Data dependent energy modeling for worst case energy consumption analysis

J Pallister, S Kerrison, J Morse, K Eder - Proceedings of the 20th …, 2017 - dl.acm.org
Safely meeting Worst Case Energy Consumption (WCEC) criteria requires accurate energy
modeling of software. We investigate the impact of instruction operand values upon energy …

Automated, retargetable back-annotation for host compiled performance and power modeling

S Chakravarty, Z Zhao… - … Conference on Hardware …, 2013 - ieeexplore.ieee.org
With traditional cycle-accurate or instruction-set simulations of processors often being too
slow, host-compiled or source-level software execution approaches have recently become …

Machine learning-based microarchitecture-level power modeling of CPUs

AKA Kumar, S Al-Salamin, H Amrouch… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Energy efficiency has emerged as a key concern for modern processor design, especially
when it comes to embedded and mobile devices. It is vital to accurately quantify the power …

[图书][B] Cyber-physical systems: a computational perspective

GM Siddesh, GC Deka, KGI Srinivasa, LM Patnaik - 2015 - books.google.com
This book examines various developments of cyber-physical systems (CPS) that are
impacting our daily lives and sets the stage for future directions in this domain. The book …

Learning-based CPU power modeling

AKA Kumar, A Gerstlauer - 2019 ACM/IEEE 1st Workshop on …, 2019 - ieeexplore.ieee.org
With the end of Dennard scaling, energy efficiency has become an important metric driving
future processor architectures, particularly in the fields of mobile and embedded devices. To …

Source-level performance, energy, reliability, power and thermal (PERPT) simulation

Z Zhao, A Gerstlauer, LK John - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
With ever increasing design complexities, traditional cycle-accurate or instruction-set
simulations are often too slow or too inaccurate for system prototyping in early design …

Learning-based, fine-grain power modeling of system-level hardware IPs

D Lee, A Gerstlauer - ACM Transactions on Design Automation of …, 2018 - dl.acm.org
Accurate power and performance models are needed to enable rapid, early system-level
analysis and optimization. There is, however, a lack of fast yet fine-grain power models of …

Dynamic power and performance back-annotation for fast and accurate functional hardware simulation

D Lee, LK John, A Gerstlauer - … & Test in Europe Conference & …, 2015 - ieeexplore.ieee.org
Virtual platform prototypes are widely used for early design space exploration at the system
level. There is, however, a lack of accurate and fast power and performance models of …

Learning-based power modeling of system-level black-box IPs

D Lee, T Kim, K Han, Y Hoskote… - 2015 IEEE/ACM …, 2015 - ieeexplore.ieee.org
Virtual platform prototypes are widely utilized to enable early system-level design space
exploration. Accurate power models for hardware components at high levels of abstraction …

Techniques to measure, model, and manage power

B Goel, SA McKee, M Själander - Advances in Computers, 2012 - Elsevier
Society's increasing dependence on information technology has resulted in the deployment
of vast compute resources. The energy costs of operating these resources coupled with …