Location History:
- West Lafayette, IN (US) (2013)
- Princeton, NJ (US) (2014 - 2023)
- Edmond, OK (US) (2024)
Company Filing History:
27 out of 35,658 
4 out of 164,108 
4 out of 718 
Years Active: 2013-2024
Title: Innovations by Junghwan Rhee: Patents and Contributions in Intelligent Automotive Systems
Introduction
Junghwan Rhee is an accomplished inventor based in Princeton, NJ, who has made significant contributions to the fields of machine learning and intelligent transportation systems. With an impressive portfolio of 36 patents, his work focuses on advancing technological solutions for automotive fault detection and road condition predictions.
Latest Patents
Among his notable inventions, Rhee's recent patents include a system for deep learning of fault detection in onboard automobile systems. This innovation involves collecting operational data from various vehicle sensors and processing this data using a neural network to generate fault and anomaly scores. These scores help identify potential faults in the vehicle’s sub-systems, enabling the performance of corrective actions based on detected issues.
Additionally, Rhee has developed flexible edge-empowered graph convolutional networks designed to predict road conditions and traffic volumes. This method constructs a graph representing road regions, intersections, and segments. It optimizes the alignment between nodes and edges to deliver accurate predictions for traffic flow, showcasing his commitment to enhancing the efficiency of transportation systems.
Career Highlights
Junghwan Rhee has held positions at leading technology companies, including NEC Corporation and the International Business Machines Corporation (IBM). His journey through these renowned organizations has equipped him with a wealth of experience and insights into cutting-edge technological advancements.
Collaborations
Throughout his career, Rhee has collaborated with distinguished colleagues such as Guofei Jiang and Hui Joyce Zhang. These partnerships highlight the collaborative nature of innovation in technology, sharing knowledge and expertise to achieve groundbreaking results.
Conclusion
Junghwan Rhee’s contributions to the field of intelligent automotive systems and machine learning have not only enriched the technological landscape but also set a foundation for future advancements. His innovative patents reflect a deep understanding of the complexities of vehicle systems and traffic management, ultimately paving the way for safer and more efficient transportation solutions.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.