Description

Book Synopsis

This book serves as a single-source reference to the latest advances in Approximate Computing (AxC), a promising technique for increasing performance or reducing the cost and power consumption of a computing system. The authors discuss the different AxC design and validation techniques, and their integration. They also describe real AxC applications, spanning from mobile to high performance computing and also safety-critical applications.



Table of Contents

General introduction Motivations.- Number representations.- Data level approximation.- Dynamic precision scaling.- Hardware level approximation.- Inexact operators.- Computation level approximation - algorithmic level.- Analysis of approximation effect on application quality.- Techniques for finite precision arithmetic.- Compilers and Programming Languages for Approximate Computing.- Design space exploration.- Word-length optimization for fixed-point and floating-point.- HLS of approximate accelerators.- Approximate Computing for IoT Applications.- Approximating Safety-Critical Applications.- Approximate Computing for HPC Applications.

Approximate Computing Techniques: From Component-

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    A Paperback / softback by Alberto Bosio, Daniel Ménard, Olivier Sentieys

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      Book details

      Publisher Springer Nature Switzerland AG
      Published 11 June 2023
      ISBN-13 9783030947071
      978-3030947071
      ISBN-10 3030947076
      Also in:
      Computing Computer architecture and logic design Technology, Engineering & Agriculture Electrical engineering Electronics: circuits and components

      Description

      Book Synopsis

      This book serves as a single-source reference to the latest advances in Approximate Computing (AxC), a promising technique for increasing performance or reducing the cost and power consumption of a computing system. The authors discuss the different AxC design and validation techniques, and their integration. They also describe real AxC applications, spanning from mobile to high performance computing and also safety-critical applications.



      Table of Contents

      General introduction Motivations.- Number representations.- Data level approximation.- Dynamic precision scaling.- Hardware level approximation.- Inexact operators.- Computation level approximation - algorithmic level.- Analysis of approximation effect on application quality.- Techniques for finite precision arithmetic.- Compilers and Programming Languages for Approximate Computing.- Design space exploration.- Word-length optimization for fixed-point and floating-point.- HLS of approximate accelerators.- Approximate Computing for IoT Applications.- Approximating Safety-Critical Applications.- Approximate Computing for HPC Applications.

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