Artificial neural networks for voltage-frequency prediction using on-die measurements

• Main Author: Kannan, Ponmithiran
• Other Authors: Mohamed M. Sabry Aly
• Format: Thesis-Master by Research
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/169942
• Institution: Nanyang Technological University

Every APU, GPU and CPU device produced by AMD operates across multiple voltage regions known as P-states. The product specification determines the frequency of the clocks at each P-state. To ensure that the device is supplied with sufficient voltage to operate at the given frequency, we build par...