Anomaly Detection

• Enhancing manufacturing efficiency through advanced anomaly detection systems, enabling proactive identification and resolution of abnormalities. Real-time monitoring of data, enabling prompt intervention to minimize downtime and optimize productivity. 

Vision Based Fault Diagnosis

Domain Adaptation

• The field of research focuses on developing domain-adaptive condition monitoring technology that takes into account variations in driving conditions, as the operating conditions of a system are not always constant. It considers various driving conditions such as system types, operating conditions, and load conditions. 

Prognosis

• The term "Remaining Useful Life" (RUL) refers to the remaining operating time or expected lifespan of a machine before it requires repair or replacement. The research field focuses on creating RUL prediction models by utilizing data acquired from the operational state of the target system. The goal is to predict the system's residual life, enabling proactive maintenance and decision-making