Sumit Mandal

Title: Innovations of Sumit Mandal in Power Management for Embedded Systems

Introduction

Sumit Mandal is an accomplished inventor based in Madison, WI (US). 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

One of his notable patents is titled "HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs." This invention addresses the limitations of existing dynamic power management (DPM) techniques. HiLITE provides a hierarchical imitation learning framework that maximizes energy efficiency while satisfying soft real-time constraints. The approach trains DPM policies using imitation learning and applies a regression policy at runtime to minimize deadline misses. HiLITE has demonstrated an average improvement of 40% in the energy-delay product and a reduction of up to 76% in deadline misses compared to state-of-the-art methods. The trained policies achieve high accuracy with negligible prediction time overhead and a small memory footprint.

Career Highlights

Sumit Mandal has worked at prestigious institutions such as Arizona State University and the University of Arizona. His experience in these organizations has contributed to his expertise in embedded systems and power management.

Collaborations

Some of his notable coworkers include Umit Ogras and Radu Marculescu. Their collaboration has further enhanced the research and development of innovative solutions in the field.

Conclusion

Sumit Mandal's work in hierarchical imitation learning for power management represents a significant advancement in the efficiency of embedded systems. His contributions are paving the way for future innovations in this critical area of technology.