James Mullen

Title: Innovations of James Mullen

Introduction

James Mullen is an accomplished inventor based in Leesburg, VA (US). He has made significant contributions to the field of technology, particularly in the areas of deep learning and pathfinding systems. With a total of 4 patents to his name, Mullen continues to push the boundaries of innovation.

Latest Patents

One of Mullen's latest patents is titled "Deep Neural Network Hardener." This invention discusses devices, systems, and methods for classification using a clustering autoencoder. The method includes obtaining content to be classified by the DNN classifier and operating the DNN classifier to determine a classification of the received content. The DNN classifier features a clustering classification layer that clusters based on a latent feature vector representation of the content. The classification corresponds to one or more clusters that are closest to the latent feature vector, providing both the classification and a corresponding confidence level.

Another notable patent is "Systems and Methods for Multi-Factor Pathfinding." This invention discloses techniques for multi-factor pathfinding. The system receives multiple data sets representing various physical properties associated with three-dimensional coordinates of a physical environment. It generates multiple weighted data layers corresponding to these physical properties by applying weights to the data sets. The system then creates a multi-factor costmap for the three-dimensional environment based on the weighted data layers and determines a path through the environment using this costmap.

Career Highlights

James Mullen is currently employed at Raytheon Company, where he applies his expertise in developing innovative solutions. His work has significantly impacted the fields of artificial intelligence and navigation systems.

Collaborations

Mullen has collaborated with notable colleagues, including Philip A Sallee and Franklin R Tanner. These partnerships have fostered a creative environment that encourages the development of groundbreaking technologies.

Conclusion

James Mullen's contributions to innovation, particularly in deep learning and pathfinding, showcase his dedication to advancing technology. His patents reflect a commitment to solving complex problems and enhancing systems for better efficiency and accuracy.