Company Filing History:
Years Active: 2001
Title: Innovations of Charles Edward Newman, Jr.
Introduction
Charles Edward Newman, Jr. is an accomplished inventor based in Flat Rock, MI (US). He has made significant contributions to the field of virtual vehicle sensors, particularly through his innovative patent that utilizes neural networks.
Latest Patents
Newman holds a patent for "Virtual vehicle sensors based on neural networks trained using data generated by simulation models." This invention involves a virtual vehicle sensor that employs a neural network to produce sensor outputs based on a linear combination of non-linear physical signals generated by conventional physical sensors. Instead of determining an output directly, the neural network calculates polynomial coefficients as functions of physical signals indicative of other engine operating parameters. The sensor is calibrated using limited data collection to create a simulation model. The output from this model is then used for model-based mapping, generating comprehensive maps for training the neural network. The trained neural network is embedded in a controller, acting as a virtual sensor to monitor challenging engine parameters that are difficult to measure or for which conventional sensors do not exist. This virtual sensor can sense parameters such as in-cylinder residual mass fraction, emission levels, in-cylinder pressure rise during combustion, and exhaust gas temperature.
Career Highlights
Newman is currently employed at Ford Global Technologies, LLC, where he continues to innovate in the automotive technology sector. His work focuses on enhancing vehicle performance and efficiency through advanced sensor technologies.
Collaborations
Newman has collaborated with notable colleagues, including Jie Cheng and Stephanie Mary LaCrosse, contributing to the advancement of automotive technologies.
Conclusion
Charles Edward Newman, Jr. is a pioneering inventor whose work in virtual vehicle sensors showcases the intersection of neural networks and automotive technology. His contributions are paving the way for more efficient and effective vehicle monitoring systems.