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T&F/Crc Press Parallel Computing Architectures And Apis 1St Edition by Kale
Parallel Computing Architectures And Apis: Iot Big Data Stream Processing Commences From The Point High-Performance Uniprocessors Were Becoming Increasingly Complex Expensive And Power-Hungry. A Basic Trade-Off Exists Between The Use Of One Or A Small Number Of Such Complex Processors At One Extreme And A Moderate To Very Large Number Of Simpler Processors At The Other. When Combined With A High-Bandwidth Interprocessor Communication Facility Leads To Significant Simplification Of The Design Process. However Two Major Roadblocks Prevent The Widespread Adoption Of Such Moderately To Massively Parallel Architectures: The Interprocessor Communication Bottleneck And The Difficulty And High Cost Of Algorithm/Software Development.One Of The Most Important Reasons For Studying Parallel Computing Architectures Is To Learn How To Extract The Best Performance From Parallel Systems. Specifically You Must Understand Its Architectures So That You Will Be Able To Exploit Those Architectures During Programming Via The Standardized Apis.This Book Would Be Useful For Analysts Designers And Developers Of High-Throughput Computing Systems Essential For Big Data Stream Processing Emanating From Iot-Driven Cyber-Physical Systems (Cps).This Pragmatic Book:Devolves Uniprocessors In Terms Of A Ladder Of Abstractions To Ascertain (Say) Performance Characteristics At A Particular Level Of Abstractionexplains Limitations Of Uniprocessor High Performance Because Of MooreS Lawintroduces Basics Of Processors Networks And Distributed Systemsexplains Characteristics Of Parallel Systems Parallel Computing Models And Parallel Algorithmsexplains The Three Primary Categorical Representatives Of Parallel Computing Architectures Namely Shared Memory Message Passing And Stream Processingintroduces The Three Primary Categorical Representatives Of Parallel Programming Apis Namely Openmp Mpi And Cudaprovides An Overview Of Internet Of Things (Iot) Wireless Sensor Networks (Wsn) Sensor Data Processing Big Data And Stream Processing Provides Introduction To 5G Communications Edge And Fog Computingparallel Computing Architectures And Apis: Iot Big Data Stream Processing Discusses Stream Processing That Enables The Gathering Processing And Analysis Of High-Volume Heterogeneous Continuous Internet Of Things (Iot) Big Data Streams To Extract Insights And Actionable Results In Real Time. Application Domains Requiring Data Stream Management Include Military Homeland Security Sensor Networks Financial Applications Network Management Web Site Performance Tracking Real-Time Credit Card Fraud Detection Etc.Show More