Shu-Chung Liao

Title: **Innovations by Shu-Chung Liao: Pioneering Advances in Lubrication and Tool Life Prediction**

Introduction

Shu-Chung Liao is a notable inventor based in Taichung, Taiwan, recognized for his contributions to the fields of lubricating systems and tool life prediction technologies. With three patents to his name, Liao's innovative approaches harness machine learning and data processing to enhance operational efficiency in industrial machinery.

Latest Patents

Shu-Chung Liao's latest patents include a **Lubricating Oil Volume Adjustment System and Method** and a **Tool-Life Prediction System and Method**. The lubricating oil volume adjustment system comprises a storage device and a processor connected to a motor-operated machine. It utilizes a data acquisition device to gather real-time information from the motor. The storage device contains a trained machine learning model, using operational data and temperature readings to predict the optimal volume of lubricating oil needed for efficient operation.

The tool-life prediction method focuses on machine tools with a machining end. It involves capturing measurement data from the tool and transforming this data into a complex process capability index (Cpk). An artificial neural network, trained to create a tool-life prediction scale, determines the remaining tool life based on the Cpk values. Alongside this method, a tool-life prediction system is also outlined in the patent.

Career Highlights

Shu-Chung Liao is currently affiliated with the **Industrial Technology Research Institute**, where he applies his expertise in developing patented technologies that improve industrial processes. His work emphasizes the integration of artificial intelligence and predictive analytics, reflecting a forward-thinking approach in his field.

Collaborations

Liao collaborates with esteemed colleagues Ta-Jen Peng and Yi-Ming Chen, who contribute to his research efforts at the Industrial Technology Research Institute. These partnerships enhance the innovation process and facilitate the development of cutting-edge solutions in machinery optimization.

Conclusion

Shu-Chung Liao’s inventive contributions significantly impact industrial technology, particularly in lubrication systems and tool life prediction methodologies. His patents embody a blend of practical application and advanced technological insight, ensuring that machinery operates at peak efficiency while minimizing maintenance costs. Through his work, Liao continues to pioneer advancements that are essential for modern industrial operations.