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Title: Umit Ogras: Innovator in Power Management for Embedded Systems
Introduction
Umit Ogras is a prominent inventor based in Tempe, Arizona, known for his contributions to the field of power management in embedded systems. His innovative work focuses on improving energy efficiency through advanced techniques in dynamic power management.
Latest Patents
Umit Ogras holds a patent titled "HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs." This patent introduces a hierarchical imitation learning framework designed to enhance energy efficiency while meeting soft real-time constraints in embedded systems-on-chip (SoCs). The HiLITE approach trains dynamic power management policies using imitation learning and applies a regression policy at runtime to minimize deadline misses. This innovative method has demonstrated an average improvement of 40% in the energy-delay product and a reduction of up to 76% in deadline misses compared to existing techniques.
Career Highlights
Throughout his career, Umit Ogras has worked at notable institutions, including Arizona State University and the University of Arizona. His research has significantly impacted the field of embedded systems, particularly in the area of energy management.
Collaborations
Umit has collaborated with esteemed colleagues such as Radu Marculescu and Ali Akoglu, contributing to advancements in power management technologies.
Conclusion
Umit Ogras is a key figure in the innovation of power management for embedded systems, with his work paving the way for more efficient and reliable technologies. His contributions continue to influence the field and inspire future advancements.