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 : 4/5 from 21 reviews
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Read or download book entitled Systems Simulation and Modeling for Cloud Computing and Big Data Applications written by Dinesh Peter which was release on 26 February 2020, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: 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 ...

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 (...

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, ...

Deep Learning Strategies for Security Enhancement in Wireless Sensor Networks

Deep Learning Strategies for Security Enhancement in Wireless Sensor Networks
  • Author : K. Martin Sagayam,Bharat Bhushan,Victor Hugo C. de Albuquerque,A. Diana Andrushia
  • Publisher : IGI Global
  • Release Date : 2020
  • Total pages : 405
  • ISBN : 0128197803
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Summary :

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 ...

Ocean Energy Modeling and Simulation with Big Data

Ocean Energy Modeling and Simulation with Big Data
  • Author : Vikas Khare,Savita Nema,Prashant Baredar
  • Publisher : Butterworth-Heinemann
  • Release Date : 2020-04-21
  • Total pages : 370
  • ISBN : 0128197803
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Summary : Ocean Energy Modeling and Simulation with Big Data: Computational Intelligence for System Optimization and Grid Integration offers the fundamental and practical aspects of big data solutions applied to ocean and offshore energy systems. The book explores techniques for assessment of tidal, wave and offshore wind energy systems. It presents the ...

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 ...

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 ...

Theory Methodology Tools and Applications for Modeling and Simulation of Complex Systems

Theory  Methodology  Tools and Applications for Modeling and Simulation of Complex Systems
  • Author : Lin Zhang,Xiao Song,Yunjie Wu
  • Publisher : Springer
  • Release Date : 2016-09-21
  • Total pages : 651
  • ISBN : 0128197803
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Summary : This four-volume set (CCIS 643, 644, 645, 646) constitutes the refereed proceedings of the 16th Asia Simulation Conference and the First Autumn Simulation Multi-Conference, AsiaSim / SCS AutumnSim 2016, held in Beijing, China, in October 2016. The 265 revised full papers presented were carefully reviewed and selected from 651 submissions. The papers in this third volume of the set ...

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 ...

Research Challenges in Modeling and Simulation for Engineering Complex Systems

Research Challenges in Modeling and Simulation for Engineering Complex Systems
  • Author : Richard Fujimoto,Conrad Bock,Wei Chen,Ernest Page,Jitesh H. Panchal
  • Publisher : Springer
  • Release Date : 2017-08-18
  • Total pages : 119
  • ISBN : 0128197803
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Summary : This illuminating text/reference presents a review of the key aspects of the modeling and simulation (M&S) life cycle, and examines the challenges of M&S in different application areas. The authoritative work offers valuable perspectives on the future of research in M&S, and its role in engineering ...

Methods and Applications for Modeling and Simulation of Complex Systems

Methods and Applications for Modeling and Simulation of Complex Systems
  • Author : Liang Li,Kyoko Hasegawa,Satoshi Tanaka
  • Publisher : Springer
  • Release Date : 2018-10-17
  • Total pages : 586
  • ISBN : 0128197803
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Summary : This volume constitutes the proceedings of the 18th Asia Simulation Conference, AsiaSim 2018, held in Kyoto, Japan, in August 2018. The 45 revised full papers presented in this volume were carefully reviewed and selected from 90 submissions. The papers are organized in topical sections on modeling and simulation technology; soft computing and machine learning; ...

Simulation and Modeling Methodologies Technologies and Applications

Simulation and Modeling Methodologies  Technologies and Applications
  • Author : Mohammad S. Obaidat,Tuncer Ören,Yuri Merkuryev
  • Publisher : Springer
  • Release Date : 2017-10-26
  • Total pages : 316
  • ISBN : 0128197803
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Summary : This Proceedings book reports on new and innovative solutions regarding methodologies and applications of modeling and simulation. It includes a set of selected, extended papers from the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH 2016), held in Lisbon, Portugal, from 29 to 31 July, 2016. The conference brought together ...

Parallel Architecture Algorithm and Programming

Parallel Architecture  Algorithm and Programming
  • Author : Guoliang Chen,Hong Shen,Mingrui Chen
  • Publisher : Springer
  • Release Date : 2017-10-05
  • Total pages : 629
  • ISBN : 0128197803
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Summary : This book constitutes the refereed proceedings of the 8th International Symposium on Parallel Architecture, Algorithm and Programming, PAAP 2017, held in Haikou, China, in June 2017. The 50 revised full papers and 7 revised short papers presented were carefully reviewed and selected from 192 submissions. The papers deal with research results and development activities in ...

Application of Intelligent Systems in Multi modal Information Analytics

Application of Intelligent Systems in Multi modal Information Analytics
  • Author : Vijayan Sugumaran
  • Publisher : Springer Nature
  • Release Date : 2021-09-18
  • Total pages : 212
  • ISBN : 0128197803
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Summary : Download or read online Application of Intelligent Systems in Multi modal Information Analytics written by Vijayan Sugumaran, published by Springer Nature which was released on . Get Application of Intelligent Systems in Multi modal Information Analytics Books now! Available in PDF, ePub and Kindle....

Handbook of Integration of Cloud Computing Cyber Physical Systems and Internet of Things

Handbook of Integration of Cloud Computing  Cyber Physical Systems and Internet of Things
  • Author : Rajiv Ranjan
  • Publisher : Springer Nature
  • Release Date : 2021-09-18
  • Total pages : 212
  • ISBN : 0128197803
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Summary : Download or read online Handbook of Integration of Cloud Computing Cyber Physical Systems and Internet of Things written by Rajiv Ranjan, published by Springer Nature which was released on . Get Handbook of Integration of Cloud Computing Cyber Physical Systems and Internet of Things Books now! Available in PDF, ePub and ...