Model calibration and parameter estimation: for environmental and water resource systems
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
New York, NY [u.a.]
Springer
2015
|
| Schlagworte: | |
| Online-Zugang: | BTU01 FRO01 TUM01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XXVIII, 621 S.) 123 illus., 107 illus. in color |
| ISBN: | 9781493923236 |
| DOI: | 10.1007/978-1-4939-2323-6 |
Internformat
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Datensatz im Suchindex
| _version_ | 1804174941230202880 |
|---|---|
| adam_text | MODEL CALIBRATION AND PARAMETER ESTIMATION
/ SUN, NE-ZHENG
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
THE CLASSICAL INVERSE PROBLEM
THE GAUSS-NEWTON METHOD
MULTIOBJECTIVE INVERSION AND REGULARIZATION
STATISTICAL METHODS FOR PARAMETER ESTIMATION
MODEL DIFFERENTIATION
MODEL DIMENSION REDUCTION
DEVELOPMENT OF DATA-DRIVEN MODELS
DATA ASSIMILATION FOR INVERSION
MODEL UNCERTAINTY QUANTIFICATION
OPTIMAL EXPERIMENTAL DESIGN
GOAL-ORIENTED MODELING
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
MODEL CALIBRATION AND PARAMETER ESTIMATION
/ SUN, NE-ZHENG
: 2015
ABSTRACT / INHALTSTEXT
THIS THREE-PART BOOK PROVIDES A COMPREHENSIVE AND SYSTEMATIC
INTRODUCTION TO THE DEVELOPMENT OF USEFUL MODELS FOR COMPLEX SYSTEMS.
PART 1 COVERS THE CLASSICAL INVERSE PROBLEM FOR PARAMETER ESTIMATION IN
BOTH DETERMINISTIC AND STATISTICAL FRAMEWORKS, PART 2 IS DEDICATED TO
SYSTEM IDENTIFICATION, HYPERPARAMETER ESTIMATION, AND MODEL DIMENSION
REDUCTION, AND PART 3 CONSIDERS HOW TO COLLECT DATA AND CONSTRUCT
RELIABLE MODELS FOR PREDICTION AND DECISION-MAKING. FOR THE FIRST TIME,
TOPICS SUCH AS MULTISCALE INVERSION, STOCHASTIC FIELD PARAMETERIZATION,
LEVEL SET METHOD, MACHINE LEARNING, GLOBAL SENSITIVITY ANALYSIS, DATA
ASSIMILATION, MODEL UNCERTAINTY QUANTIFICATION, ROBUST DESIGN, AND
GOAL-ORIENTED MODELING, ARE SYSTEMATICALLY DESCRIBED AND SUMMARIZED IN A
SINGLE BOOK FROM THE PERSPECTIVE OF MODEL INVERSION, AND ELUCIDATED WITH
NUMERICAL EXAMPLES FROM ENVIRONMENTAL AND WATER RESOURCES MODELING.
READERS OF THIS BOOK WILL NOT ONLY LEARN BASIC CONCEPTS AND METHODS FOR
SIMPLE PARAMETER ESTIMATION, BUT ALSO GET FAMILIAR WITH ADVANCED METHODS
FOR MODELING COMPLEX SYSTEMS. ALGORITHMS FOR MATHEMATICAL TOOLS USED IN
THIS BOOK, SUCH AS NUMERICAL OPTIMIZATION, AUTOMATIC DIFFERENTIATION,
ADAPTIVE PARAMETERIZATION, HIERARCHICAL BAYESIAN, METAMODELING, MARKOV
CHAIN MONTE CARLO, ARE COVERED IN DETAILS. THIS BOOK CAN USEFUL FOR
GRADUATE AND UPPER LEVEL UNDERGRADUATE STUDENTS MAJORING IN
ENVIRONMENTAL ENGINEERING, HYDROLOGY, AND GEOSCIENCES. IT ALSO SERVES AS
AN ESSENTIAL REFERENCE BOOK FOR PETROLEUM ENGINEERS, MINING ENGINEERS,
CHEMISTS, MECHANICAL ENGINEERS, ECOLOGISTS, BIOMEDICAL ENGINEERS,
APPLIED MATHEMATICIANS, AND OTHERS WHO PERFORM MATHEMATICAL MODELING
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Sun, Ne-Zheng Sun, Alexander |
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| discipline | Informatik Mathematik |
| doi_str_mv | 10.1007/978-1-4939-2323-6 |
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| spelling | Sun, Ne-Zheng Verfasser aut Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun New York, NY [u.a.] Springer 2015 1 Online-Ressource (XXVIII, 621 S.) 123 illus., 107 illus. in color txt rdacontent c rdamedia cr rdacarrier Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik Sun, Alexander Verfasser (DE-588)1075862787 aut Erscheint auch als Druckausgabe 978-1-4939-2322-9 https://doi.org/10.1007/978-1-4939-2323-6 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Sun, Ne-Zheng Sun, Alexander Model calibration and parameter estimation for environmental and water resource systems Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik |
| title | Model calibration and parameter estimation for environmental and water resource systems |
| title_auth | Model calibration and parameter estimation for environmental and water resource systems |
| title_exact_search | Model calibration and parameter estimation for environmental and water resource systems |
| title_full | Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun |
| title_fullStr | Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun |
| title_full_unstemmed | Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun |
| title_short | Model calibration and parameter estimation |
| title_sort | model calibration and parameter estimation for environmental and water resource systems |
| title_sub | for environmental and water resource systems |
| topic | Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik |
| topic_facet | Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik |
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