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The degradation of the ball screw drive reduces preload effect and eventually accounts for precision loss and backlash. Traditional methods detect the inception of preload loss considering features from the overall vibration sensor or controller signal. The sensor signal obtained from a ball screw assembly is nonlinear and non-stationary as its dyn...
Modern production equipment and operations are connected together due to rapid growth in the industrial internet of things. Hence, the relationship between different quality operations can be easily evaluated in a multistage manufacturing system. This work presents the concept of Industrial Artificial Intelligence (AI) augmented data-centric metrol...
Modern production systems still use traditional quality management methods, even in the Industry 4.0 transformation. With the advent of industrial internet technologies, more advancements are needed to improve the quality management systems. This paper introduces the Stream-of-QualityTM (SoQ) methodology, which defines the 3 T's Transparency, Trace...
The demand for Printed circuit boards (PCBs) has increased due to the rapid change in technology in recent years. Consequently, PCBs health assessment and fault detection play an important role in improving productivity. This study proposed a novel method which focused on feature engineering for health assessment in PCBs. The performance of the pro...