Probabilistic fault management in distributed systems:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
Düsseldorf
VDI-Verl.
2008
|
| Edition: | Als Ms. gedr. |
| Series: | Fortschritt-Berichte VDI
Reihe 10, Informatik, Kommunikation ; 791 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | VII, 150 S. graph. Darst. 21 cm |
| ISBN: | 9783183791101 |
Staff View
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Record in the Search Index
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| adam_text | Contents v
Contents
1 Introduction 1
1.1 Motivation of the Research 1
1.2 Objeetive of the Book 2
1.3 Summary of Contiibutions 3
1.4 Overviow of the Book 4
2 Fault Management in Distributed Systems 5
2.1 Distributed Systems Management: State of the Art 5
2.1.1 Distrilmted Systems Management: Objectives and Cliallongos 6
2.1.2 Releyant Work tovvards Distributed Systems Management 7
2.1.3 Enabling Technologies 8
2.2 Fault Management in Distributed Systems 13
2.2.1 Ba.sie Coneepts in Fault Management 14
2.2.2 Challenges in Fault Management 17
2.3 Relevant Research in Fault Management for Distributed Systems 20
2.3.1 Export Systems 21
2.3.2 Finite-State Machüios 24
2.3.3 Graph-theoretie Teclmiques 25
2.3.4 Probabilistic Models 27
2.3.5 Model Traversing Techniques 29
3 Probability Reasoning and Bayesian Networks 31
3.1 Baekground of Probability Theory 31
3.1.1 Probability Calculus 32
3.1.2 Why Unoertain Roasoning? 34
3.2 Models of Bayesian Networks 35
3.2.1 Basic Coneepts of Bayesian Networks 3(i
3.2.2 An Example of Bayesian Networks 38
3.2.3 The Somanties of Bayesian Networks 38
3.2.4 d-Separation in Bayesian Networks 41
4 Probabilistie Inference in Fault Management 44
4.1 Bayesian Networks for Fault Management 44
4.1.1 The Charaeteristies of the Faults in Distributed Systems 44
4.1.2 Why Use Bayesian Networks for Distributed Fault Management? 46
4.1.3 Mapping Distributod Systems to Bayesian Networks 48
4.2 Prolwbilistic Iuferenoe for Distributed Fault Management 53
4.2.1 Basic Model of Batkward Inference in Bayesian Networks 54
4.2.2 Strongest Depeudenoy Route Algorithm for Backward Inference 56
4.2.3 Related Algorithms for Probabilistie Infereiice 60
yj Contents
5 Prediction Strategies in Fault Management 62
5.1 Dynamic Bayesian Notworks for Fault Management • ¦ * -
5.1.1 Dynamic Chararteristics in Distributed Systems 62
5.1.2 Dynamic Bayesian Networks for Fault Management 66
5.2 Predietion Strategies for Distrilmted Systems Management 67
5.2.1 Prediction Methods in Dynamit Systems
5.2.2 Prediction in Dynamic Bayesian Networks
5.2.3 Analysis of the Prediction Strategies ¦ ¦ *
6 Simulation Measurement
6.1 Constructiou of the Simulation for Bayesian Networks 6
6.1.1 Generation of Pseudo-Random Numbers i°
G.1.2 Random Generation of Bayesian Networks -
0.1.3 Implementation of the Simulation Program •*
0.2 Simulation Measurement for Probabilistk1 Inferonco ¦ ¦ ¦ °
6.2.1 A Simulation of Backward Inference °2
6.2.2 Evaluation of the SDR algorithm • • • 92
6.3 Simulation Measurement in Dynamic Bayesian Networks **ü
6.4 Analysis of the Simulation Program ¦ • • ^
7 Application Investigation
7.1 Architecture for Distributed Systems Management . •
7.1.1 Componciits of Distributed Management System
7.1.2 Protocols for Distributed Systems Management .....¦¦¦¦ 1 _
7.1.3 Extended Architecture for Probabilistic Fault Management ....-¦•¦ 1 ^_
7.2 The Structure and Function of Fault Diagnosis Agent . ¦ _
7.2.1 Data Collection and Analysis for Fault Management . . . . •
7.2.2 Dopendency Analysis for Events ¦ ¦
7.2.3 Bayesian Networks for Fault Management ¦ ¦
7.3 Discussion of Application Issues ..¦¦¦¦¦¦ ^
8 Conclusions 120
8.1 Summary of Results .......••¦ 1-
8.2 Open Problems 122
8.3 Future Works ...-¦¦¦¦ l22
A Pseudo-Random Numbers Generation
B Generation of Bayesian Networks
C Code for SDR Algorithm 130
Abbreviations 13
References 136
Index 148
f
|
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| discipline | Informatik |
| edition | Als Ms. gedr. |
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| indexdate | 2024-07-09T21:30:42Z |
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| physical | VII, 150 S. graph. Darst. 21 cm |
| publishDate | 2008 |
| publishDateSearch | 2008 |
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| series2 | Fortschritt-Berichte VDI : Reihe 10, Informatik, Kommunikation |
| spelling | Ding, Jianguo 1968- Verfasser (DE-588)137004281 aut Probabilistic fault management in distributed systems Jianguo Ding Als Ms. gedr. Düsseldorf VDI-Verl. 2008 VII, 150 S. graph. Darst. 21 cm txt rdacontent n rdamedia nc rdacarrier Fortschritt-Berichte VDI : Reihe 10, Informatik, Kommunikation 791 Zugl.: Diss. Verteiltes System (DE-588)4238872-7 gnd rswk-swf Probabilistisches Schließen (DE-588)4674411-3 gnd rswk-swf Systemverwaltung (DE-588)4257084-0 gnd rswk-swf Fehlererkennung (DE-588)4133764-5 gnd rswk-swf Bayes-Netz (DE-588)4567228-3 gnd rswk-swf Fehlerbehandlung (DE-588)4153834-1 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Verteiltes System (DE-588)4238872-7 s Systemverwaltung (DE-588)4257084-0 s Fehlererkennung (DE-588)4133764-5 s Fehlerbehandlung (DE-588)4153834-1 s Probabilistisches Schließen (DE-588)4674411-3 s Bayes-Netz (DE-588)4567228-3 s DE-604 Fortschritt-Berichte VDI Reihe 10, Informatik, Kommunikation ; 791 (DE-604)BV000897204 791 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017102477&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Ding, Jianguo 1968- Probabilistic fault management in distributed systems Fortschritt-Berichte VDI Verteiltes System (DE-588)4238872-7 gnd Probabilistisches Schließen (DE-588)4674411-3 gnd Systemverwaltung (DE-588)4257084-0 gnd Fehlererkennung (DE-588)4133764-5 gnd Bayes-Netz (DE-588)4567228-3 gnd Fehlerbehandlung (DE-588)4153834-1 gnd |
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| title | Probabilistic fault management in distributed systems |
| title_auth | Probabilistic fault management in distributed systems |
| title_exact_search | Probabilistic fault management in distributed systems |
| title_full | Probabilistic fault management in distributed systems Jianguo Ding |
| title_fullStr | Probabilistic fault management in distributed systems Jianguo Ding |
| title_full_unstemmed | Probabilistic fault management in distributed systems Jianguo Ding |
| title_short | Probabilistic fault management in distributed systems |
| title_sort | probabilistic fault management in distributed systems |
| topic | Verteiltes System (DE-588)4238872-7 gnd Probabilistisches Schließen (DE-588)4674411-3 gnd Systemverwaltung (DE-588)4257084-0 gnd Fehlererkennung (DE-588)4133764-5 gnd Bayes-Netz (DE-588)4567228-3 gnd Fehlerbehandlung (DE-588)4153834-1 gnd |
| topic_facet | Verteiltes System Probabilistisches Schließen Systemverwaltung Fehlererkennung Bayes-Netz Fehlerbehandlung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017102477&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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| work_keys_str_mv | AT dingjianguo probabilisticfaultmanagementindistributedsystems |