Gregory J Vance

Title: Gregory J Vance: Innovator in Automated Production Processes

Introduction

Gregory J Vance is a notable inventor based in Brunswick, OH (US), recognized for his contributions to the field of automated production processes. With a total of seven patents to his name, Vance has made significant strides in improving defect detection and machine learning applications in manufacturing.

Latest Patents

One of Vance's latest patents focuses on defect detection during an automated production process. This innovative system comprises a memory that stores executable components and a processor that executes these components. The automation defect component retrieves parametric data associated with the production process and provides it to a machine learning algorithm. The machine learning component generates common attributes between defective items and identifies a set of shared attributes with non-defective items. It then modifies these attributes to generate defect indicators, which are monitored to recognize defects in subsequent parametric data.

Another significant patent is for a system designed to detect data drift in machine-learning process monitoring. This monitor provides real-time monitoring of input values to a signature analyzer with a machine-learning engine. It compares statistics measuring the domain of input values to those used in the training set, indicating whether retraining of the machine-learning engine is necessary without needing to analyze the output or wait for errors to manifest.

Career Highlights

Gregory J Vance is currently employed at Rockwell Automation Technologies Incorporated, where he applies his expertise in automation and machine learning. His work has been instrumental in advancing the capabilities of automated systems in various industrial applications.

Collaborations

Vance collaborates with talented professionals such as Mikica Cvijetinovic and Francisco Paul Maturana, contributing to innovative projects that enhance production efficiency and reliability.

Conclusion

Gregory J Vance's work in automated production processes and machine learning has positioned him as a key figure in the field of innovation. His patents reflect a commitment to improving manufacturing technologies and ensuring quality control in production environments.