Optimization and Mathematical Modeling in Computer Architecture

Optimization and Mathematical Modeling in Computer Architecture
Author :
Publisher : Springer Nature
Total Pages : 144
Release :
ISBN-10 : 9783031017735
ISBN-13 : 3031017730
Rating : 4/5 (35 Downloads)

Book Synopsis Optimization and Mathematical Modeling in Computer Architecture by : Karu Sankaralingam

Download or read book Optimization and Mathematical Modeling in Computer Architecture written by Karu Sankaralingam and published by Springer Nature. This book was released on 2022-05-31 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Optimization and Mathematical Modeling in Computer Architecture Related Books

Optimization and Mathematical Modeling in Computer Architecture
Language: en
Pages: 144
Authors: Karu Sankaralingam
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

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 va
Research Directions in Computational Mechanics
Language: en
Pages: 145
Authors: National Research Council
Categories: Technology & Engineering
Type: BOOK - Published: 1991-02-01 - Publisher: National Academies Press

DOWNLOAD EBOOK

Computational mechanics is a scientific discipline that marries physics, computers, and mathematics to emulate natural physical phenomena. It is a technology th
An Introduction to Mathematical Modeling
Language: en
Pages: 273
Authors: Edward A. Bender
Categories: Mathematics
Type: BOOK - Published: 2012-05-23 - Publisher: Courier Corporation

DOWNLOAD EBOOK

Employing a practical, "learn by doing" approach, this first-rate text fosters the development of the skills beyond the pure mathematics needed to set up and ma
Die-stacking Architecture
Language: en
Pages: 113
Authors: Yuan Xie
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

The emerging three-dimensional (3D) chip architectures, with their intrinsic capability of reducing the wire length, promise attractive solutions to reduce the
Power-Efficient Computer Architectures
Language: en
Pages: 88
Authors: Magnus Själander
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

As Moore's Law and Dennard scaling trends have slowed, the challenges of building high-performance computer architectures while maintaining acceptable power eff