Hdf5 Data Architecture And Programming Guide
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Hdf5 Data Architecture And Programming Guide
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-05-30
Hdf5 Data Architecture And Programming Guide written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-30 with Computers categories.
"HDF5 Data Architecture and Programming Guide" The "HDF5 Data Architecture and Programming Guide" offers a definitive, in-depth exploration of the HDF5 data format, designed for engineers, scientists, and developers tasked with managing and optimizing large, complex, and heterogeneous datasets. Beginning with foundational concepts, the guide delves into the origins and rationale behind HDF5, its logical and physical storage models, and the core abstractions—groups, datasets, and attributes—that enable robust, scalable data modeling. Readers are introduced to HDF5’s extensible type system, advanced referencing mechanisms, and the semantics underpinning safe, concurrent file access. Building on this foundation, the book presents actionable strategies for hierarchical namespace organization, metadata and attribute schema management, and sophisticated storage optimization techniques. Coverage extends to chunking, compression, and filter customization, equipping practitioners with the tools necessary to tailor storage layouts for both performance and flexibility. Specialized chapters explore high-performance parallel I/O in distributed environments, memory management and efficient data transfer, and the guarantees and tools HDF5 offers for data integrity, validation, and security, including encryption and auditing for rigorous scientific workflows. A practical and forward-looking resource, the guide also addresses advanced API usage across multiple languages (including C/C++, Python, Java, and Fortran), seamless integration with distributed and cloud storage, and interoperability with leading data formats and scientific libraries. Best practices and anti-patterns are illustrated through architectural blueprints and real-world case studies, while future directions and evolving standards are discussed to prepare readers for new trends in large-scale data management. Whether architecting scalable storage systems or harnessing advanced features in production, this guide provides comprehensive insight for leveraging HDF5’s full potential.
An Introductory Guide To Scientific Visualization
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Author : Rae Earnshaw
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
An Introductory Guide To Scientific Visualization written by Rae Earnshaw and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Computers categories.
Scientific visualization is concerned with exploring data and information insuch a way as to gain understanding and insight into the data. This is a fundamental objective of much scientific investigation. To achieve this goal, scientific visualization utilises aspects in the areas of computergraphics, user-interface methodology, image processing, system design, and signal processing. This volume is intended for readers new to the field and who require a quick and easy-to-read summary of what scientific visualization is and what it can do. Written in a popular andjournalistic style with many illustrations it will enable readers to appreciate the benefits of scientific visualization and how current tools can be exploited in many application areas. This volume is indispensible for scientists and research workers who have never used computer graphics or other visual tools before, and who wish to find out the benefitsand advantages of the new approaches.
Python And Hdf5
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Author : Andrew Collette
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2013-10-21
Python And Hdf5 written by Andrew Collette and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-10-21 with Computers categories.
Gain hands-on experience with HDF5 for storing scientific data in Python. This practical guide quickly gets you up to speed on the details, best practices, and pitfalls of using HDF5 to archive and share numerical datasets ranging in size from gigabytes to terabytes. Through real-world examples and practical exercises, you’ll explore topics such as scientific datasets, hierarchically organized groups, user-defined metadata, and interoperable files. Examples are applicable for users of both Python 2 and Python 3. If you’re familiar with the basics of Python data analysis, this is an ideal introduction to HDF5. Get set up with HDF5 tools and create your first HDF5 file Work with datasets by learning the HDF5 Dataset object Understand advanced features like dataset chunking and compression Learn how to work with HDF5’s hierarchical structure, using groups Create self-describing files by adding metadata with HDF5 attributes Take advantage of HDF5’s type system to create interoperable files Express relationships among data with references, named types, and dimension scales Discover how Python mechanisms for writing parallel code interact with HDF5
Python For Machine Learning
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Author : Jason Brownlee
language : en
Publisher: Machine Learning Mastery
Release Date : 2022-05-25
Python For Machine Learning written by Jason Brownlee and has been published by Machine Learning Mastery this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-25 with Computers categories.
Using clear explanations and step-by-step tutorial lessons, you will learn the underlying mechanics of the Python language, the tools in its ecosystem, tips and tricks, and much more.
Remote Sensing Big Data
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Author : Liping Di
language : en
Publisher: Springer Nature
Release Date : 2023-07-24
Remote Sensing Big Data written by Liping Di and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-24 with Technology & Engineering categories.
This monograph provides comprehensive coverage of the collection, management, and use of big data obtained from remote sensing. The book begins with an introduction to the basics of big data and remote sensing, laying the groundwork for the more specialized information to follow. The volume then goes on to address a wide variety of topics related to the use and management of remote sensing big data, including hot topics such as analysis through machine learning, cyberinfrastructure, and modeling. Examples on how to use the results of big data analysis of remotely sensed data for concrete decision-making are offered as well. The closing chapters discuss geospatial big data initiatives throughout the world and future challenges and opportunities for remote sensing big data applications. The audience for this book includes researchers at the intersection of geoscience and data science, senior undergraduate and graduate students, and anyone else interested in how large datasets obtained through remote sensing can be best utilized. The book presents a culmination of 30 years of research from renowned spatial scientists Drs. Liping Di and Eugene Yu.
Handbook On Data Centers
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Author : Samee U. Khan
language : en
Publisher: Springer
Release Date : 2015-03-16
Handbook On Data Centers written by Samee U. Khan and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-03-16 with Computers categories.
This handbook offers a comprehensive review of the state-of-the-art research achievements in the field of data centers. Contributions from international, leading researchers and scholars offer topics in cloud computing, virtualization in data centers, energy efficient data centers, and next generation data center architecture. It also comprises current research trends in emerging areas, such as data security, data protection management, and network resource management in data centers. Specific attention is devoted to industry needs associated with the challenges faced by data centers, such as various power, cooling, floor space, and associated environmental health and safety issues, while still working to support growth without disrupting quality of service. The contributions cut across various IT data technology domains as a single source to discuss the interdependencies that need to be supported to enable a virtualized, next-generation, energy efficient, economical, and environmentally friendly data center. This book appeals to a broad spectrum of readers, including server, storage, networking, database, and applications analysts, administrators, and architects. It is intended for those seeking to gain a stronger grasp on data center networks: the fundamental protocol used by the applications and the network, the typical network technologies, and their design aspects. The Handbook of Data Centers is a leading reference on design and implementation for planning, implementing, and operating data center networks.
Computerworld
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Author :
language : en
Publisher:
Release Date : 1993-09-06
Computerworld written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-09-06 with categories.
For more than 40 years, Computerworld has been the leading source of technology news and information for IT influencers worldwide. Computerworld's award-winning Web site (Computerworld.com), twice-monthly publication, focused conference series and custom research form the hub of the world's largest global IT media network.
Guide To E Science
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Author : Xiaoyu Yang
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-05-26
Guide To E Science written by Xiaoyu Yang and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-05-26 with Computers categories.
This guidebook on e-science presents real-world examples of practices and applications, demonstrating how a range of computational technologies and tools can be employed to build essential infrastructures supporting next-generation scientific research. Each chapter provides introductory material on core concepts and principles, as well as descriptions and discussions of relevant e-science methodologies, architectures, tools, systems, services and frameworks. Features: includes contributions from an international selection of preeminent e-science experts and practitioners; discusses use of mainstream grid computing and peer-to-peer grid technology for “open” research and resource sharing in scientific research; presents varied methods for data management in data-intensive research; investigates issues of e-infrastructure interoperability, security, trust and privacy for collaborative research; examines workflow technology for the automation of scientific processes; describes applications of e-science.
Supercomputing
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Author : Vladimir Voevodin
language : en
Publisher: Springer
Release Date : 2017-11-14
Supercomputing written by Vladimir Voevodin and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-14 with Computers categories.
This book constitutes the refereed proceedings of the Third Russian Supercomputing Days, RuSCDays 2017, held in Moscow, Russia, in September 2017. The 41 revised full papers and one revised short paper presented were carefully reviewed and selected from 120 submissions. The papers are organized in topical sections on parallel algorithms; supercomputer simulation; high performance architectures, tools and technologies.
Programming And Performance Visualization Tools
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Author : Abhinav Bhatele
language : en
Publisher: Springer
Release Date : 2019-04-24
Programming And Performance Visualization Tools written by Abhinav Bhatele and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-24 with Computers categories.
This book contains the revised selected papers of 4 workshops held in conjunction with the International Conference on High Performance Computing, Networking, Storage and Analysis (SC) in November 2017 in Denver, CO, USA, and in November 2018 in Dallas, TX, USA: the 6th and 7th International Workshop on Extreme-Scale Programming Tools, ESPT 2017 and ESPT 2018, and the 4th and 5th International Workshop on Visual Performance Analysis, VPA 2017 and VPA 2018. The 11 full papers of ESPT 2017 and ESPT 2018 and the 6 full papers of VPA 2017 and VPA 2018 were carefully reviewed and selected for inclusion in this book. The papers discuss the requirements for exascale-enabled tools as well as new approaches of applying visualization and visual analytic techniques to large-scale applications. Topics of interest include: programming tools; methodologies for performance engineering; tool technologies for extreme-scale challenges (e.g., scalability, resilience, power); tool support for accelerated architectures and large-scale multi-cores; tool infrastructures and environments; evolving/future application requirements for programming tools and technologies; application developer experiences with programming and performance tools; scalable displays of performance data; case studies demonstrating the use of performance visualization in practice; data models to enable scalable visualization; graph representation of unstructured performance data; presentation of high-dimensional data; visual correlations between multiple data sources; human-computer interfaces for exploring performance data; and multi-scale representations of performance data for visual exploration.