Introduction to Parallel Computing: From Algorithms to Programming on State-of-the-Art Platforms

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Roman Trobec Boštjan Slivnik

Introduction to Parallel Computing

From Algorithms to Programming on State-of-the-Art Platforms

Roman Trobec, Boštjan Slivnik, Patricio Bulić , Borut Robič

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English

Springer International Publishing AG
09 October 2018

Grid & parallel computing; Algorithms & data structures; Mathematical theory of computation; Computer architecture & logic design

Series: Undergraduate Topics in Computer Science

Advancements in microprocessor architecture, interconnection technology, and software development have fueled rapid growth in parallel and distributed computing. However, this development is only of practical benefit if it is accompanied by progress in the design, analysis and programming of parallel algorithms.

This concise textbook provides, in one place, three mainstream parallelization approaches, Open MPP, MPI and OpenCL, for multicore computers, interconnected computers and graphical processing units. An overview of practical parallel computing and principles will enable the reader to design efficient parallel programs for solving various computational problems on state-of-the-art personal computers and computing clusters.

Topics covered range from parallel algorithms, programming tools, OpenMP, MPI and OpenCL, followed by experimental measurements of parallel programs’ run-times, and by engineering analysis of obtained results for improved parallel execution performances.

Many examples and exercises support the exposition.

By: Roman Trobec, Boštjan Slivnik, Patricio Bulić, Borut Robič
Imprint: Springer International Publishing AG
Country of Publication: Switzerland
Edition: 2018 ed.
Dimensions: Height: 235mm, Width: 155mm,
Weight: 454g
ISBN: 9783319988320
ISBN 10: 3319988328
Series: Undergraduate Topics in Computer Science
Pages: 256
Publication Date: 09 October 2018
Audience: College/higher education , A / AS level
Format: Paperback
Publisher's Status: Active

Part I: Foundations.- Why Do We Need Parallel Programming.- Overview of Parallel Systems.- Part II: Programming.- Programming Multi-Core and Shared Memory Multiprocessors Using OpenMP.- MPI Processes and Messaging.- OpenCL for Massively Parallel Graphic Processors.- Part III: Engineering.- Engineering: Parallel Computation of the Number π.- Engineering: Parallel Solution of 1-D Heat Equation.- Engineering: Parallel Implementation of Seam Carving.- Final Remarks and Perspectives.- Appendix A: Hints for Making Your Computer a Parallel Machine.

Roman Trobec is Head of the Parallel and Distributed Computing Laboratory at the Jožef Stefan Institute, Ljubljana, Slovenia, and an Associate Professor in the Faculty of Computer and Information Science at the University of Ljubljana. Boštjan Slivnik is an Assistant Professor in the Faculty of Computer and Information Science at the University of Ljubljana. Patricio Bulić is an Associate Professor, and Borut Robič is a Full Professor, at the same institution.Other Springer titles by the same authors include The Foundations of Computability Theory, Application and Multidisciplinary Aspects of Wireless Sensor Networks: Concepts, Integration, and Case Studies, and Parallel Computing: Numerics, Applications, and Trends.