Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective:
Saved in:
| Main Author: | |
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| Format: | Thesis Book |
| Language: | English |
| Published: |
2010
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| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XIII, 125 Bl. graph. Darst., Kt. |
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| adam_text | IMAGE 1
C O N T E N T S
TABLE O F C O N T E N T S III
L I S T O F F I G U R E S VI
L I S T O F T A B L E S I X
A C K N O W L E D G M E N T S X I I
1 I N T R O D U C T I O N 1
1.1 PROBABILISTIC SEISMIC HAZARD AND GROUND MOTION MODELS 1
1.2 DERIVING EMPIRICAL GROUND-MOTION MODELS: BALANCING DATA CONSTRAINTS
AND PHYS ICAL ASSUMPTIONS TO OPTIMIZE PREDICTION CAPABILITY 5
1.3 MODELING THE JOINT PROBABILITY O F EARTHQUAKE, SITE, AND
GROUND-MOTION PARAME TERS USING BAYESIAN NETWORKS 5
1.4 A BAYESIAN GROUND-MOTION MODEL WITH CORRELATION O F GROUND MOTION
INTENSITY PARAMETERS 6
1.5 A BAYESIAN HIERARCHICAL GLOBAL GROUND-MOTION MODEL TO TAKE INTO
ACCOUNT RE GIONAL DIFFERENCES 6
1.6 A NAIVE BAYES CLASSIFIER FOR INTENSITIES USING PEAK GROUND VELOCITY
AND ACCEL ERATION 6
1.7 OTHER PUBLICATIONS 6
2 D E R I V I N G E M P I R I C A L G R O U N D - M O T I O N M O D E L
S 8
2.1 INTRODUCTION 9
2.2 MODEL SELECTION, GENERALIZATION AND CROSS-VALIDATION 11
2.3 DATA SELECTION 13
2.4 MODEL DEVELOPMENT 15
2.4.1 REGRESSION MODEL 15
2.4.1.1 RESULTS 19
HTTP://D-NB.INFO/1033852279
IMAGE 2
C O N T E N T S I V
2.4.2 STOCHASTIC MODEL 21
2.5 DISCUSSION AND CONCLUSIONS 2 3
3 B A Y E S I A N N E T W O R K S A N D G M M S 2 8
3.1 INTRODUCTION 2 9
3.2 BAYESIAN NETWORKS 31
3.2.1 LEARNING 3 3
3.3 DATASET 3 4
3.4 SYNTHETIC TESTS 3 5
3.5 A BAYESIAN NETWORK FOR THE N G A DATASET 4 0
3.6 DISCUSSION 4 7
3.7 CONCLUSIONS 5 0
4 A B A Y E S I A N G M M : C O R R E L A T I O N 5 2
4.1 INTRODUCTION 5 2
4.2 INTRODUCTION TO BAYESIAN INFERENCE 5 4
4.3 GRAPHICAL MODELS 5 5
4.4 MODEL SETUP 5 7
4.4.1 DATASET 5 8
4.4.2 GROUND MOTION MODEL SETUP 5 9
4.4.3 PRIOR DISTRIBUTIONS 6 3
4.5 RESULTS 6 5
4.6 DISCUSSION AND CONCLUSIONS 6 8
5 A B A Y E S I A N G M M : R E G I O N A L D I F F E R E N C E S 7 5
5.1 INTRODUCTION 7 6
5.2 BAYESIAN INFERENCE 7 7
5.3 GRAPHICAL MODELS 7 8
5.4 DATASET 80
5.5 GROUND MOTION MODEL SETUP 8 2
5.5.1 PRIOR DISTRIBUTIONS 86
5.6 RESULTS 87
5.7 DISCUSSION AND CONCLUSIONS 91
6 N A I V E B A Y E S C O N N E C T I N G I W I T H P G A A N D P G V 9
8
6.1 INTRODUCTION 9 8
6.2 NAIVE BAYES CLASSIFICATION 100
6.3 NAIVE BAYES CLASSIFIERS CONNECTING PGA, P G V AND SEISMIC
INTENSITIES 102
6.4 DISCUSSION AND CONCLUSIONS . 105
7 G E N E R A L C O N C L U S I O N S A N D P E R S P E C T I V E S 1 0
8
R E F E R E N C E S 1 1 3
S U M M A R Y 1 2 3
IMAGE 3
C O N T E N T S
A L L G E M E I N V E R S T A N D L I C H E Z U S A M M E N F A S S U N
G 1 2 5
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| indexdate | 2024-07-10T00:23:53Z |
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| language | English |
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| physical | XIII, 125 Bl. graph. Darst., Kt. |
| publishDate | 2010 |
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| spelling | Kuehn, Nicolas M. Verfasser (DE-588)102619363X aut Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective von Nicolas M. Kuehn 2010 XIII, 125 Bl. graph. Darst., Kt. txt rdacontent n rdamedia nc rdacarrier Potsdam, Univ., Diss., 2010 Erdbebenvorhersage (DE-588)4124846-6 gnd rswk-swf Bodenbewegung (DE-588)4139805-1 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Bodenbewegung (DE-588)4139805-1 s Erdbebenvorhersage (DE-588)4124846-6 s DE-604 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025284975&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kuehn, Nicolas M. Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective Erdbebenvorhersage (DE-588)4124846-6 gnd Bodenbewegung (DE-588)4139805-1 gnd |
| subject_GND | (DE-588)4124846-6 (DE-588)4139805-1 (DE-588)4113937-9 |
| title | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective |
| title_auth | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective |
| title_exact_search | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective |
| title_full | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective von Nicolas M. Kuehn |
| title_fullStr | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective von Nicolas M. Kuehn |
| title_full_unstemmed | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective von Nicolas M. Kuehn |
| title_short | Empirical ground-motion models for probabilistic seismic Hazard analysis: a graphical model perspective |
| title_sort | empirical ground motion models for probabilistic seismic hazard analysis a graphical model perspective |
| topic | Erdbebenvorhersage (DE-588)4124846-6 gnd Bodenbewegung (DE-588)4139805-1 gnd |
| topic_facet | Erdbebenvorhersage Bodenbewegung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025284975&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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