Ahmet Goksoy

Title: Innovations by Ahmet Goksoy in Power Management for Embedded Systems

Introduction

Ahmet Goksoy 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

Goksoy's most recent patent 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 framework 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 approaches. The trained policies achieve high accuracy with negligible prediction time overhead and a small memory footprint.

Career Highlights

Throughout his career, Ahmet Goksoy has worked with prestigious institutions such as Arizona State University and the University of Arizona. His work has significantly impacted the field of embedded systems and power management.

Collaborations

Goksoy has collaborated with notable professionals in his field, including Umit Ogras and Radu Marculescu. Their joint efforts have contributed to advancements in power management technologies.

Conclusion

Ahmet Goksoy's innovative work in power management for embedded systems showcases his expertise and dedication to improving energy efficiency. His contributions, particularly through the HiLITE framework, have the potential to transform the landscape of embedded SoCs.