Parallel computing : technology trends / edited by Ian Foster [and four others].

Format:

Book

Contributor:

Foster, Ian, 1959- editor.

Series:

Advances in parallel computing ; Volume 36.

Advances in parallel computing ; Volume 36

Language:

English

Subjects (All):

Parallel processing (Electronic computers).

Physical Description:

1 online resource (xvii, 785 pages) : illustrations.

Edition:

1st ed.

Place of Publication:

Amsterdam ; Berlin ; Washington, District of Columbia : IOS Press, [2020]

Summary:

The year 2019 marked four decades of cluster computing, a history that began in 1979 when the first cluster systems using Components Off The Shelf (COTS) became operational.This achievement resulted in a rapidly growing interest in affordable parallel computing for solving compute intensive and large scale problems.

Contents:

Intro

Title Page

Preface

Conference Organisation

Contents

Opening

Four Decades of Cluster Computing

Invited Talks

Will We Ever Have a Quantum Computer?

Empowering Parallel Computing with Field Programmable Gate Arrays

Main Track

Deep Learning Applications

First Experiences on Applying Deep Learning Techniques to Prostate Cancer Detection

Deep Generative Model Driven Protein Folding Simulations

Economics

A Scalable Approach to Econometric Inference

Cloud vs On-Premise HPC: A Model for Comprehensive Cost Assessment

GPU Computing Methods

GPU Architecture for Wavelet-Based Video Coding Acceleration

GPGPU Computing for Microscopic Pedestrian Simulation

High Performance Eigenvalue Solver for Hubbard Model: Tuning Strategies for LOBPCG Method on CUDA GPU

Parallel Smoothers in Multigrid Method for Heterogeneous CPU-GPU Environment

Load Balancing Methods

Progressive Load Balancing in Distributed Memory. Mitigating Performance and Progress Variability in Iterative Asynchronous Algorithms

Learning-Based Load Balancing for Massively Parallel Simulations of Hot Fusion Plasmas

Load-Balancing for Large-Scale Soot Particle Agglomeration Simulations

On the Autotuning of Task-Based Numerical Libraries for Heterogeneous Architectures

Parallel Algorithms

Batched 3D-Distributed FFT Kernels Towards Practical DNS Codes

On Superlinear Speedups of a Parallel NFA Induction Algorithm

A Domain Decomposition Reduced Order Model with Data Assimilation (DD-RODA)

Predicting Performance of Classical and Modified BiCGStab Iterative Methods

Parallel Applications

Gadget3 on GPUs with OpenACC

Exploring High Bandwidth Memory for PET Image Reconstruction

Parallel Architecture

The Architecture of Heterogeneous Petascale HPC RIVR.

Design of an FPGA-Based Matrix Multiplier with Task Parallelism

Application Performance of Physical System Simulations

Parallel Methods

A Hybrid MPI+Threads Approach to Particle Group Finding Using Union-Find

Parallel Performance

Improving the Scalability of the ABCD Solver with a Combination of New Load Balancing and Communication Minimization Techniques

Characterization of Power Usage and Performance in Data-Intensive Applications Using MapReduce over MPI

Feedback-Driven Performance and Precision Tuning for Automatic Fixed Point Exploitation

Parallel Programming

A GPU-CUDA Framework for Solving a Two-Dimensional Inverse Anomalous Diffusion Problem

Parallelization Strategies for GPU-Based Ant Colony Optimization Applied to TSP

DBCSR: A Blocked Sparse Tensor Algebra Library

Acceleration of Hydro Poro-Elastic Damage Simulation in a Shared-Memory Environment

BERTHA and PyBERTHA: State of the Art for Full Four-Component Dirac-Kohn-Sham Calculations

Prediction-Based Partitions Evaluation Algorithm for Resource Allocation

Unified Generation of DG-Kernels for Different HPC Frameworks

Invasive Computing for Power Corridor Management

Enforcing Reference Capability in FastFlow with Rust

Performance

AITuning: Machine Learning-Based Tuning Tool for Run-Time Communication Libraries

Towards Benchmarking the Asynchronous Progress of Non-Blocking MPI Operations

Power Management

Acceleration of Interactive Multiple Precision Arithmetic Toolbox MuPAT Using FMA, SIMD, and OpenMP

Dynamic Runtime and Energy Optimization for Power-Capped HPC Applications

Programming Paradigms

Paradigm Shift in Program Structure of Particle-in-Cell Simulations

Backus FP Revisited: A Parallel Perspective on Modern Multicores

Multi-Variant User Functions for Platform-Aware Skeleton Programming.

Scalability Analysis

POETS: Distributed Event-Based Computing - Scaling Behaviour

Towards High-End Scalability on Biologically-Inspired Computational Models

Scientific Visualization

GraphiX: A Fast Human-Computer Interaction Symmetric Multiprocessing Parallel Scientific Visualization Tool

When Parallel Performance Measurement and Analysis Meets In Situ Analytics and Visualization

Stream Processing

Seamless Parallelism Management for Video Stream Processing on Multi-Cores

High-Level Stream Parallelism Abstractions with SPar Targeting GPUs

Mini-Symposia

Energy-Efficient Computing on Parallel Architectures (ECOPAR)

Energy-Efficiency Evaluation of FPGAs for Floating-Point Intensive Workloads

GPU Acceleration of Four-Site Water Models in LAMMPS

Energy Consumption of MD Calculations on Hybrid and CPU-Only Supercomputers with Air and Immersion Cooling

Direct N-Body Application on Low-Power and Energy-Efficient Parallel Architectures

Performance and Energy Efficiency of CUDA and OpenCL for GPU Computing Using Python

Computational Performances and Energy Efficiency Assessment for a Lattice Boltzmann Method on Intel KNL

Performance, Power Consumption and Thermal Behavioral Evaluation of the DGX-2 Platform

On the Performance and Energy Efficiency of Sparse Matrix-Vector Multiplication on FPGAs

Evaluation of DVFS and Uncore Frequency Tuning Under Power Capping on Intel Broadwell Architecture

ELPA - A Parallel Dense Eigensolver for Symmetric Matrices with Applications in Computational Chemistry

ELPA: A Parallel Solver for the Generalized Eigenvalue Problem

ParaFPGA 2019. Parallel Computing with FPGAs

Parallel Totally Induced Edge Sampling on FPGAs

An Implementation of Non-Local Means Algorithm on FPGA.

Accelerating Binarized Convolutional Neural Networks with Dynamic Partial Reconfiguration on Disaggregated FPGAs

Porting a Lattice Boltzmann Simulation to FPGAs Using OmpSs

A Processor Architecture for Executing Global Cellular Automata as Software

Crossbar Implementation with Partial Reconfiguration for Stream Switching Applications on an FPGA

Tools and Infrastructure for Reproducibility in Data-Intensive Applications

Cryptographic Methods with a Pli Cachet?. Towards the Computational Assurance of Integrity

Replicating Machine Learning Experiments in Materials Science

Documenting Computing Environments for Reproducible Experiments

Toward Enabling Reproducibility for Data-Intensive Research Using the Whole Tale Platform

Subject Index

Author Index.

Notes:

Includes index.

Description based on print version record.

Description based on publisher supplied metadata and other sources.

ISBN:

1-64368-071-4

OCLC:

1194445378