Xuesong Fan

Title: Innovations of Xuesong Fan

Introduction

Xuesong Fan is an accomplished inventor based in Knoxville, TN (US), known for his contributions to the field of materials science. He holds 2 patents that showcase his innovative approach to alloy design and material properties.

Latest Patents

One of his latest patents is titled "Machine learning to accelerate alloy design." This invention presents an innovative framework for the application of machine learning to identify alloys or composites with desired properties of interest. For each output property of interest, the corresponding driving (input) factors are identified, which may include material composition, heat treatment, process, microstructure, temperature, strain rate, environment, or testing mode. The framework assumes the selection of an optimization technique suitable for the application at hand and the data available, starting with simple linear or quadratic regression analysis. Additionally, he presents a physics-based model for predicting ultimate tensile strength, accounting for physical dependencies and factors in the underlying physics as a priori information. If an artificial neural network is deemed suitable, he suggests employing custom kernel functions consistent with the underlying physics to attain tighter coupling, better prediction, and extract the most out of the usually limited input data available.

Another significant patent is "Multi component solid solution high-entropy alloys." This patent provides a multi-material component joined by a high entropy alloy, along with methods for making a multi-material component by joining dissimilar materials with high entropy alloys.

Career Highlights

Throughout his career, Xuesong Fan has worked with notable companies such as Imagars LLC and Honda Motor Co., Ltd. His work has significantly impacted the field of materials science and engineering.

Collaborations

Xuesong has collaborated with esteemed colleagues, including Baldur Andrew Steingrimsson and Peter K Liaw, further enhancing his research and innovation efforts.

Conclusion

Xuesong Fan's innovative contributions to alloy design and materials science demonstrate his expertise and commitment to advancing technology in this field. His patents reflect a deep understanding of the interplay between machine learning and material properties, paving the way for future advancements.