Company Filing History:
3 out of 16,080 
1 out of 832,812 Years Active: 2019-2022
Title: Michael W Walton: Innovator in Autonomous Systems
Introduction
Michael W Walton is a prominent inventor based in San Diego, CA. He has made significant contributions to the field of autonomous systems, holding a total of 4 patents. His work focuses on enhancing the capabilities of autonomous agents through advanced algorithms and methodologies.
Latest Patents
One of Walton's latest patents is titled "Method for performing multi-agent reinforcement learning in the presence of unreliable communications via distributed consensus." This innovative system allows multiple autonomous agents to perform predetermined functions within a designated operational area. Each agent utilizes a Kalman filter to establish an environment state based on various state measurements over time. The output from the Kalman filter is then applied to reinforcement learning, enabling the agents to determine subsequent actions according to a reward function. Additionally, each agent incorporates a Kalman consensus filter to address measurement errors over time.
Another notable patent is the "System and method for motion abstraction, activity identification, and vehicle classification." This patent involves the use of ontologies to classify different types of vessels and their movements based on raw data inputs. The process includes kinematic-data abstraction, activity identification, and entity classification, allowing for a comprehensive understanding of motion and activities through structured ontologies.
Career Highlights
Throughout his career, Walton has worked with various organizations, including the United States Navy. His experience in this role has allowed him to apply his innovative ideas in practical settings, contributing to advancements in military and civilian applications of autonomous technologies.
Collaborations
Walton has collaborated with notable professionals in his field, including Benjamin J Migliori and Daniel J Gebhardt. These partnerships have fostered a collaborative environment that encourages the exchange of ideas and the development of cutting-edge technologies.
Conclusion
Michael W Walton is a distinguished inventor whose work in autonomous systems has paved the way for future innovations. His patents reflect a deep understanding of complex algorithms and their applications in real-world scenarios. Walton's contributions continue to influence the field, showcasing the importance of innovation in technology.