Availability: Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models

Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models:

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Bibliographic Details
Main Author:	Frey, Daniel (Author)
Format:	Thesis/Dissertation Book
Language:	English
Published:	2012
Subjects:	Straße Katastrophe Schadenermittlung Überflutung Digitales Geländemodell Fernerkundung Hochschulschrift
Links:	http://mediatum.ub.tum.de/node?id=1115883 https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-00121130-1115883-1-7 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025928124&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:	105 S. Ill., graph. Darst.

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MARC


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Record in the Search Index

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adam_text	IMAGE 1 7 C O N T E N T S 1 INTRODUCTION 9 1.1 MOTIVATION 9 1.2 GOALS AND CONTRIBUTION OF THE THESIS 10 1.3 ORGANIZATION OF THE THESIS 11 2 BASICS O F PROBABILISTIC GRAPHICAL MODELS 12 2.1 BAYESIAN NETWORK 13 2.1.1 REPRESENTATION OF BAYESIAN NETWORKS 13 2.1.2 INDEPENDENCE PROPERTIES 16 2.2 MARKOV NETWORK 19 2.2.1 REPRESENTATION OF MARKOV NETWORKS 19 2.2.2 INDEPENDENCE PROPERTIES 21 2.3 RELATION BETWEEN GRAPHICAL MODELS 21 2.4 INFERENCE IN BAYESIAN NETWORKS AND MARKOV NETWORKS 23 2.5 FACTOR GRAPHS 24 2.5.1 REPRESENTATION OF FACTOR GRAPHS 24 2.5.2 INFERENCE IN FACTOR GRAPHS 25 2.6 DISCUSSION 29 3 S T A T E O F T H E ART O F DAMAGE ASSESSMENT S Y S T E M S DURING FLOODING 31 3.1 IMAGE-BASED SYSTEMS 31 3.1.1 OPTICAL SENSORS AND TYPICAL METHODS 31 3.1.2 RADAR SENSORS AND TYPICAL METHODS 35 3.1.3 MULTI-TEMPORAL APPROACHES 37 3.1.4 MULTI-SENSORIAL APPROACHES 38 3.2 FUSION-BASED SYSTEMS 39 3.2.1 INTEGRATION OF DEM 39 3.2.2 INTEGRATION OF HYDROLOGICAL MODELS 41 3.2.3 INTEGRATION OF GIS DATA 42 3.3 DISCUSSION 42 4 PROBABILISTIC GRAPHICAL MODELS FOR DAMAGE ASSESSMENT DURING FLOODING 44 4.1 PIXEL-BASED MODEL 44 4.1.1 REPRESENTATION AS BAYESIAN NETWORK 44 4.1.2 CONDITIONAL INDEPENDENCE PROPERTIES 48 4.1.3 CONDITIONAL PROBABILITY DISTRIBUTIONS 49 4.1.4 REPRESENTATION AS FACTOR GRAPH 51 4.1.5 INFERENCE 53 4.2 TOPOLOGY-BASED MODEL 57 4.2.1 REPRESENTATION 58 4.2.2 INFERENCE 61 4.3 MULTI-TEMPORAL MODEL 65 HTTP://D-NB.INFO/103667407X IMAGE 2 8 4.3.1 REPRESENTATION 66 4.3.2 INFERENCE 67 4.3.3 DISCUSSION 68 5 RESULTS AND EVALUATION 70 5.1 GOALS OF EVALUATION 70 5.2 TEST SCENARIOS 70 5.2.1 ELBE RIVER FLOODING 70 5.2.2 CHOBE RIVER FLOODING 75 5.3 REFERENCE DATA 76 5.4 BASICS OF EVALUATION 78 5.5 SIMULATION AND CLASSIFICATION 79 5.6 EVALUATION OF THE PRESENTED MODELS 84 5.6.1 PIXEL-BASED MODEL 84 5.6.2 TOPOLOGY-BASED MODELS 85 5.6.3 MULTI-TEMPORAL BASED MODEL 89 5.7 DISCUSSION OF THE RESULTS 90 6 DISCUSSION AND OUTLOOK 96 6.1 DISCUSSION 96 6.2 OUTLOOK 97 BIBLIOGRAPHY 100
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spellingShingle	Frey, Daniel Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models Straße (DE-588)4057883-5 gnd Katastrophe (DE-588)4029929-6 gnd Schadenermittlung (DE-588)4133424-3 gnd Überflutung (DE-588)4293487-4 gnd Digitales Geländemodell (DE-588)4149850-1 gnd Fernerkundung (DE-588)4016796-3 gnd
subject_GND	(DE-588)4057883-5 (DE-588)4029929-6 (DE-588)4133424-3 (DE-588)4293487-4 (DE-588)4149850-1 (DE-588)4016796-3 (DE-588)4113937-9
title	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models
title_auth	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models
title_exact_search	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models
title_full	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models Daniel Frey
title_fullStr	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models Daniel Frey
title_full_unstemmed	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models Daniel Frey
title_short	Damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models
title_sort	damage assessment system of linear infrastructure objects during flooding using probabilistic graphical models
topic	Straße (DE-588)4057883-5 gnd Katastrophe (DE-588)4029929-6 gnd Schadenermittlung (DE-588)4133424-3 gnd Überflutung (DE-588)4293487-4 gnd Digitales Geländemodell (DE-588)4149850-1 gnd Fernerkundung (DE-588)4016796-3 gnd
topic_facet	Straße Katastrophe Schadenermittlung Überflutung Digitales Geländemodell Fernerkundung Hochschulschrift
url	http://mediatum.ub.tum.de/node?id=1115883 https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-00121130-1115883-1-7 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025928124&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT freydaniel damageassessmentsystemoflinearinfrastructureobjectsduringfloodingusingprobabilisticgraphicalmodels

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