Runtime Resource Management with Multiple-Step-Ahead Workload Prediction

• Published in: ACM transactions on embedded computing systems Vol. 22; no. 4; pp. 1 - 34
• Main Authors: Niknafs, Mina, Eles, Petru, Peng, Zebo
• Format: Journal Article
• Language: English
• Published: New York, NY ACM 24.07.2023
• Subjects: Computer systems organization; Embedded systems; Hardware; Heterogeneous architecture; Integrated circuits; multiple-step-ahead prediction; Power and energy; Power estimation and optimization; resource management; resource management; Heterogeneous architecture; multiple-step-ahead prediction

Modern embedded platforms need sophisticated resource managers to utilize their heterogeneous computational resources efficiently. Furthermore, such platforms are subject to fluctuating workloads that are unforeseeable at design time. Predicting the incoming workload could enhance the efficiency of...