Xin-Xue Lin

Title: Innovations by Inventor Xin-Xue Lin

Introduction

Xin-Xue Lin is a notable inventor based in Taipei, Taiwan. He has made significant contributions to the field of technology, particularly in the areas of driving anomaly detection and network flow analysis. With a total of 3 patents to his name, Lin's work showcases his innovative approach to solving complex problems.

Latest Patents

One of Lin's latest patents is a method and system for detecting driving anomalies. This invention involves processing raw data from a car's On-Board Diagnostics to generate time-series data. Using this data, an automatic driving behavior separating technology identifies various driving behaviors. An artificial intelligence model is then built to detect anomalies without the need for labeled data, ultimately issuing alarms for identified driving anomalies.

Another significant patent by Lin is an anomaly flow detection device and method. This invention retrieves training data transmitted between a monitored network and an external network. It preprocesses packet headers to obtain training feature vectors and constructs a flow recognition model using an unsupervised learning method. The model is trained with testing feature vectors to identify whether the data is normal or abnormal, determining if the monitored network's flow is abnormal based on the recognition results.

Career Highlights

Xin-Xue Lin is affiliated with National Taiwan University, where he continues to advance his research and innovations. His work has garnered attention for its practical applications in enhancing safety and efficiency in driving and network management.

Collaborations

Lin collaborates with several talented individuals, including Phone Lin and En-Hau Yeh, who contribute to his research endeavors.

Conclusion

Xin-Xue Lin's innovative patents reflect his commitment to advancing technology in critical areas. His contributions are paving the way for safer driving and improved network management solutions.