Optimization and Mathematical Modeling in Computer Architecture
eBook - PDF

Optimization and Mathematical Modeling in Computer Architecture

Karthikeyan Sankaralingam, Michael Ferris, Tony Nowatzki, Cristian Estan, Nilay Vaish, David Wood

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eBook - PDF

Optimization and Mathematical Modeling in Computer Architecture

Karthikeyan Sankaralingam, Michael Ferris, Tony Nowatzki, Cristian Estan, Nilay Vaish, David Wood

Book details
Table of contents
Citations

About This Book

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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Information

Publisher
Springer
Year
2022
ISBN
9783031017735
Topic
Technology & Engineering
Subtopic
Electrical Engineering & Telecommunications
Index
Technology & Engineering

Table of contents

    Citation styles for Optimization and Mathematical Modeling in Computer Architecture

    APA 6 Citation

    Sankaralingam, K., Ferris, M., Nowatzki, T., Estan, C., Vaish, N., & Wood, D. (2022). Optimization and Mathematical Modeling in Computer Architecture ([edition unavailable]). Springer. Retrieved from https://www.perlego.com/book/3707103 (Original work published 2022)

    Chicago Citation

    Sankaralingam, Karthikeyan, Michael Ferris, Tony Nowatzki, Cristian Estan, Nilay Vaish, and David Wood. (2022) 2022. Optimization and Mathematical Modeling in Computer Architecture. [Edition unavailable]. Springer. https://www.perlego.com/book/3707103.

    Harvard Citation

    Sankaralingam, K. et al. (2022) Optimization and Mathematical Modeling in Computer Architecture. [edition unavailable]. Springer. Available at: https://www.perlego.com/book/3707103 (Accessed: 9 July 2024).

    MLA 7 Citation

    Sankaralingam, Karthikeyan et al. Optimization and Mathematical Modeling in Computer Architecture. [edition unavailable]. Springer, 2022. Web. 9 July 2024.