Scientific data management challenges, technology, and deployment
"Dealing with the volume, complexity, and diversity of data currently being generated by scientific experiments and simulations often causes scientists to waste productive time. Scientific Data Management: Challenges, Technology, and Deployment describes cutting-edge technologies and solutions...
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Boca Raton, FL [u.a.]
CRC Press
2010
|
| Schriftenreihe: | Chapman & Hall/CRC computational science series
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
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MARC
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| 245 | 1 | 0 | |a Scientific data management |b challenges, technology, and deployment |c ed. by Arie Shoshani ... |
| 264 | 1 | |a Boca Raton, FL [u.a.] |b CRC Press |c 2010 | |
| 300 | |a XXXII, 534 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Chapman & Hall/CRC computational science series | |
| 500 | |a Includes bibliographical references and index | ||
| 520 | 3 | |a "Dealing with the volume, complexity, and diversity of data currently being generated by scientific experiments and simulations often causes scientists to waste productive time. Scientific Data Management: Challenges, Technology, and Deployment describes cutting-edge technologies and solutions for managing and analyzing vast amounts of data, helping scientists focus on their scientific goals. The book begins with coverage of efficient storage systems, discussing how to write and read large volumes of data without slowing the simulation, analysis, or visualization processes. It then focuses on the efficient data movement and management of storage spaces and explores emerging database systems for scientific data. The book also addresses how to best organize data for analysis purposes, how to effectively conduct searches over large datasets, how to successfully automate multistep scientific process workflows, and how to automatically collect metadata and lineage information. This book provides a comprehensive understanding of the latest techniques for managing data during scientific exploration processes, from data generation to data analysis. Enhanced by numerous detailed color images, it includes real-world examples of applications drawn from biology, ecology, geology, climatology, and more."--Publisher's description. | |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a Naturwissenschaft | |
| 650 | 4 | |a Science |x Data processing | |
| 650 | 4 | |a Database management | |
| 650 | 4 | |a Supercomputers | |
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| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-018927684 | |
Datensatz im Suchindex
| DE-BY-TUM_call_number | 0002 DAT 460f 2010 A 5243 |
|---|---|
| DE-BY-TUM_katkey | 1733311 |
| DE-BY-TUM_location | 00 |
| DE-BY-TUM_media_number | 040090427999 |
| _version_ | 1820889520621486080 |
| adam_text | Contents
List of Figures
.........................................................ix
List of Tables
........................................................xvii
Acknowledgments
....................................................xix
Contributors
..........................................................xxi
Introduction
........................................................xxvii
I Storage Technology and Efficient Storage Access
1
Storage Technology
....................................................3
Jason Hick and John Shalf
2
Parallel Data Storage and Access
.....................................35
Robert Ross, Alok Choudhary, Garth Gibson, and Wei-keng Liao
3
Dynamic Storage Management
.......................................73
Arie Shoshani, Flavia Donno,
Junmin Gu, Jason Hick,
Maarten Litmaath,
and Alex Sim
II Data Transfer and Scheduling
4
Coordination of Access to Large-Scale
Datasets
in Distributed Environments
........................................115
Tevfik
Kosar,
Andrei
Hutánu,
Jon McLaren, and Douglas Thain
5
High-Throughput Data Movement
...................................151
Scott
Klásky,
Hasan Abbasi,
Viraj
Bhat, Ciprian Docan,
Steve Hodson, Chen Jin, Jay Lofstead, Manish Parashar,
Karsten Schwan,
and Matthew Wolf
vi
Contents
III Specialized Retrieval Techniques
and Database Systems
6
Accelerating Queries on Very Large
Datasets
.......................183
Ekow Otoo and Kesheng Wu
7
Emerging Database Systems in Support of Scientific Data
..........235
Per
Svensson,
Peter Boncz,
Milena Ivanova,
Martin
Kersten,
Niels
Nes,
and
Ooron
Rotem
IV Data Analysis, Integration, and Visualization Methods
8
Scientific Data Analysis
............................................281
Chandrika Kamath, Nikil Wale, George Karypis, Gaurav Pandey,
Vipin Kumar, Krishna
Rajan,
Nagiza F.
Samatova,
Paul Breimyer,
Guruprasad
Kora,
Chongle Pan, and
Sńkanth
Yoginath
9
Scientific Data Management Challenges in High-Performance
Visual Data Analysis
..............................................325
E. Wes Bethel, Prabhat, Hank Childs, Ajith Mascarenhas,
and
Valeno Pascucci
10
Interoperability and Data Integration in the Geosciences
...........369
Michael
Gertz,
Carlos
Rueda,
and Jianting Zhang
11
Analyzing Data Streams in Scientific Applications
..................399
Tore Risch, Samuel Madden, Hari Balakrishan, Lewis Girod,
Ryan Newton,
Milena Ivanova,
Erik Zeitler, Johannes Gehrke,
Biswanath Panda, and
Mirek
Riedewald
V Scientific Process
Management
12
Metadata and Provenance Management
............................433
Ewa
Deelman,
Bruce Berriman, Ann Chervenak, Oscar
Corcho,
Paul Groth, and Luc Moreau
Contents
vii
13
Scientific Process Automation and Workflow Management
..........467
Bertram
Ludäscher, Ilkay
Altintas, Shawn Bowers, Julian Cummings,
Terence Critchlow,
Ewa
Deelman,
David
De Roure,
Juliana
Freire,
Carole Goble, Matthew Jones, Scott
Klásky,
Timothy McPhillips,
Norbert
Podhorszki, Claudio Silva,
Ian Taylor, and
Mladen
Vouk
Conclusions and Future Outlook
...................................509
Arie
Shoshani and Down
Rotem
Index
..................................................................515
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| id | DE-604.BV036035695 |
| illustrated | Illustrated |
| indexdate | 2024-12-23T22:57:22Z |
| institution | BVB |
| isbn | 9781420069808 |
| language | English |
| lccn | 2009018535 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-018927684 |
| oclc_num | 166872482 |
| open_access_boolean | |
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| owner_facet | DE-703 DE-91 DE-BY-TUM DE-29T DE-11 |
| physical | XXXII, 534 S. Ill., graph. Darst. |
| publishDate | 2010 |
| publishDateSearch | 2010 |
| publishDateSort | 2010 |
| publisher | CRC Press |
| record_format | marc |
| series2 | Chapman & Hall/CRC computational science series |
| spellingShingle | Scientific data management challenges, technology, and deployment Datenverarbeitung Naturwissenschaft Science Data processing Database management Supercomputers Computer simulation Datenverwaltung (DE-588)4011168-4 gnd |
| subject_GND | (DE-588)4011168-4 |
| title | Scientific data management challenges, technology, and deployment |
| title_auth | Scientific data management challenges, technology, and deployment |
| title_exact_search | Scientific data management challenges, technology, and deployment |
| title_full | Scientific data management challenges, technology, and deployment ed. by Arie Shoshani ... |
| title_fullStr | Scientific data management challenges, technology, and deployment ed. by Arie Shoshani ... |
| title_full_unstemmed | Scientific data management challenges, technology, and deployment ed. by Arie Shoshani ... |
| title_short | Scientific data management |
| title_sort | scientific data management challenges technology and deployment |
| title_sub | challenges, technology, and deployment |
| topic | Datenverarbeitung Naturwissenschaft Science Data processing Database management Supercomputers Computer simulation Datenverwaltung (DE-588)4011168-4 gnd |
| topic_facet | Datenverarbeitung Naturwissenschaft Science Data processing Database management Supercomputers Computer simulation Datenverwaltung |
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