Sensitivity Analysis in Remote Sensing:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer International Publishing
2015
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| Schriftenreihe: | SpringerBriefs in Earth Sciences
|
| Schlagworte: | |
| Online-Zugang: | BHS01 BTU01 FFW01 TUM01 UBG01 UBT01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XIII, 128 p. 2 illus) |
| ISBN: | 9783319158419 |
| DOI: | 10.1007/978-3-319-15841-9 |
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Datensatz im Suchindex
| _version_ | 1804153309996515328 |
|---|---|
| adam_text | SENSITIVITY ANALYSIS IN REMOTE SENSING
/ USTINOV, EUGENE A.
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
1. INTRODUCTION: REMOTE SENSING AND SENSITIVITY ANALYSIS
2. SENSITIVITY ANALYSIS: DIFFERENTIAL CALCULUS OF MODELS
3. THREE APPROACHES TO SENSITIVITY ANALYSIS OF MODELS
4. SENSITIVITY ANALYSIS OF ANALYTIC MODELS: APPLICATIONS OF DIFFERENTIAL
AND VARIATIONAL CALCULUS
5. SENSITIVITY ANALYSIS OF ANALYTIC MODELS: LINEARIZATION AND ADJOINT
APPROACHES
6. SENSITIVITY ANALYSIS OF NUMERICAL MODELS
7. SENSITIVITY ANALYSIS OF MODELS WITH HIGHER-ORDER DIFFERENTIAL
EQUATIONS
8. APPLICATIONS OF SENSITIVITY ANALYSIS IN REMOTE SENSING
APPENDIX OPERATIONS WITH MATRICES AND VECTORS
INDEX
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
SENSITIVITY ANALYSIS IN REMOTE SENSING
/ USTINOV, EUGENE A.
: 2015
ABSTRACT / INHALTSTEXT
THIS BOOK CONTAINS A DETAILED PRESENTATION OF GENERAL PRINCIPLES OF
SENSITIVITY ANALYSIS AS WELL AS THEIR APPLICATIONS TO SAMPLE CASES OF
REMOTE SENSING EXPERIMENTS. AN EMPHASIS IS MADE ON APPLICATIONS OF
ADJOINT PROBLEMS, BECAUSE THEY ARE MORE EFFICIENT IN MANY PRACTICAL
CASES, ALTHOUGH THEIR FORMULATION MAY SEEM COUNTERINTUITIVE TO A
BEGINNER. SPECIAL ATTENTION IS PAID TO FORWARD PROBLEMS BASED ON
HIGHER-ORDER PARTIAL DIFFERENTIAL EQUATIONS, WHERE A NOVEL MATRIX
OPERATOR APPROACH TO FORMULATION OF CORRESPONDING ADJOINT PROBLEMS IS
PRESENTED. SENSITIVITY ANALYSIS (SA) SERVES FOR QUANTITATIVE MODELS OF
PHYSICAL OBJECTS THE SAME PURPOSE, AS DIFFERENTIAL CALCULUS DOES FOR
FUNCTIONS. SA PROVIDES DERIVATIVES OF MODEL OUTPUT PARAMETERS
(OBSERVABLES) WITH RESPECT TO INPUT PARAMETERS. IN REMOTE SENSING SA
PROVIDES COMPUTER-EFFICIENT MEANS TO COMPUTE THE JACOBIANS, MATRICES OF
PARTIAL DERIVATIVES OF OBSERVABLES WITH RESPECT TO THE GEOPHYSICAL
PARAMETERS OF INTEREST.THE JACOBIANS ARE USED TO SOLVE CORRESPONDING
INVERSE PROBLEMS OF REMOTE SENSING. THEY ALSO PLAY AN IMPORTANT ROLE
ALREADY WHILE DESIGNING THE REMOTE SENSING EXPERIMENT, WHERE THEY ARE
USED TO ESTIMATE THE RETRIEVAL UNCERTAINTIES OF THE GEOPHYSICAL
PARAMETERS WITH GIVEN MEASUREMENT ERRORS OF THE INSTRUMENT, THUS
PROVIDING MEANS FOR FORMULATIONS OF CORRESPONDING REQUIREMENTS TO THE
SPECIFIC REMOTE SENSING INSTRUMENT. IF THE QUANTITATIVE MODELS OF
GEOPHYSICAL OBJECTS CAN BE FORMULATED IN AN ANALYTIC FORM, THEN
SENSITIVITY ANALYSIS IS REDUCED TO DIFFERENTIAL CALCULUS. BUT IN MOST
CASES, THE PRACTICAL GEOPHYSICAL MODELS USED IN REMOTE SENSING ARE BASED
ON NUMERICAL SOLUTIONS OF FORWARD PROBLEMS – DIFFERENTIAL EQUATIONS
WITH INITIAL AND/OR BOUNDARY CONDITIONS. AS A RESULT, THESE MODELS
CANNOT BE FORMULATED IN AN ANALYTIC FORM AND THIS IS WHERE THE METHODS
OF SA BECOME INDISPENSABLE. THIS BOOK IS INTENDED FOR A WIDE
AUDIENCE.THE BEGINNERS IN REMOTE SENSING COULD USE IT AS A SINGLE
SOURCE, COVERING KEY ISSUES OF SA, FROM GENERAL PRINCIPLES, THROUGH
FORMULATION OF CORRESPONDING LINEARIZED AND ADJOINT PROBLEMS, TO
PRACTICAL APPLICATIONS TO UNCERTAINTY ANALYSIS AND INVERSE PROBLEMS IN
REMOTE SENSING. THE EXPERTS, ALREADY ACTIVE IN THE FIELD, MAY FIND
USEFUL THE ALTERNATIVE FORMULATIONS OF SOME KEY ISSUES OF SA, FOR
EXAMPLE, USE OF INDIVIDUAL OBSERVABLES, INSTEAD OF A WIDESPREAD USE OF
THE CUMULATIVE COST FUNCTION. THE BOOK ALSO CONTAINS AN OVERVIEW OF
AUTHOR’S MATRIX OPERATOR APPROACH TO FORMULATION OF ADJOINT PROBLEMS
FOR FORWARD PROBLEMS BASED ON THE HIGHER-ORDER PARTIAL DIFFERENTIAL
EQUATIONS. THIS APPROACH STILL AWAITS ITS PUBLICATION IN THE PERIODIC
LITERATURE AND THUS MAY BE OF INTEREST TO READERSHIP ACROSS ALL LEVELS
OF EXPERTISE
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Ustinov, Eugene A. |
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| spelling | Ustinov, Eugene A. Verfasser aut Sensitivity Analysis in Remote Sensing by Eugene A. Ustinov Cham Springer International Publishing 2015 1 Online-Ressource (XIII, 128 p. 2 illus) txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Earth Sciences Geography Remote sensing Mathematical physics Earth Sciences Earth System Sciences Mathematical Applications in the Physical Sciences Remote Sensing/Photogrammetry Mathematical Modeling and Industrial Mathematics Mathematical Methods in Physics Signal, Image and Speech Processing Geografie Geowissenschaften Mathematische Physik Erscheint auch als Druckausgabe 978-3-319-15840-2 https://doi.org/10.1007/978-3-319-15841-9 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027978455&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=027978455&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Ustinov, Eugene A. Sensitivity Analysis in Remote Sensing Geography Remote sensing Mathematical physics Earth Sciences Earth System Sciences Mathematical Applications in the Physical Sciences Remote Sensing/Photogrammetry Mathematical Modeling and Industrial Mathematics Mathematical Methods in Physics Signal, Image and Speech Processing Geografie Geowissenschaften Mathematische Physik |
| title | Sensitivity Analysis in Remote Sensing |
| title_auth | Sensitivity Analysis in Remote Sensing |
| title_exact_search | Sensitivity Analysis in Remote Sensing |
| title_full | Sensitivity Analysis in Remote Sensing by Eugene A. Ustinov |
| title_fullStr | Sensitivity Analysis in Remote Sensing by Eugene A. Ustinov |
| title_full_unstemmed | Sensitivity Analysis in Remote Sensing by Eugene A. Ustinov |
| title_short | Sensitivity Analysis in Remote Sensing |
| title_sort | sensitivity analysis in remote sensing |
| topic | Geography Remote sensing Mathematical physics Earth Sciences Earth System Sciences Mathematical Applications in the Physical Sciences Remote Sensing/Photogrammetry Mathematical Modeling and Industrial Mathematics Mathematical Methods in Physics Signal, Image and Speech Processing Geografie Geowissenschaften Mathematische Physik |
| topic_facet | Geography Remote sensing Mathematical physics Earth Sciences Earth System Sciences Mathematical Applications in the Physical Sciences Remote Sensing/Photogrammetry Mathematical Modeling and Industrial Mathematics Mathematical Methods in Physics Signal, Image and Speech Processing Geografie Geowissenschaften Mathematische Physik |
| url | https://doi.org/10.1007/978-3-319-15841-9 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027978455&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027978455&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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