Steven Loscalzo

Title: Innovations by Steven Loscalzo

Introduction

Steven Loscalzo is an accomplished inventor based in Vienna, VA. He has made significant contributions to the field of control systems and reinforcement learning. With a total of two patents to his name, Loscalzo's work focuses on optimizing control policies for complex systems.

Latest Patents

Loscalzo's latest patents include "Approximate value iteration with complex returns by bounding." This invention describes a system and method for controlling a system by estimating an optimal control policy. The process involves receiving data representing sequential states and associated trajectories, including off-policy states. The method improves the estimate of the optimal control policy through approximate value iteration, which utilizes complex returns to determine bounds based on off-policy trajectories. The control system can produce an output signal to control the system directly or output the optimized control policy. This system is designed to be a reinforcement learning system that continually improves.

Another patent under his name is also titled "Approximate value iteration with complex returns by bounding." This invention employs a dataset representing various states and associated trajectories of the system's environment. The iterative process estimates a long-term value for operation at respective states and uses complex returns to enhance the estimated long-term value. Similar to his other patent, this control system can produce output signals for direct control or optimized policy output.

Career Highlights

Steven Loscalzo is affiliated with the State University of New York, where he contributes to research and development in control systems. His work has garnered attention for its innovative approach to reinforcement learning and control policy optimization.

Collaborations

Loscalzo has collaborated with notable colleagues, including Robert Wright and Lei Yu. Their combined expertise has contributed to advancements in the field of control systems.

Conclusion

Steven Loscalzo's innovative patents and contributions to control systems highlight his role as a significant inventor in the field. His work continues to influence the development of advanced control methodologies.