Dynamic energy and reliability management in network-on-chip based chip multiprocessors
Milad Ghorbani Moghaddam · 2017
I investigate techniques for dynamic reliability management (DRM) and dynamic energy management (DEM) in future network-on-chip based chip multiprocessors (CMPs). I propose and study a hybrid dynamic lifetime reliability management algorithm that combines thread migration and dynamic voltage and frequency scaling (DVFS) techniques so that lifetime reliability of the overall system is increased to the desired target with minimal performance degradation. Furthermore, I introduce a novel algorithm for dynamic energy management under performance constraints. The proposed algorithm is a very effective heuristic that also uses the DVFS technique and a very efficient workload prediction technique based on Kalman filtering and long-short-term-memory (LSTM). In addition, this work is going to take advantage of deep neural networks (DNN) models in the next phase of this dissertation.