Thermal-Aware SoC Macro Placement and Multi-chip Module Design Optimization with Bayesian Optimization

Author:

Molter Michael1,Kumar Rahul2,Koller Sonja3,Bhatti Osama Waqar4,Ambasana Nikita5,Rosenbaum Elyse1,Swaminathan Madhavan2

Affiliation:

1. University of Illinois Urbana-Champaign

2. Penn State University

3. Intel Deutschland GmbH

4. Georgia Institute of Technology

5. DPE, DCAI, Intel India

Funder

National Science Foundation

Publisher

IEEE

Reference22 articles.

1. A tutorial on Bayesian optimization of expensive cost functions, with application to active user modeling and hierarchical reinforcement learning;brochu;ArXiv,2010

2. A tutorial on Bayesian optimization;frazier;ArXiv,2018

3. Bayesian optimisation over multiple continuous and categorical inputs;ru;Proceedings of the 37th International Conference on Machine Learning,2020

4. Structure discovery in nonparametric regression through compositional kernel search;duvenaud;Proceedings of the 30th International Conference on Machine Learning,2013

5. Pymoo: Multi-Objective Optimization in Python

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