonic methods of debris detection with some examples of wear...