Optimization and Mathematical Modeling in Computer Architecture (Paperback)

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.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Series:	Synthesis Lectures on Computer Architecture
Release date:	October 2013
First published:	2014
Authors:	Karthikeyan Sankaralingam • Michael Ferris • Tony Nowatzki • Christian Estay • Nilay Vaish • David Wood
Dimensions:	235 x 191mm (L x W)
Format:	Paperback
Pages:	144
ISBN-13:	978-3-03-100645-6
Languages:	English
Subtitles:	English
Categories:	Books > Professional & Technical > Electronics & communications engineering > Electronics engineering > Circuits & components Books > Computing & IT > Computer hardware & operating systems > Computer architecture & logic design > General
LSN:	3-03-100645-3
Barcode:	9783031006456

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