Srinath Gopinath

Title: Innovations of Srinath Gopinath in Combustion Control

Introduction

Srinath Gopinath is a notable inventor based in Bloomfield Hills, MI (US). He has made significant contributions to the field of internal combustion engines, particularly through his innovative use of artificial neural networks.

Latest Patents

Srinath Gopinath holds 1 patent for his invention titled "Using an artificial neural network for combustion phasing control in a spark ignited internal combustion engine." This patent describes a calibration system and method for a spark ignition engine of a vehicle. The system involves artificially weighting engine dynamometer data in high engine load regions to generate training data for an artificial neural network (ANN). A plurality of ANNs are trained using this data, and they are filtered based on their maximum error to obtain a refined set of trained ANNs. A statistical analysis is performed on each of the filtered ANNs, determining a set of statistical metrics. Ultimately, one ANN is selected based on its optimal performance at high engine loads, leading to the generation of an ANN calibration.

Career Highlights

Srinath Gopinath is currently employed at FCA US LLC, where he applies his expertise in engine technology and artificial intelligence. His work focuses on enhancing the efficiency and performance of combustion engines through innovative methodologies.

Collaborations

Srinath has collaborated with notable colleagues such as William P. Attard and Shu Wang, contributing to advancements in engine technology and artificial intelligence applications.

Conclusion

Srinath Gopinath's innovative work in combustion phasing control exemplifies the intersection of artificial intelligence and automotive engineering. His contributions are paving the way for more efficient and effective internal combustion engines.