Systems Simulation and Modeling for Cloud Computing and Big Data Applications

Written By Dinesh Peter
Systems Simulation and Modeling for Cloud Computing and Big Data Applications
  • Publsiher : Academic Press
  • Release : 26 February 2020
  • ISBN : 0128197803
  • Pages : 182 pages
  • Rating : /5 from reviews
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Download or read book entitled Systems Simulation and Modeling for Cloud Computing and Big Data Applications by author: Dinesh Peter which was release on 26 February 2020 and published by Academic Press with total page 182 pages . This book available in PDF, EPUB and Kindle Format. 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
  • Release Date : 2020-02-26
  • Total pages : 182
  • ISBN : 0128197803
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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 ...

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
  • Release Date : 2019-03-25
  • Total pages : 352
  • ISBN : 0128197803
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Summary : 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, ...

Modeling and Simulation in HPC and Cloud Systems

Modeling and Simulation in HPC and Cloud Systems
  • Author : Joanna Kołodziej,Florin Pop,Ciprian Dobre
  • Publisher : Springer
  • Release Date : 2018-01-30
  • Total pages : 155
  • ISBN : 0128197803
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Summary : 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 (...

Strategic Engineering for Cloud Computing and Big Data Analytics

Strategic Engineering for Cloud Computing and Big Data Analytics
  • Author : Amin Hosseinian-Far,Muthu Ramachandran,Dilshad Sarwar
  • Publisher : Springer
  • Release Date : 2017-03-15
  • Total pages : 226
  • ISBN : 0128197803
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Summary : This book demonstrates the use of a wide range of strategic engineering concepts, theories and applied case studies to improve the safety, security and sustainability of complex and large-scale engineering and computer systems. It first details the concepts of system design, life cycle, impact assessment and security to show how ...

Decision Sciences

Decision Sciences
  • Author : Raghu Nandan Sengupta,Aparna Gupta,Joydeep Dutta
  • Publisher : CRC Press
  • Release Date : 2016-11-30
  • Total pages : 1026
  • ISBN : 0128197803
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Summary : 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 ...

Handbook of Research on Cloud Computing and Big Data Applications in IoT

Handbook of Research on Cloud Computing and Big Data Applications in IoT
  • Author : Gupta, B. B.,Agrawal, Dharma P.
  • Publisher : IGI Global
  • Release Date : 2019-04-12
  • Total pages : 609
  • ISBN : 0128197803
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Summary : 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 ...

Big Data

Big Data
  • Author : Kuan-Ching Li,Hai Jiang,Laurence T. Yang,Alfredo Cuzzocrea
  • Publisher : CRC Press
  • Release Date : 2015-09-15
  • Total pages : 498
  • ISBN : 0128197803
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Summary : As today’s organizations are capturing exponentially larger amounts of data than ever, now is the time for organizations to rethink how they digest that data. Through advanced algorithms and analytics techniques, organizations can harness this data, discover hidden patterns, and use the newly acquired knowledge to achieve competitive advantages. ...

Big Data

Big Data
  • Author : Rajkumar Buyya,Rodrigo N. Calheiros,Amir Vahid Dastjerdi
  • Publisher : Morgan Kaufmann
  • Release Date : 2016-06-07
  • Total pages : 494
  • ISBN : 0128197803
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Summary : Big Data: Principles and Paradigms captures the state-of-the-art research on the architectural aspects, technologies, and applications of Big Data. The book identifies potential future directions and technologies that facilitate insight into numerous scientific, business, and consumer applications. To help realize Big Data’s full potential, the book addresses numerous challenges, ...

Encyclopedia of Cloud Computing

Encyclopedia of Cloud Computing
  • Author : San Murugesan,Irena Bojanova
  • Publisher : John Wiley & Sons
  • Release Date : 2016-08-01
  • Total pages : 744
  • ISBN : 0128197803
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Summary : The Encyclopedia of Cloud Computing comprehensively cover all aspects of cloud computing. It provides IT professionals, educators, researchers and students a compendium of cloud computing knowledge – concepts, principles, architecture, technology, security, privacy and regulatory compliance, applications, adoption, business, and social and legal aspects. Containing contributions from a spectrum of subject ...

Systems Modeling Methodologies and Tools

Systems Modeling  Methodologies and Tools
  • Author : Antonio Puliafito,Kishor S. Trivedi
  • Publisher : Springer
  • Release Date : 2018-10-16
  • Total pages : 323
  • ISBN : 0128197803
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Summary : This book covers ideas, methods, algorithms, and tools for the in-depth study of the performance and reliability of dependable fault-tolerant systems. The chapters identify the current challenges that designers and practitioners must confront to ensure the reliability, availability, and performance of systems, with special focus on their dynamic behaviors and ...

Pervasive Cloud Computing Technologies Future Outlooks and Interdisciplinary Perspectives

Pervasive Cloud Computing Technologies  Future Outlooks and Interdisciplinary Perspectives
  • Author : Grandinetti, Lucio
  • Publisher : IGI Global
  • Release Date : 2013-10-31
  • Total pages : 325
  • ISBN : 0128197803
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Summary : Technology trends may come and go, but cloud computing technologies have been gaining consideration in the commercial world due to its ability to provide on-demand access to resources, control the software environment, and supplement existing systems. Pervasive Cloud Computing Technologies: Future Outlooks and Interdisciplinary Perspectives explores the latest innovations with ...

Simulation for Cyber Physical Systems Engineering

Simulation for Cyber Physical Systems Engineering
  • Author : José L. Risco Martín,Saurabh Mittal,Tuncer Ören
  • Publisher : Springer Nature
  • Release Date : 2020-11-07
  • Total pages : 451
  • ISBN : 0128197803
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Summary : This comprehensive book examines a range of examples, prepared by a diverse group of academic and industry practitioners, which demonstrate how cloud-based simulation is being extensively used across many disciplines, including cyber-physical systems engineering. This book is a compendium of the state of the art in cloud-based simulation that instructors ...

High Performance Computing

High Performance Computing
  • Author : Michèle Weiland,Guido Juckeland,Carsten Trinitis,Ponnuswamy Sadayappan
  • Publisher : Springer
  • Release Date : 2019-07-15
  • Total pages : 352
  • ISBN : 0128197803
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Summary : This book constitutes the refereed proceedings of the 34th International Conference on High Performance Computing, ISC High Performance 2019, held in Frankfurt/Main, Germany, in June 2019. The 17 revised full papers presented were carefully reviewed and selected from 70 submissions. The papers cover a broad range of topics such as next-generation high performance ...

Data Processing Techniques and Applications for Cyber Physical Systems DPTA 2019

Data Processing Techniques and Applications for Cyber Physical Systems  DPTA 2019
  • Author : Chuanchao Huang,Yu-Wei Chan,Neil Yen
  • Publisher : Springer Nature
  • Release Date : 2020-02-03
  • Total pages : 2059
  • ISBN : 0128197803
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Summary : This book covers cutting-edge and advanced research on data processing techniques and applications for Cyber-Physical Systems. Gathering the proceedings of the International Conference on Data Processing Techniques and Applications for Cyber-Physical Systems (DPTA 2019), held in Shanghai, China on November 15–16, 2019, it examines a wide range of topics, including: distributed processing for ...

Edge Computing

Edge Computing
  • Author : Fadi Al-Turjman
  • Publisher : Springer
  • Release Date : 2018-11-09
  • Total pages : 188
  • ISBN : 0128197803
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Summary : In this book, contributors provide insights into the latest developments of Edge Computing/Mobile Edge Computing, specifically in terms of communication protocols and related applications and architectures. The book provides help to Edge service providers, Edge service consumers, and Edge service developers interested in getting the latest knowledge in the ...