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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Optimization and Mathematical Modeling in Computer Architecture

Optimization and Mathematical Modeling in Computer Architecture

Ferris, Michael
Nowatzki, Tony
Sankaralingam, Karthikeyan

Paperback

Series: Synthesis Lectures on Computer Architecture

Technology & EngineeringGeneral Computers

ISBN10: 3031006453
ISBN13: 9783031006456
Publisher: Springer Nature
Published: Oct 7 2013
Pages: 144
Weight: 0.63
Height: 0.34 Width: 7.50 Depth: 9.25
Language: English
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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