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Title: Nirmal Kumbhare: Innovator in Power Management for Embedded Systems
Introduction
Nirmal Kumbhare is a prominent inventor based in Tucson, Arizona. He has made significant contributions to the field of power management for embedded systems-on-chip (SoCs). His innovative approach focuses on improving energy efficiency while meeting real-time requirements.
Latest Patents
Kumbhare holds a patent for his invention titled "HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs." This patent addresses the limitations of existing dynamic power management techniques. HiLITE utilizes a hierarchical imitation learning framework to enhance energy efficiency while satisfying soft real-time constraints. The approach has demonstrated an average improvement of 40% in the energy-delay product and a reduction of deadline misses by up to 76% compared to state-of-the-art methods. The trained policies achieve high accuracy with minimal prediction time overhead and a small memory footprint.
Career Highlights
Throughout his career, Kumbhare has worked with esteemed institutions such as Arizona State University and the University of Arizona. His research has focused on developing advanced techniques for power management in embedded systems, contributing to the efficiency and performance of modern technology.
Collaborations
Kumbhare has collaborated with notable colleagues, including Umit Ogras and Radu Marculescu. Their joint efforts have furthered research in the field of power management and embedded systems.
Conclusion
Nirmal Kumbhare's innovative work in power management for embedded systems showcases his dedication to enhancing energy efficiency and meeting real-time requirements. His contributions are paving the way for advancements in technology that benefit various industries.