DataFlow Supercomputing Essentials, 1st ed. 2017 Algorithms, Applications and Implementations Computer Communications and Networks Series
Auteurs : Milutinovic Veljko, Kotlar Milos, Stojanovic Marko, Dundic Igor, Trifunovic Nemanja, Babovic Zoran
This work serves as a companion title to DataFlow Supercomputing Essentials: Research, Development and Education, which analyzes the latest research in this area, and the training resources available.
Topics and features: presents an implementation of Neural Networks using the DataFlow paradigm, as an alternative to the traditional ControlFlow approach; discusses a solution to the three-dimensional Poisson equation, using the Fourier method and DataFlow technology; examines how the performance of the Binary Search algorithm can be improved through implementation on a DataFlow architecture; reviews the different way of thinking required to best configure the DataFlow engines for the processing of data in space flowing through the devices; highlights how the DataFlow approach can efficiently support applications in big data analytics, deep learning, and the Internet of Things.This indispensable volume will benefit all researchers interested in supercomputing in general, and DataFlow computing in particular. Advanced undergraduate and graduate students involved in courses on Data Mining, Microprocessor Systems, and VLSI Systems, will also find the book to be an invaluable resource.
Part I: Algorithms
Implementing Neural Networks by Using the DataFlow Paradigm
Part II: Applications
Solving the Poisson Equation by Using Dataflow Technology
Binary Search in the DataFlow Paradigm
Part III: Implementations
Introductory Overview on Implementation Tools
DataFlow Systems: From Their Origins to Future Applications in Data Analytics, Deep Learning, and the Internet of Things
Reviews the advantages of the DataFlow paradigm for supercomputing
Introduces the DataFlow programming model
Provides a selection of algorithm examples that illuminate the DataFlow paradigm
Date de parution : 09-2018
Ouvrage de 150 p.
15.5x23.5 cm
Disponible chez l'éditeur (délai d'approvisionnement : 15 jours).
Prix indicatif 52,74 €
Ajouter au panierDate de parution : 12-2017
Ouvrage de 150 p.
15.5x23.5 cm
Disponible chez l'éditeur (délai d'approvisionnement : 15 jours).
Prix indicatif 52,74 €
Ajouter au panierMots-clés :
DataFlow; Big Data; Supercomputing; Field-programmable gate array; Neural networks