Multidimensional speckle noise, modelling and filtering related to SAR data: 12 Tabellen
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| Format: | Book |
| Language: | English |
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Köln
Dt. Zentrum für Luft- und Raumfahrt
2004
|
| Edition: | Als Ms. gedr. |
| Series: | Forschungsbericht / Deutsches Zentrum für Luft- und Raumfahrt e.V.
2004,35 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Zugl.: Barcelona, Techn. Univ., Diss., 2003. -Zsfassung in dt. Sprache |
| Physical Description: | XIV, 254 S. Ill., graph. Darst. |
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| adam_text | FORSCHUNGSBERICHT 2004-35 MULTIDIMENSIONAL SPECKLE NOISE, MODELLING AND
FILTERING RELATED TO SAR DATA CARLOS LOPEZ MARTINEZ DEUTSCHES ZENTRUM
FUR LUFT- UND RAUMFAHRT INSTITUT FUR HOCHFREQUENZTECHNIK UND
RADARSYSTEME OBERPFAFFENHOFEN 256 SEITEN 119 BILDER 12 TABELLEN 214
LITERATURSTELLEN ULB DARMSTADT LLLLLLLLLLLLLL 16323128 DEUTSCHES ZENTRUM
DLR FUR LUFT- UND RAUMFAHRT E.V IN DER HELMHOLTZ-GEMEINSCHAFT CONTENTS
PREFACE VII ACKNOWLEDGEMENTS IX 1 INTRODUCTION 1 1.1 RADAR REMOTE
SENSING 1 1.2 SCOPE AND ORGANIZATION OF THE THESIS 5 2 SAR REMOTE
SENSING 9 2.1 SYNTHETIC APERTURE RADAR 9 2.1.1 BASIC CONCEPTS ON SAR 9
2.1.2 SAR IMPULSE RESPONSE 11 2.1.3 SAR IMAGING SYSTEM MODEL 15 2.1.4
SAR IMAGE STATISTICS 18 2.1.5 SPECKLE SECOND ORDER STATISTICS 22 2.1.6
SAR SPECKLE MULTIPLICATIVE NOISE MODEL 24 2.2 SAR INTERFEROMETRY 24
2.2.1 SAR INTERFEROMETRY GEOMETRIC APPROACH 25 2.2.2 INTERFEROMETRIC SAR
SYSTEM MODEL 29 2.2.3 INTERFEROMETRIC SAR DATA STATISTICS 30 2.2.4
INTERFEROMETRIC SAR COHERENCE 32 2.2.5 PHASE DIFFERENCE NOISE MODEL 34
2.3 SAR POLARIMETRY 34 2.3.1 WAVE POLARIZATION 35 2.3.2 WAVE SCATTERING
40 2.3.3 THE SCATTERING MATRIX 40 2.3.4 THE COVARIANCE AND COHERENCY
MATRICES 44 2.3.5 COVARIANCE MATRIX STATISTICS 45 2.3.6 POLARIMETRIC SAR
SPECKLE 47 2.3.7 CHANGE OF POLARIZATION BASIS 47 2.4 POLARIMETRIC SAR
INTERFEROMETRY 48 CONTENTS 2.4.1 VECTOR INTERFEROMETRY 49 2.4.2
INFORMATION EXTRACTION 50 3 WAVELET ANALYSIS 51 3.1 INTRODUCTION 51 3.2
FOURIER ANALYSIS 52 3.2.1 THE SPACES L : (R) AND L 2 (R) 52 3.2.2
FOURIER SERIES 53 3.2.3 FOURIER TRANSFORM 54 3.2.4 TIME-FREQUENCY
ANALYSIS 55 3.3 WAVELET ANALYSIS 57 3.3.1 CONTINUOUS WAVELET TRANSFORM
57 3.3.2 DISCRETE WAVELET TRANSFORM 58 3.3.3 MULTIRESOLUTION ANALYSIS 60
3.3.4 FAST DISCRETE WAVELET TRANSFORM 63 3.3.5 TWO-DIMENSIONAL WAVELET
TRANSFORM 65 3.3.6 DISCRETE WAVELET PACKET TRANSFORM 68 3.4 CONSTRUCTION
OF WAVELETS 68 3.4.1 WAVELET FUNCTION S PROPERTIES 69 3.4.2 EXAMPLES OF
WAVELETS 71 4 INTERFEROMETRIC PHASOR NOISE MODEL 75 4.1 INTRODUCTION 75
4.2 INTERFEROMETRIC PHASOR NOISE MODEL 75 4.2.1 ANALYSIS OF VI 77 4.2.2
ANALYSIS OF V2 7 8 4.2.3 INTERFEROMETRIC PHASOR NOISE MODEL VALIDATION
82 4.2.4 MULTILOOK INTERFEROMETRIC PHASOR NOISE MODEL 86 4.3 WAVELET
INTERFEROMETRIC PHASOR NOISE MODEL 88 4.3.1 TRUE INTERFEROMETRIC PHASOR
MODEL 88 4.3.2 ONE-DIMENSIONAL WAYELET INTERFEROMETRIC PHASOR NOISE
MODEL 90 4.3.3 TWO-DIMENSIONAL WAYELET INTERFEROMETRIC PHASOR NOISE
MODEL 94 4.4 GENERALIZED WAVELET INTERFEROMETRIC PHASOR NOISE MODEL 98
4.5 WAVELET INTERFEROMETRIC PHASOR STATISTICS 102 4.6 A STUDY CASE: MT.
ETNA (ITALY) 104 4.7 SUMMARY 107 CONTENTS 5 MULTIDIMENSIONAL SPECKLE
NOISE MODEL 109 5.1 INTRODUCTION 109 5.2 PRELIMINARIES 109 5.3 PHASE
DIFFERENCE PHASOR NOISE MODEL 112 5.4 MULTIDIMENSIONAL SAR SPECKLE NOISE
MODEL 114 5.4.1 ANALYSIS OF ZN C EXP(J X ) 114 5.4.2 ANALYSIS OF ZV[
EXP(JRF X ) 117 5.4.3 ANALYSIS OF JZV 2 EXP(J4 X) 121 5.4.4 JOINT
MOMENTS 123 5.4.5 HERMITIAN PRODUCT SPECKLE NOISE MODEL 125 5.4.6
GENERALIZED SPECKLE NOISE MODEL 128 5.4.7 MULTIDIMENSIONAL SPECKLE NOISE
MODEL / 128 5.5 VALIDATION AND INTERPRETATION 131 5.5.1 HERMITIAN
PRODUCT SPECKLE NOISE MODEL VALIDATION: SIMULATED POLSAR DATA ... 131
5.5.2 HERMITIAN PRODUCT SPECKLE NOISE MODEL VALIDATION: REAL POLSAR DATA
136 5.5.3 HERMITIAN PRODUCT SPECKLE NOISE MODEL VALIDATION: EXTENDED
VALIDATION 141 5.6 POLARIMETRIC SAR INTERFEROMETRIC SPECKLE NOISE MODEL
142 5.7 MULTIFREQUENCY SAR SPECKLE NOISE MODEL 146 5.8 SUMMARY 148 6
INTERFEROMETRIC PHASOR NOISE REDUCTION 151 6.1 INTRODUCTION 151 6.2
STATE OF THE ART 152 6.2.1 INTERFEROMETRIC PHASE NOISE REDUCTION 152
6.2.2 INTERFEROMETRIC COHERENCE ESTIMATION 154 6.3 MODULATED COHERENCE
ESTIMATION: THEORY 155 6.3.1 WAVELET DOMAIN ESTIMATION 156 6.4 MODULATED
COHERENCE ESTIMATION: ALGORITHM 157 6.4.1 WORKING PRINCIPLES 157 6.4.2
SIGNAL DETECTION 160 6.4.3 ALGORITHM DESCRIPTION 163 6.5 MODULATED
COHERENCE ESTIMATION: RESULTS ON INT. PHASE 165 6.5.1 INTERFEROMETRIC
PHASE ESTIMATION: SIMULATED INSAR DATA 166 6.5.2 INTERFEROMETRIC PHASE
ESTIMATION: REAL INSAR DATA 169 6.6 MODULATED COHERENCE ESTIMATION:
RESULTS ON INT. COHERENCE 182 6.6.1 INTERFEROMETRIC COHERENCE
ESTIMATION: SIMULATED INSAR DATA 182 6.6.2 INTERFEROMETRIC COHERENCE
ESTIMATION: REAL INSAR DATA 183 6.7 SUMMARY 189 CONTENTS 7
MULTIDIMENSIONAL SPECKLE NOISE REDUCTION 191 7.1 INTRODUCTION 191 7.2
STATE OF THE ART 192 7.3 MULTIDIMENSIONAL COHERENCE ESTIMATION 193 7.3.1
NORMALIZED COVARIANCE MATRIX ESTIMATION 194 7.3.2 NORMALIZED COVARIANCE
MATRIX ESTIMATION: REAL POLSAR DATA 195 7.3.3 MODULATED COHERENCE
ESTIMATION: CONCLUDING REMARKS 202 7.4 MULTIDIMENSIONAL SPECKLE NOISE
FILTERING: THEORY 203 7.4.1 LMMSE SPECKLE NOISE FILTER 203 7.4.2 SPECKLE
NOISE TERMS SEPARATION 206 7.4.3 MULTIDIMENSIONAL SPECKLE NOISE
REDUCTION: ALGORITHM 211 7.5 POLARIMETRIC SPECKLE NOISE REDUCTION:
RESULTS 213 7.5.1 POLARIMETRIC SPECKLE NOISE REDUCTION: SIMULATED POLSAR
DATA 214 7.5.2 POLARIMETRIC SPECKLE NOISE REDUCTION: REAL POLSAR DATA
220 7.6 MULTIDIMENSIONAL SAR DATA SPECKLE FILTERING: PRINCIPLES 225 7.7
SUMMARY 225 8 CONCLUSIONS AND FUTURE WORK 227 A CALCULATION OF P VI (VI)
AND P V2 (V2) 233 B CALCULATION OF N C 235 C COMBINATION OF VARIANCE
EXPRESSIONS 239 D LINEAR LEAST SQUARES REGRESSION ANALYSIS 241 E
CALCULATION OF {Z 2 COS()}, E{Z C Z 2 } AND E{ZIZ 2 } 243
|
| adam_txt |
FORSCHUNGSBERICHT 2004-35 MULTIDIMENSIONAL SPECKLE NOISE, MODELLING AND
FILTERING RELATED TO SAR DATA CARLOS LOPEZ MARTINEZ DEUTSCHES ZENTRUM
FUR LUFT- UND RAUMFAHRT INSTITUT FUR HOCHFREQUENZTECHNIK UND
RADARSYSTEME OBERPFAFFENHOFEN 256 SEITEN 119 BILDER 12 TABELLEN 214
LITERATURSTELLEN ULB DARMSTADT LLLLLLLLLLLLLL 16323128 DEUTSCHES ZENTRUM
DLR FUR LUFT- UND RAUMFAHRT E.V IN DER HELMHOLTZ-GEMEINSCHAFT CONTENTS
PREFACE VII ACKNOWLEDGEMENTS IX 1 INTRODUCTION 1 1.1 RADAR REMOTE
SENSING 1 1.2 SCOPE AND ORGANIZATION OF THE THESIS 5 2 SAR REMOTE
SENSING 9 2.1 SYNTHETIC APERTURE RADAR 9 2.1.1 BASIC CONCEPTS ON SAR 9
2.1.2 SAR IMPULSE RESPONSE 11 2.1.3 SAR IMAGING SYSTEM MODEL 15 2.1.4
SAR IMAGE STATISTICS 18 2.1.5 SPECKLE SECOND ORDER STATISTICS 22 2.1.6
SAR SPECKLE MULTIPLICATIVE NOISE MODEL 24 2.2 SAR INTERFEROMETRY 24
2.2.1 SAR INTERFEROMETRY GEOMETRIC APPROACH 25 2.2.2 INTERFEROMETRIC SAR
SYSTEM MODEL 29 2.2.3 INTERFEROMETRIC SAR DATA STATISTICS 30 2.2.4
INTERFEROMETRIC SAR COHERENCE 32 2.2.5 PHASE DIFFERENCE NOISE MODEL 34
2.3 SAR POLARIMETRY 34 2.3.1 WAVE POLARIZATION 35 2.3.2 WAVE SCATTERING
40 2.3.3 THE SCATTERING MATRIX 40 2.3.4 THE COVARIANCE AND COHERENCY
MATRICES 44 2.3.5 COVARIANCE MATRIX STATISTICS 45 2.3.6 POLARIMETRIC SAR
SPECKLE 47 2.3.7 CHANGE OF POLARIZATION BASIS 47 2.4 POLARIMETRIC SAR
INTERFEROMETRY 48 CONTENTS 2.4.1 VECTOR INTERFEROMETRY 49 2.4.2
INFORMATION EXTRACTION 50 3 WAVELET ANALYSIS 51 3.1 INTRODUCTION 51 3.2
FOURIER ANALYSIS 52 3.2.1 THE SPACES L : (R) AND L 2 (R) 52 3.2.2
FOURIER SERIES 53 3.2.3 FOURIER TRANSFORM 54 3.2.4 TIME-FREQUENCY
ANALYSIS 55 3.3 WAVELET ANALYSIS 57 3.3.1 CONTINUOUS WAVELET TRANSFORM
57 3.3.2 DISCRETE WAVELET TRANSFORM 58 3.3.3 MULTIRESOLUTION ANALYSIS 60
3.3.4 FAST DISCRETE WAVELET TRANSFORM 63 3.3.5 TWO-DIMENSIONAL WAVELET
TRANSFORM 65 3.3.6 DISCRETE WAVELET PACKET TRANSFORM 68 3.4 CONSTRUCTION
OF WAVELETS 68 3.4.1 WAVELET FUNCTION'S PROPERTIES 69 3.4.2 EXAMPLES OF
WAVELETS 71 4 INTERFEROMETRIC PHASOR NOISE MODEL 75 4.1 INTRODUCTION 75
4.2 INTERFEROMETRIC PHASOR NOISE MODEL 75 4.2.1 ANALYSIS OF VI 77 4.2.2
ANALYSIS OF V2 7 8 4.2.3 INTERFEROMETRIC PHASOR NOISE MODEL VALIDATION
82 4.2.4 MULTILOOK INTERFEROMETRIC PHASOR NOISE MODEL 86 4.3 WAVELET
INTERFEROMETRIC PHASOR NOISE MODEL 88 4.3.1 TRUE INTERFEROMETRIC PHASOR
MODEL 88 4.3.2 ONE-DIMENSIONAL WAYELET INTERFEROMETRIC PHASOR NOISE
MODEL 90 4.3.3 TWO-DIMENSIONAL WAYELET INTERFEROMETRIC PHASOR NOISE
MODEL 94 4.4 GENERALIZED WAVELET INTERFEROMETRIC PHASOR NOISE MODEL 98
4.5 WAVELET INTERFEROMETRIC PHASOR STATISTICS 102 4.6 A STUDY CASE: MT.
ETNA (ITALY) 104 4.7 SUMMARY 107 CONTENTS 5 MULTIDIMENSIONAL SPECKLE
NOISE MODEL 109 5.1 INTRODUCTION 109 5.2 PRELIMINARIES 109 5.3 PHASE
DIFFERENCE PHASOR NOISE MODEL 112 5.4 MULTIDIMENSIONAL SAR SPECKLE NOISE
MODEL 114 5.4.1 ANALYSIS OF ZN C EXP(J X ) 114 5.4.2 ANALYSIS OF ZV[
EXP(JRF X ) 117 5.4.3 ANALYSIS OF JZV' 2 EXP(J4 X) 121 5.4.4 JOINT
MOMENTS 123 5.4.5 HERMITIAN PRODUCT SPECKLE NOISE MODEL 125 5.4.6
GENERALIZED SPECKLE NOISE MODEL 128 5.4.7 MULTIDIMENSIONAL SPECKLE NOISE
MODEL / 128 5.5 VALIDATION AND INTERPRETATION 131 5.5.1 HERMITIAN
PRODUCT SPECKLE NOISE MODEL VALIDATION: SIMULATED POLSAR DATA . 131
5.5.2 HERMITIAN PRODUCT SPECKLE NOISE MODEL VALIDATION: REAL POLSAR DATA
136 5.5.3 HERMITIAN PRODUCT SPECKLE NOISE MODEL VALIDATION: EXTENDED
VALIDATION 141 5.6 POLARIMETRIC SAR INTERFEROMETRIC SPECKLE NOISE MODEL
142 5.7 MULTIFREQUENCY SAR SPECKLE NOISE MODEL 146 5.8 SUMMARY 148 6
INTERFEROMETRIC PHASOR NOISE REDUCTION 151 6.1 INTRODUCTION 151 6.2
STATE OF THE ART 152 6.2.1 INTERFEROMETRIC PHASE NOISE REDUCTION 152
6.2.2 INTERFEROMETRIC COHERENCE ESTIMATION 154 6.3 MODULATED COHERENCE
ESTIMATION: THEORY 155 6.3.1 WAVELET DOMAIN ESTIMATION 156 6.4 MODULATED
COHERENCE ESTIMATION: ALGORITHM 157 6.4.1 WORKING PRINCIPLES 157 6.4.2
SIGNAL DETECTION 160 6.4.3 ALGORITHM DESCRIPTION 163 6.5 MODULATED
COHERENCE ESTIMATION: RESULTS ON INT. PHASE 165 6.5.1 INTERFEROMETRIC
PHASE ESTIMATION: SIMULATED INSAR DATA 166 6.5.2 INTERFEROMETRIC PHASE
ESTIMATION: REAL INSAR DATA 169 6.6 MODULATED COHERENCE ESTIMATION:
RESULTS ON INT. COHERENCE 182 6.6.1 INTERFEROMETRIC COHERENCE
ESTIMATION: SIMULATED INSAR DATA 182 6.6.2 INTERFEROMETRIC COHERENCE
ESTIMATION: REAL INSAR DATA 183 6.7 SUMMARY 189 CONTENTS 7
MULTIDIMENSIONAL SPECKLE NOISE REDUCTION 191 7.1 INTRODUCTION 191 7.2
STATE OF THE ART 192 7.3 MULTIDIMENSIONAL COHERENCE ESTIMATION 193 7.3.1
NORMALIZED COVARIANCE MATRIX ESTIMATION 194 7.3.2 NORMALIZED COVARIANCE
MATRIX ESTIMATION: REAL POLSAR DATA 195 7.3.3 MODULATED COHERENCE
ESTIMATION: CONCLUDING REMARKS 202 7.4 MULTIDIMENSIONAL SPECKLE NOISE
FILTERING: THEORY 203 7.4.1 LMMSE SPECKLE NOISE FILTER 203 7.4.2 SPECKLE
NOISE TERMS SEPARATION 206 7.4.3 MULTIDIMENSIONAL SPECKLE NOISE
REDUCTION: ALGORITHM 211 7.5 POLARIMETRIC SPECKLE NOISE REDUCTION:
RESULTS 213 7.5.1 POLARIMETRIC SPECKLE NOISE REDUCTION: SIMULATED POLSAR
DATA 214 7.5.2 POLARIMETRIC SPECKLE NOISE REDUCTION: REAL POLSAR DATA
220 7.6 MULTIDIMENSIONAL SAR DATA SPECKLE FILTERING: PRINCIPLES 225 7.7
SUMMARY 225 8 CONCLUSIONS AND FUTURE WORK 227 A CALCULATION OF P VI (VI)
AND P V2 (V2) 233 B CALCULATION OF N C 235 C COMBINATION OF VARIANCE
EXPRESSIONS 239 D LINEAR LEAST SQUARES REGRESSION ANALYSIS 241 E
CALCULATION OF {Z 2 COS()}, E{Z C Z 2 } AND E{ZIZ 2 } 243 |
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| index_date | 2024-07-02T16:19:27Z |
| indexdate | 2024-07-09T20:51:41Z |
| institution | BVB |
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| series2 | Forschungsbericht / Deutsches Zentrum für Luft- und Raumfahrt e.V. |
| spelling | López Martínez, Carlos Verfasser aut Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen Als Ms. gedr. Köln Dt. Zentrum für Luft- und Raumfahrt 2004 XIV, 254 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Forschungsbericht / Deutsches Zentrum für Luft- und Raumfahrt e.V. 2004,35 Zugl.: Barcelona, Techn. Univ., Diss., 2003. -Zsfassung in dt. Sprache Speckle (DE-588)4182120-8 gnd rswk-swf Rauschunterdrückung (DE-588)4177102-3 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Rauschunterdrückung (DE-588)4177102-3 s DE-604 Speckle (DE-588)4182120-8 s Deutsches Zentrum für Luft- und Raumfahrt e.V. Forschungsbericht 2004,35 (DE-604)BV011758990 2004,35 HEBIS Datenaustausch Darmstadt application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015380575&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | López Martínez, Carlos Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen Speckle (DE-588)4182120-8 gnd Rauschunterdrückung (DE-588)4177102-3 gnd |
| subject_GND | (DE-588)4182120-8 (DE-588)4177102-3 (DE-588)4113937-9 |
| title | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_auth | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_exact_search | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_exact_search_txtP | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_full | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_fullStr | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_full_unstemmed | Multidimensional speckle noise, modelling and filtering related to SAR data 12 Tabellen |
| title_short | Multidimensional speckle noise, modelling and filtering related to SAR data |
| title_sort | multidimensional speckle noise modelling and filtering related to sar data 12 tabellen |
| title_sub | 12 Tabellen |
| topic | Speckle (DE-588)4182120-8 gnd Rauschunterdrückung (DE-588)4177102-3 gnd |
| topic_facet | Speckle Rauschunterdrückung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015380575&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV011758990 |
| work_keys_str_mv | AT lopezmartinezcarlos multidimensionalspecklenoisemodellingandfilteringrelatedtosardata12tabellen |