This inventor holds 1 USPTO granted patent. Top assignee: Aspentech Corporation. Active years: 2023.
Company Filing History:
Years Active: 2023
Title: Hernshann Chen: Innovator in Process Industries
Introduction
Hernshann Chen is a notable inventor based in Sudbury, MA (US). He has made significant contributions to the field of process industries through his innovative approach to combining machine learning with domain knowledge and first principles. His work aims to enhance computer-based process modeling and simulation methods.
Latest Patents
Hernshann Chen holds 1 patent for his invention titled "Combining machine learning with domain knowledge and first principles for modeling in the process industries." This patent focuses on integrating first principles models with machine learning models to address the limitations of each model. For instance, input values are adjusted using first principles techniques, allowing a machine learning model to be trained on these refined values. Additionally, the invention includes a residual machine learning model that corrects predictions made by first principles models based on empirical data. This hybrid approach enables process engineers to troubleshoot, debottleneck, and optimize chemical processes effectively.
Career Highlights
Hernshann Chen is currently employed at Aspentech Corporation, where he continues to develop innovative solutions for the process industries. His expertise in machine learning and process modeling has positioned him as a valuable asset in his field.
Collaborations
Hernshann has collaborated with notable colleagues such as Willie K C Chan and Benjamin Fischer, contributing to advancements in their shared field of expertise.
Conclusion
Hernshann Chen's innovative work in combining machine learning with traditional modeling techniques has the potential to revolutionize the process industries. His contributions not only enhance the efficiency of chemical processes but also pave the way for future advancements in the field.