Optimization and Mathematical Modeling in Computer Architecture - Brossura

Sankaralingam, Karthikeyan; Ferris, Michael; Nowatzki, Tony

 
9783031029011: Optimization and Mathematical Modeling in Computer Architecture

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Sinossi

In this book we give an overview of modeling techniques used to describe computer systems to mathematical optimization tools. We give a brief introduction to various classes of mathematical optimization frameworks with special focus on mixed integer linear programming which provides a good balance between solver time and expressiveness. We present four detailed case studies -- instruction set customization, data center resource management, spatial architecture scheduling, and resource allocation in tiled architectures -- showing how MILP can be used and quantifying by how much it outperforms traditional design exploration techniques. This book should help a skilled systems designer to learn techniques for using MILP in their problems, and the skilled optimization expert to understand the types of computer systems problems that MILP can be applied to.

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9781627052092: Optimization and Mathematical Modeling in Computer Architecture

Edizione in evidenza

ISBN 10:  1627052097 ISBN 13:  9781627052092
Casa editrice: Morgan & Claypool Publishers, 2013
Brossura