Systems Simulation and Modeling for Cloud Computing and Big Data Applications
  • Author : Dinesh Peter
  • Release Date : 26 February 2020
  • Publisher : Academic Press
  • Genre : Science
  • Pages : 182
  • ISBN 13 : 9780128197806

Systems Simulation and Modeling for Cloud Computing and Big Data Applications Book Summary

Systems Simulation and Modelling for Cloud Computing and Big Data Applications provides readers with the most current approaches to solving problems through the use of models and simulations, presenting SSM based approaches to performance testing and benchmarking that offer significant advantages. For example, multiple big data and cloud application developers and researchers can perform tests in a controllable and repeatable manner. Inspired by the need to analyze the performance of different big data processing and cloud frameworks, researchers have introduced several benchmarks, including BigDataBench, BigBench, HiBench, PigMix, CloudSuite and GridMix, which are all covered in this book. Despite the substantial progress, the research community still needs a holistic, comprehensive big data SSM to use in almost every scientific and engineering discipline involving multidisciplinary research. SSM develops frameworks that are applicable across disciplines to develop benchmarking tools that are useful in solutions development. Examines the methodology and requirements of benchmarking big data and cloud computing tools, advances in big data frameworks and benchmarks for large-scale data analytics, and frameworks for benchmarking and predictive analytics in big data deployment Discusses applications using big data benchmarks, such as BigDataBench, BigBench, HiBench, MapReduce, HPCC, ECL, HOBBIT, GridMix and PigMix, and applications using big data frameworks, such as Hadoop, Spark, Samza, Flink and SQL frameworks Covers development of big data benchmarks to evaluate workloads in state-of-the-practice heterogeneous hardware platforms, advances in modeling and simulation tools for performance evaluation, security problems and scalable cloud computing environments

Systems Simulation and Modeling for Cloud Computing and Big Data Applications

Systems Simulation and Modeling for Cloud Computing and Big Data Applications

Author : Dinesh Peter,Steven L. Fernandes
Publisher : Academic Press
Genre : Science
Total View : 9284 Views
File Size : 45,9 Mb
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Systems Simulation and Modelling for Cloud Computing and Big Data Applications provides readers with the most current approaches to solving problems through the use of models and simulations, presenting SSM based approaches to performance testing and benchmarking that offer significant advantages. For example, multiple big data and cloud application developers ...

High Performance Modelling and Simulation for Big Data Applications

High Performance Modelling and Simulation for Big Data Applications

Author : Joanna Kołodziej,Horacio González-Vélez
Publisher : Springer
Genre : Computers
Total View : 9557 Views
File Size : 53,8 Mb
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This open access book was prepared as a Final Publication of the COST Action IC1406 “High-Performance Modelling and Simulation for Big Data Applications (cHiPSet)“ project. Long considered important pillars of the scientific method, Modelling and Simulation have evolved from traditional discrete numerical methods to complex data-intensive continuous analytical optimisations. Resolution, ...

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Publisher : Springer
Genre : Technology & Engineering
Total View : 7379 Views
File Size : 46,7 Mb
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This book consists of eight chapters, five of which provide a summary of the tutorials and workshops organised as part of the cHiPSet Summer School: High-Performance Modelling and Simulation for Big Data Applications Cost Action on “New Trends in Modelling and Simulation in HPC Systems,” which was held in Bucharest (...

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Publisher : Springer Nature
Genre : Technology & Engineering
Total View : 8302 Views
File Size : 49,6 Mb
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This book covers a variety of topics in the field of mechanical engineering, with a special focus on methods and technologies for modeling, simulation, and design of mechanical systems. Based on a set of papers presented at the 2nd International Conference “Innovation in Engineering”, ICIE, held in Minho, Portugal, on ...

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Publisher : IGI Global
Genre : Computers
Total View : 8806 Views
File Size : 43,9 Mb
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Wireless sensor networks have gained significant attention industrially and academically due to their wide range of uses in various fields. Because of their vast amount of applications, wireless sensor networks are vulnerable to a variety of security attacks. The protection of wireless sensor networks remains a challenge due to their ...

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Publisher : IGI Global
Genre : Computers
Total View : 8189 Views
File Size : 48,9 Mb
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Explainable artificial intelligence is proficient in operating and analyzing the unconstrainted environment in fields like robotic medicine, robotic treatment, and robotic surgery, which rely on computational vision for analyzing complex situations. Explainable artificial intelligence is a well-structured customizable technology that makes it possible to generate promising unbiased outcomes. The model’...

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Author : Gupta, B. B.,Agrawal, Dharma P.
Publisher : IGI Global
Genre : Computers
Total View : 7574 Views
File Size : 53,5 Mb
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Today, cloud computing, big data, and the internet of things (IoT) are becoming indubitable parts of modern information and communication systems. They cover not only information and communication technology but also all types of systems in society including within the realms of business, finance, industry, manufacturing, and management. Therefore, it ...

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Publisher : CRC Press
Genre : Business & Economics
Total View : 9289 Views
File Size : 48,8 Mb
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This handbook is an endeavour to cover many current, relevant, and essential topics related to decision sciences in a scientific manner. Using this handbook, graduate students, researchers, as well as practitioners from engineering, statistics, sociology, economics, etc. will find a new and refreshing paradigm shift as to how these topics ...