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Big Data and HPC: Ecosystem and Convergence

L. Grandinetti,S.L. Mirtaheri,R. Shahbazian

Author : L. Grandinetti,S.L. Mirtaheri,R. Shahbazian
Publisher : IOS Press
Page : 338 pages
File Size : 49,8 Mb
Release : 2018-08-22
Category : Computers
ISBN : 9781614998822

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Big Data and HPC: Ecosystem and Convergence by L. Grandinetti,S.L. Mirtaheri,R. Shahbazian Pdf

Due to the increasing need to solve complex problems, high-performance computing (HPC) is now one of the most fundamental infrastructures for scientific development in all disciplines, and it has progressed massively in recent years as a result. HPC facilitates the processing of big data, but the tremendous research challenges faced in recent years include: the scalability of computing performance for high velocity, high variety and high volume big data; deep learning with massive-scale datasets; big data programming paradigms on multi-core; GPU and hybrid distributed environments; and unstructured data processing with high-performance computing. This book presents 19 selected papers from the TopHPC2017 congress on Advances in High-Performance Computing and Big Data Analytics in the Exascale era, held in Tehran, Iran, in April 2017. The book is divided into 3 sections: State of the Art and Future Scenarios, Big Data Challenges, and HPC Challenges, and will be of interest to all those whose work involves the processing of Big Data and the use of HPC.

HPC, Big Data, and AI Convergence Towards Exascale

Olivier Terzo,Jan Martinovič

Author : Olivier Terzo,Jan Martinovič
Publisher : CRC Press
Page : 276 pages
File Size : 54,9 Mb
Release : 2022-01-14
Category : Computers
ISBN : 9781000485172

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HPC, Big Data, and AI Convergence Towards Exascale by Olivier Terzo,Jan Martinovič Pdf

HPC, Big Data, AI Convergence Towards Exascale provides an updated vision on the most advanced computing, storage, and interconnection technologies, that are at basis of convergence among the HPC, Cloud, Big Data, and artificial intelligence (AI) domains. Through the presentation of the solutions devised within recently founded H2020 European projects, this book provides an insight on challenges faced by integrating such technologies and in achieving performance and energy efficiency targets towards the exascale level. Emphasis is given to innovative ways of provisioning and managing resources, as well as monitoring their usage. Industrial and scientific use cases give to the reader practical examples of the needs for a cross-domain convergence. All the chapters in this book pave the road to new generation of technologies, support their development and, in addition, verify them on real-world problems. The readers will find this book useful because it provides an overview of currently available technologies that fit with the concept of unified Cloud-HPC-Big Data-AI applications and presents examples of their actual use in scientific and industrial applications.

HPC, Big Data, and AI Convergence Towards Exascale

Olivier Terzo,Jan Martinovič

Author : Olivier Terzo,Jan Martinovič
Publisher : CRC Press
Page : 323 pages
File Size : 49,6 Mb
Release : 2022-01-13
Category : Computers
ISBN : 9781000485110

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HPC, Big Data, and AI Convergence Towards Exascale by Olivier Terzo,Jan Martinovič Pdf

HPC, Big Data, AI Convergence Towards Exascale provides an updated vision on the most advanced computing, storage, and interconnection technologies, that are at basis of convergence among the HPC, Cloud, Big Data, and artificial intelligence (AI) domains. Through the presentation of the solutions devised within recently founded H2020 European projects, this book provides an insight on challenges faced by integrating such technologies and in achieving performance and energy efficiency targets towards the exascale level. Emphasis is given to innovative ways of provisioning and managing resources, as well as monitoring their usage. Industrial and scientific use cases give to the reader practical examples of the needs for a cross-domain convergence. All the chapters in this book pave the road to new generation of technologies, support their development and, in addition, verify them on real-world problems. The readers will find this book useful because it provides an overview of currently available technologies that fit with the concept of unified Cloud-HPC-Big Data-AI applications and presents examples of their actual use in scientific and industrial applications.

Driving Scientific and Engineering Discoveries Through the Convergence of HPC, Big Data and AI

Jeffrey Nichols,Becky Verastegui,Arthur ‘Barney’ Maccabe,Oscar Hernandez,Suzanne Parete-Koon,Theresa Ahearn

Author : Jeffrey Nichols,Becky Verastegui,Arthur ‘Barney’ Maccabe,Oscar Hernandez,Suzanne Parete-Koon,Theresa Ahearn
Publisher : Springer Nature
Page : 555 pages
File Size : 40,8 Mb
Release : 2020-12-22
Category : Computers
ISBN : 9783030633936

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Driving Scientific and Engineering Discoveries Through the Convergence of HPC, Big Data and AI by Jeffrey Nichols,Becky Verastegui,Arthur ‘Barney’ Maccabe,Oscar Hernandez,Suzanne Parete-Koon,Theresa Ahearn Pdf

This book constitutes the revised selected papers of the 17th Smoky Mountains Computational Sciences and Engineering Conference, SMC 2020, held in Oak Ridge, TN, USA*, in August 2020. The 36 full papers and 1 short paper presented were carefully reviewed and selected from a total of 94 submissions. The papers are organized in topical sections of computational applications: converged HPC and artificial intelligence; system software: data infrastructure and life cycle; experimental/observational applications: use cases that drive requirements for AI and HPC convergence; deploying computation: on the road to a converged ecosystem; scientific data challenges. *The conference was held virtually due to the COVID-19 pandemic.

Cybersecurity and High-Performance Computing Environments

Kuan-Ching Li,Nitin Sukhija,Elizabeth Bautista,Jean-Luc Gaudiot

Author : Kuan-Ching Li,Nitin Sukhija,Elizabeth Bautista,Jean-Luc Gaudiot
Publisher : CRC Press
Page : 307 pages
File Size : 40,7 Mb
Release : 2022-05-09
Category : Computers
ISBN : 9781000553697

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Cybersecurity and High-Performance Computing Environments by Kuan-Ching Li,Nitin Sukhija,Elizabeth Bautista,Jean-Luc Gaudiot Pdf

In this fast-paced global economy, academia and industry must innovate to evolve and succeed. Today’s researchers and industry experts are seeking transformative technologies to meet the challenges of tomorrow. Cutting-edge technological advances in cybersecurity solutions aid in enabling the security of complex heterogeneous high-performance computing (HPC) environments. On the other hand, HPC facilitates powerful and intelligent innovative models for reducing time to response to identify and resolve a multitude of potential, newly emerging cyberattacks. Cybersecurity and High-Performance Computing Environments provides a collection of the current and emergent research innovations, practices, and applications focusing on the interdependence of cybersecurity and HPC domains for discovering and resolving new emerging cyber-threats. KEY FEATURES Represents a substantial research contribution to the state-of-the-art solutions for addressing the threats to confidentiality, integrity, and availability (CIA triad) in HPC environments Covers the groundbreaking and emergent solutions that utilize the power of the HPC environments to study and understand the emergent, multifaceted, anomalous, and malicious characteristics The content will help university students, researchers, and professionals understand how HPC research fits broader cybersecurity objectives and vice versa.

Smart Societies, Infrastructure, Technologies and Applications

Rashid Mehmood,Budhendra Bhaduri,Iyad Katib,Imrich Chlamtac

Author : Rashid Mehmood,Budhendra Bhaduri,Iyad Katib,Imrich Chlamtac
Publisher : Springer
Page : 367 pages
File Size : 52,5 Mb
Release : 2018-07-21
Category : Computers
ISBN : 9783319941806

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Smart Societies, Infrastructure, Technologies and Applications by Rashid Mehmood,Budhendra Bhaduri,Iyad Katib,Imrich Chlamtac Pdf

This book constitutes the refereed post-conference proceedings of the First International Conference on Smart Cities, Infrastructures, Technologies and Applications, SCITA 2017, held in Jeddah, Saudi Arabia, in November 2017. The 35 revised full papers were carefully reviewed and selected from 62 submissions. The papers are grouped in topical sections: infrastructure track, e-governance and transportation track, healthcare track, applications track.

Computer Vision and Robotics

Praveen Kumar Shukla,Krishna Pratap Singh,Ashish Kumar Tripathi,Andries Engelbrecht

Author : Praveen Kumar Shukla,Krishna Pratap Singh,Ashish Kumar Tripathi,Andries Engelbrecht
Publisher : Springer Nature
Page : 559 pages
File Size : 42,8 Mb
Release : 2023-04-27
Category : Technology & Engineering
ISBN : 9789811978920

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Computer Vision and Robotics by Praveen Kumar Shukla,Krishna Pratap Singh,Ashish Kumar Tripathi,Andries Engelbrecht Pdf

This book is a collection of the high-quality research articles in the field of computer vision and robotics which are presented in International Conference on Computer Vision and Robotics (ICCVR 2022), organized by BBD University Lucknow India, during 21 – 22 May 2022. The book discusses applications of computer vision and robotics in the fields like medical science, defence and smart city planning. This book presents recent works from researchers, academicians, industry, and policy makers.

Future Trends of HPC in a Disruptive Scenario

L. Grandinetti,G.R. Joubert,K. Michielsen

Author : L. Grandinetti,G.R. Joubert,K. Michielsen
Publisher : IOS Press
Page : 286 pages
File Size : 40,8 Mb
Release : 2019-09-27
Category : Computers
ISBN : 9781614999997

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Future Trends of HPC in a Disruptive Scenario by L. Grandinetti,G.R. Joubert,K. Michielsen Pdf

The realization that the use of components off the shelf (COTS) could reduce costs sparked the evolution of the massive parallel computing systems available today. The main problem with such systems is the development of suitable operating systems, algorithms and application software that can utilise the potential processing power of large numbers of processors. As a result, systems comprising millions of processors are still limited in the applications they can efficiently solve. Two alternative paradigms that may offer a solution to this problem are Quantum Computers (QC) and Brain Inspired Computers (BIC). This book presents papers from the 14th edition of the biennial international conference on High Performance Computing - From Clouds and Big Data to Exascale and Beyond, held in Cetraro, Italy, from 2 - 6 July 2018. It is divided into 4 sections covering data science, quantum computing, high-performance computing, and applications. The papers presented during the workshop covered a wide spectrum of topics on new developments in the rapidly evolving supercomputing field – including QC and BIC – and a selection of contributions presented at the workshop are included in this volume. In addition, two papers presented at a workshop on Brain Inspired Computing in 2017 and an overview of work related to data science executed by a number of universities in the USA, parts of which were presented at the 2018 and previous workshops, are also included. The book will be of interest to all those whose work involves high-performance computing.

Advances in Edge Computing: Massive Parallel Processing and Applications

F. Xhafa,A.K. Sangaiah

Author : F. Xhafa,A.K. Sangaiah
Publisher : IOS Press
Page : 326 pages
File Size : 47,5 Mb
Release : 2020-03-10
Category : Computers
ISBN : 9781643680637

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Advances in Edge Computing: Massive Parallel Processing and Applications by F. Xhafa,A.K. Sangaiah Pdf

The rapid advance of Internet of Things (IoT) technologies has resulted in the number of IoT-connected devices growing exponentially, with billions of connected devices worldwide. While this development brings with it great opportunities for many fields of science, engineering, business and everyday life, it also presents challenges such as an architectural bottleneck – with a very large number of IoT devices connected to a rather small number of servers in Cloud data centers – and the problem of data deluge. Edge computing aims to alleviate the computational burden of the IoT for the Cloud by pushing some of the computations and logics of processing from the Cloud to the Edge of the Internet. It is becoming commonplace to allocate tasks and applications such as data filtering, classification, semantic enrichment and data aggregation to this layer, but to prevent this new layer from itself becoming another bottleneck for the whole computing stack from IoT to the Cloud, the Edge computing layer needs to be capable of implementing massively parallel and distributed algorithms efficiently. This book, Advances in Edge Computing: Massive Parallel Processing and Applications, addresses these challenges in 11 chapters. Subjects covered include: Fog storage software architecture; IoT-based crowdsourcing; the industrial Internet of Things; privacy issues; smart home management in the Cloud and the Fog; and a cloud robotic solution to assist medical applications. Providing an overview of developments in the field, the book will be of interest to all those working with the Internet of Things and Edge computing.

Parallel Computing: Technology Trends

I. Foster,G.R. Joubert,L. Kučera

Author : I. Foster,G.R. Joubert,L. Kučera
Publisher : IOS Press
Page : 806 pages
File Size : 53,7 Mb
Release : 2020-03-25
Category : Computers
ISBN : 9781643680712

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Parallel Computing: Technology Trends by I. Foster,G.R. Joubert,L. Kučera Pdf

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. It also directly lead to the founding of the Parco conference series. Starting in 1983, the International Conference on Parallel Computing, ParCo, has long been a leading venue for discussions of important developments, applications, and future trends in cluster computing, parallel computing, and high-performance computing. ParCo2019, held in Prague, Czech Republic, from 10 – 13 September 2019, was no exception. Its papers, invited talks, and specialized mini-symposia addressed cutting-edge topics in computer architectures, programming methods for specialized devices such as field programmable gate arrays (FPGAs) and graphical processing units (GPUs), innovative applications of parallel computers, approaches to reproducibility in parallel computations, and other relevant areas. This book presents the proceedings of ParCo2019, with the goal of making the many fascinating topics discussed at the meeting accessible to a broader audience. The proceedings contains 57 contributions in total, all of which have been peer-reviewed after their presentation. These papers give a wide ranging overview of the current status of research, developments, and applications in parallel computing.

Intelligent Systems and Computer Technology

D.J. Hemanth,V.D.A. Kumar,S. Malathi

Author : D.J. Hemanth,V.D.A. Kumar,S. Malathi
Publisher : IOS Press
Page : 672 pages
File Size : 53,8 Mb
Release : 2020-12-15
Category : Computers
ISBN : 9781643681030

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Intelligent Systems and Computer Technology by D.J. Hemanth,V.D.A. Kumar,S. Malathi Pdf

Recent developments in soft-computation techniques have paved the way for handling huge volumes of data, thereby bringing about significant changes and technological advancements. This book presents the proceedings of the 3rd International Conference on Emerging Current Trends in Computing & Expert Technology (COMET 2020), held at Panimalar Engineering College, Chennai, India on 6 and 7 March 2020. The aim of the book is to disseminate cutting-edge developments taking place in the technological fields of intelligent systems and computer technology, thereby assisting researchers and practitioners from both institutions and industry to upgrade their knowledge of the latest developments and emerging areas of study. It focuses on technological innovations and trendsetting initiatives to improve business values, optimize business processes and enable inclusive growth for corporates, industries and education alike. The book is divided into two sections; ‘Next Generation Soft Computing’ is a platform for scientists, researchers, practitioners and academics to present and discuss their most recent innovations, trends and concerns, as well as the practical challenges encountered in the field. The second section, ‘Evolutionary Networking and Communications’ focuses on various aspects of 5G communications systems and networking, including cloud and virtualization solutions, management technologies, and vertical application areas. It brings together the latest technologies from all over the world, and also provides an excellent international forum for the sharing of knowledge and results from theory, methodology and applications in networking and communications. The book will be of interest to all those working in the fields of intelligent systems and computer technology.

Smart Infrastructure and Applications

Rashid Mehmood,Simon See,Iyad Katib,Imrich Chlamtac

Author : Rashid Mehmood,Simon See,Iyad Katib,Imrich Chlamtac
Publisher : Springer
Page : 665 pages
File Size : 53,6 Mb
Release : 2019-06-20
Category : Technology & Engineering
ISBN : 9783030137052

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Smart Infrastructure and Applications by Rashid Mehmood,Simon See,Iyad Katib,Imrich Chlamtac Pdf

This book provides a multidisciplinary view of smart infrastructure through a range of diverse introductory and advanced topics. The book features an array of subjects that include: smart cities and infrastructure, e-healthcare, emergency and disaster management, Internet of Vehicles, supply chain management, eGovernance, and high performance computing. The book is divided into five parts: Smart Transportation, Smart Healthcare, Miscellaneous Applications, Big Data and High Performance Computing, and Internet of Things (IoT). Contributions are from academics, researchers, and industry professionals around the world. Features a broad mix of topics related to smart infrastructure and smart applications, particularly high performance computing, big data, and artificial intelligence; Includes a strong emphasis on methodological aspects of infrastructure, technology and application development; Presents a substantial overview of research and development on key economic sectors including healthcare and transportation.

Technologies and Applications for Big Data Value

Edward Curry,Sören Auer,Arne J. Berre,Andreas Metzger,Maria S. Perez,Sonja Zillner

Author : Edward Curry,Sören Auer,Arne J. Berre,Andreas Metzger,Maria S. Perez,Sonja Zillner
Publisher : Springer Nature
Page : 555 pages
File Size : 46,7 Mb
Release : 2022
Category : Application software
ISBN : 9783030783075

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Technologies and Applications for Big Data Value by Edward Curry,Sören Auer,Arne J. Berre,Andreas Metzger,Maria S. Perez,Sonja Zillner Pdf

This open access book explores cutting-edge solutions and best practices for big data and data-driven AI applications for the data-driven economy. It provides the reader with a basis for understanding how technical issues can be overcome to offer real-world solutions to major industrial areas. The book starts with an introductory chapter that provides an overview of the book by positioning the following chapters in terms of their contributions to technology frameworks which are key elements of the Big Data Value Public-Private Partnership and the upcoming Partnership on AI, Data and Robotics. The remainder of the book is then arranged in two parts. The first part "Technologies and Methods" contains horizontal contributions of technologies and methods that enable data value chains to be applied in any sector. The second part "Processes and Applications" details experience reports and lessons from using big data and data-driven approaches in processes and applications. Its chapters are co-authored with industry experts and cover domains including health, law, finance, retail, manufacturing, mobility, and smart cities. Contributions emanate from the Big Data Value Public-Private Partnership and the Big Data Value Association, which have acted as the European data community's nucleus to bring together businesses with leading researchers to harness the value of data to benefit society, business, science, and industry. The book is of interest to two primary audiences, first, undergraduate and postgraduate students and researchers in various fields, including big data, data science, data engineering, and machine learning and AI. Second, practitioners and industry experts engaged in data-driven systems, software design and deployment projects who are interested in employing these advanced methods to address real-world problems.

Conquering Big Data with High Performance Computing

Ritu Arora

Author : Ritu Arora
Publisher : Springer
Page : 329 pages
File Size : 46,6 Mb
Release : 2016-09-16
Category : Computers
ISBN : 9783319337425

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Conquering Big Data with High Performance Computing by Ritu Arora Pdf

This book provides an overview of the resources and research projects that are bringing Big Data and High Performance Computing (HPC) on converging tracks. It demystifies Big Data and HPC for the reader by covering the primary resources, middleware, applications, and tools that enable the usage of HPC platforms for Big Data management and processing.Through interesting use-cases from traditional and non-traditional HPC domains, the book highlights the most critical challenges related to Big Data processing and management, and shows ways to mitigate them using HPC resources. Unlike most books on Big Data, it covers a variety of alternatives to Hadoop, and explains the differences between HPC platforms and Hadoop.Written by professionals and researchers in a range of departments and fields, this book is designed for anyone studying Big Data and its future directions. Those studying HPC will also find the content valuable.

Big Data and High Performance Computing

L. Grandinetti,G.R. Joubert,M. Kunze

Author : L. Grandinetti,G.R. Joubert,M. Kunze
Publisher : IOS Press
Page : 168 pages
File Size : 51,9 Mb
Release : 2015-10-20
Category : Computers
ISBN : 9781614995838

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Big Data and High Performance Computing by L. Grandinetti,G.R. Joubert,M. Kunze Pdf

Big Data has been much in the news in recent years, and the advantages conferred by the collection and analysis of large datasets in fields such as marketing, medicine and finance have led to claims that almost any real world problem could be solved if sufficient data were available. This is of course a very simplistic view, and the usefulness of collecting, processing and storing large datasets must always be seen in terms of the communication, processing and storage capabilities of the computing platforms available. This book presents papers from the International Research Workshop, Advanced High Performance Computing Systems, held in Cetraro, Italy, in July 2014. The papers selected for publication here discuss fundamental aspects of the definition of Big Data, as well as considerations from practice where complex datasets are collected, processed and stored. The concepts, problems, methodologies and solutions presented are of much more general applicability than may be suggested by the particular application areas considered. As a result the book will be of interest to all those whose work involves the processing of very large data sets, exascale computing and the emerging fields of data science

Big Data And Hpc Ecosystem And Convergence

Big Data and HPC: Ecosystem and Convergence by L. Grandinetti,S.L. Mirtaheri,R. Shahbazian Pdf

HPC, Big Data, and AI Convergence Towards Exascale by Olivier Terzo,Jan Martinovič Pdf

HPC, Big Data, and AI Convergence Towards Exascale by Olivier Terzo,Jan Martinovič Pdf

Driving Scientific and Engineering Discoveries Through the Convergence of HPC, Big Data and AI by Jeffrey Nichols,Becky Verastegui,Arthur ‘Barney’ Maccabe,Oscar Hernandez,Suzanne Parete-Koon,Theresa Ahearn Pdf

Cybersecurity and High-Performance Computing Environments by Kuan-Ching Li,Nitin Sukhija,Elizabeth Bautista,Jean-Luc Gaudiot Pdf

Smart Societies, Infrastructure, Technologies and Applications by Rashid Mehmood,Budhendra Bhaduri,Iyad Katib,Imrich Chlamtac Pdf

Computer Vision and Robotics by Praveen Kumar Shukla,Krishna Pratap Singh,Ashish Kumar Tripathi,Andries Engelbrecht Pdf

Future Trends of HPC in a Disruptive Scenario by L. Grandinetti,G.R. Joubert,K. Michielsen Pdf

Advances in Edge Computing: Massive Parallel Processing and Applications by F. Xhafa,A.K. Sangaiah Pdf

Parallel Computing: Technology Trends by I. Foster,G.R. Joubert,L. Kučera Pdf

Intelligent Systems and Computer Technology by D.J. Hemanth,V.D.A. Kumar,S. Malathi Pdf

Smart Infrastructure and Applications by Rashid Mehmood,Simon See,Iyad Katib,Imrich Chlamtac Pdf

Technologies and Applications for Big Data Value by Edward Curry,Sören Auer,Arne J. Berre,Andreas Metzger,Maria S. Perez,Sonja Zillner Pdf

Conquering Big Data with High Performance Computing by Ritu Arora Pdf

Big Data and High Performance Computing by L. Grandinetti,G.R. Joubert,M. Kunze Pdf

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