Computation and storage in the cloud: understanding the trade-offs
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Amsterdam, [u.a.]
Elsevier
2013
|
| Ausgabe: | 1. ed. |
| Schriftenreihe: | Elsevier insights
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIV, 113 S. graf. Darst. |
| ISBN: | 9780124077676 |
Internformat
MARC
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| 245 | 1 | 0 | |a Computation and storage in the cloud |b understanding the trade-offs |c Dong Yuan, Yun Yang and Jinjun Chen |
| 250 | |a 1. ed. | ||
| 264 | 1 | |a Amsterdam, [u.a.] |b Elsevier |c 2013 | |
| 300 | |a XIV, 113 S. |b graf. Darst. | ||
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-025747615 | ||
Datensatz im Suchindex
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|---|---|
| adam_text | Contents
Acknowledgements
ix
About the Authors
xi
Preface
xiii
1
Introduction
1
1.1
Scientific Applications in the Cloud
1
1.2
Key Issues of This Research
3
1.3
Overview of This Book
3
2
Literature Review
5
2.1
Data Management of Scientific Applications in Traditional
Distributed Systems
5
2.1.1
Data Management in Grid
6
2.1.2
Data Management in Grid Workflows
8
2.1.3
Data Management in Other Distributed Systems
9
2.2
Cost-Effectiveness of Scientific Applications in the Cloud
10
2.2.1
Cost-Effectiveness of Deploying Scientific Applications
in the Cloud
10
2.2.2
Trade-Off Between Computation and Storage in the Cloud
11
2.3
Data Provenance in Scientific Applications
12
2.4
Summary
12
3
Motivating Example and Research Issues
15
3.1
Motivating Example
15
3.2
Problem Analysis
17
3.2.1
Requirements and Challenges of Deploying
Scientific Applications in the Cloud
17
3.2.2
Bandwidth Cost of Deploying Scientific Applications
in the Cloud
18
3.3
Research Issues
19
3.3.1
Cost Model for Data Set Storage in the Cloud
19
3.3.2
Minimum Cost Benchmarking Approaches
20
3.3.3
Cost-Effective Storage Strategies
20
3.4
Summary
21
4
Cost Model of Data Set Storage in the Cloud
23
4.1
Classification of Application Data in the Cloud
23
4.2
Data Provenance and DDG
23
4.3
Data Set Storage Cost Model in the Cloud
25
4.4
Summary
27
Minimum Cost Benchmarking Approaches
29
5.1
Static On-Demand Minimum Cost Benchmarking Approach
30
5.1.1
CTT-SP Algorithm for Linear DDG
30
5.1.2
Minimum Cost Benchmarking Algorithm for DDG
with One Block
32
5.1.2.1
Constructing CTT for DDG with One Block
33
5.1.2.2
Setting Weights to Different Types of Edges
34
5.1.2.3
Steps of Finding MCSS for DDG with One
Sub-Branch in One Block
36
5.1.3
Minimum Cost Benchmarking Algorithm for
General DDG
38
5.1.3.1
General CTT-SP Algorithm for
Different Situations
38
5.1.3.2
Pseudo-Code of General CTT-SP Algorithm
39
5.2
Dynamic On-the-Fly Minimum Cost Benchmarking Approach
43
5.2.1
PSS
for a DDGJLS
44
5.2.1.1
Different MCSSs of a DDG_LS in a
Solution Space
44
5.2.1.2
Range of MCSSs Cost Rates for a DDG_LS
45
5.2.1.3
Distribution of MCSSs in the
PSS
of a DDG_LS
47
5.2.2
Algorithms for Calculating
PSS
of a DDG_LS 50
5.2.3
PSS
for a General DDG (or DDG Segment) 53
5.2.3.1
Three-Dimensional
PSS
of DDG Segment
with Two Branches 54
5.2.3.2
High-Dimensional
PSS
of a General DDG
5б
5.2.4
Dynamic On-the-Fly Minimum Cost Benchmarking 58
5.2.4.1
Minimum Cost Benchmarking by Merging and
Saving PSSs in a Hierarchy 58
5.2.4.2
Updating of the Minimum Cost Benchmark
on the Fly
6
і
5.3
Summary
64
Cost-Effective Data Set Storage Strategies 65
6.1
Data-Accessing Delay and Users Preferences in
Storage Strategies
65
6.2
Cost-Rate-Based Storage Strategy
#
6.2.1
Algorithms for the Strategy 67
6.2.1.1
Algorithm for Deciding Newly Generated
Data Sets Storage Status 6?
6.2.1.2
Algorithm for Deciding Stored Data Sets
Storage Status Due to Usage Frequencies Change
68
6.2.1.3
Algorithm for Deciding Regenerated Data Sets
Storage Status
68
6.2.2
Cost-Effectiveness Analysis
69
6.3
Local-Optimisation-Based Storage Strategy
69
6.3.1
Algorithms and Rules for the Strategy
70
6.3.1.1
Enhanced CTT-SP Algorithm for Linear DDG
70
6.3.1.2
Rules in the Strategy
72
6.3.2
Cost-Effectiveness Analysis
73
6.4
Summary
74
7
Experiments and Evaluations
75
7.1
Experiment Environment
75
7.2
Evaluation of Minimum Cost Benchmarking Approaches
75
7.2.1
Cost-Effectiveness Evaluation of the Minimum
Cost Benchmark
76
7.2.2
Efficiency Evaluation of Two Benchmarking Approaches
77
7.3
Evaluation of Cost-Effective Storage Strategies
82
7.3.1
Cost-Effectiveness of Two Storage Strategies
82
7.3.2
Efficiency Evaluation of Two Storage Strategies
84
7.4
Case Study of Pulsar Searching Application
86
7.4.1
Utilisation of Minimum Cost Benchmarking Approaches
86
7.4.2
Utilisation of Cost-Effective Storage Strategies
87
7.5
Summary
90
8
Conclusions and Contributions
91
8.1
Summary of This Book
91
8.2
Key Contributions of This Book
92
Appendix A: Notation Index
95
Appendix B: Proofs of Theorems, Lemmas and Corollaries
97
Appendix C: Method of Calculating and
λ
Based an Users Extra Budget
107
Bibliography
109
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| id | DE-604.BV040769196 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T00:33:32Z |
| institution | BVB |
| isbn | 9780124077676 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025747615 |
| oclc_num | 835301080 |
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| owner_facet | DE-473 DE-BY-UBG |
| physical | XIV, 113 S. graf. Darst. |
| publishDate | 2013 |
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| publisher | Elsevier |
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| series2 | Elsevier insights |
| spelling | Computation and storage in the cloud understanding the trade-offs Dong Yuan, Yun Yang and Jinjun Chen 1. ed. Amsterdam, [u.a.] Elsevier 2013 XIV, 113 S. graf. Darst. txt rdacontent n rdamedia nc rdacarrier Elsevier insights Cloud computing Virtual storage (Computer science) Virtueller Speicher (DE-588)4381328-8 gnd rswk-swf Cloud Computing (DE-588)7623494-0 gnd rswk-swf Cloud Computing (DE-588)7623494-0 s Virtueller Speicher (DE-588)4381328-8 s DE-604 Yuan, Dong Sonstige oth Yang, Yun Sonstige (DE-588)134296419 oth Chen, Jinjun Sonstige (DE-588)134296389 oth Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025747615&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Computation and storage in the cloud understanding the trade-offs Cloud computing Virtual storage (Computer science) Virtueller Speicher (DE-588)4381328-8 gnd Cloud Computing (DE-588)7623494-0 gnd |
| subject_GND | (DE-588)4381328-8 (DE-588)7623494-0 |
| title | Computation and storage in the cloud understanding the trade-offs |
| title_auth | Computation and storage in the cloud understanding the trade-offs |
| title_exact_search | Computation and storage in the cloud understanding the trade-offs |
| title_full | Computation and storage in the cloud understanding the trade-offs Dong Yuan, Yun Yang and Jinjun Chen |
| title_fullStr | Computation and storage in the cloud understanding the trade-offs Dong Yuan, Yun Yang and Jinjun Chen |
| title_full_unstemmed | Computation and storage in the cloud understanding the trade-offs Dong Yuan, Yun Yang and Jinjun Chen |
| title_short | Computation and storage in the cloud |
| title_sort | computation and storage in the cloud understanding the trade offs |
| title_sub | understanding the trade-offs |
| topic | Cloud computing Virtual storage (Computer science) Virtueller Speicher (DE-588)4381328-8 gnd Cloud Computing (DE-588)7623494-0 gnd |
| topic_facet | Cloud computing Virtual storage (Computer science) Virtueller Speicher Cloud Computing |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025747615&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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