Parameter estimation techniques for multi-dimensional array signal processing:
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Aachen
Shaker
2010
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| Schriftenreihe: | Berichte aus der Kommunikationstechnik
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| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIII, 211 S. graph. Darst. 21 cm, 344 gr. |
| ISBN: | 9783832290092 |
Internformat
MARC
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| 245 | 1 | 0 | |a Parameter estimation techniques for multi-dimensional array signal processing |c João Paulo Carvalho Lustosa da Costa |
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Datensatz im Suchindex
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| adam_text | 2.2.3.4 THRESHOLD CORCONDIA (T-CORCONDIA) 56 CONTENTS ACKNOWLEDGEMENTS I
ABSTRACT V ZUSAMMENFASSUNG VII CONTENTS XI 1. INTRODUCTION 1 1.1
OVERVIEW AND CONTRIBUTIONS 3 1.2 OBSERVATION 6 2. MULTI-DIMENSIONAL AND
MATRIX-BASED MODEL ORDER SELECTION 7 2.1 MATRIX-BASED MODEL ORDER
SELECTION 11 2.1.1 GOAL AND PROBLEM 12 2.1.1.1 EIGENVALUE BASED
ESTIMATION OF THE MODEL ORDER 15 2.1.2 PREVIOUS APPROACHES: REVIEW OF
THE STATE-OF-THE-ART MATRIX-BASED MODEL ORDER ESTIMATION TECHNIQUES 17
2.1.2.1 SUBSPACE BASED APPROACHES 22 2.1.2.2 DATA BASED APPROACH VIA
MEASURED NOISE POWER 24 2.1.3 PROPOSED APPROACHES 25 2.1.3.1 ID AIC AND
1-D MDL 25 2.1.3.2 MODIFIED EXPONENTIAL FITTING TEST (M-EFT) 26 2.1.3.3
APPLYING FORWARD-BACKWARD AVERAGING (FBA) 29 2.1.4 EVALUATION OF
APPROACHES 31 2.1.5 MAIN RESULTS OF THE SECTION 35 2.2 MULTI-DIMENSIONAL
MODEL ORDER SELECTION 45 2.2.1 GOAL AND PROBLEM 46 2.2.2 PREVIOUS
APPROACH: CORCONDIA 49 2.2.3 PROPOSED APPROACHES 51 2.2.3.1
SS-DIMENSIONAL EXPONENTIAL FITTING TEST (R-D EFT) 52 2.2.3.2 R-D AIC AND
R-D MDL 55 2.2.3.3 EXPONENTIATION OF THE GLOBAL EIGENVALUES 56
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1000960765 DIGITALISIERT
DURCH CONTENTS 2.2.3.5 CLOSED-FORM PARAFAC BASED MODEL ORDER SELECTION
(CFP- MOS) 59 2.2.3.6 APPLYING FORWARD-BACKWARD AVERAGING (FBA) 62 2.2.4
EVALUATION OF APPROACHES 64 2.2.4.1 MOS FOR SPECIAL ARRAY SIZES 68 2.2.5
MAIN RESULTS OF THE SECTION 69 2.3 MAIN RESULTS OF THE CHAPTER 71 3. R-D
PARAMETER ESTIMATION VIA CLOSED-FORM PARAFAC 77 3.1 GOAL AND PROBLEM 79
3.2 PREVIOUS APPROACHES: MALS BASED AND R-D ESPRIT-TYPE APPROACHES . . .
. 82 3.3 PROPOSED APPROACH: CLOSED-FORM PARAFAC BASED APPROACH 84 3.3.1
MERGING DIMENSIONS 84 3.3.2 LEAST SQUARES KHATRI-RAO FACTORIZATION
(LSKRF) 85 3.3.3 ESTIMATION OF SPATIAL FREQUENCIES VIA PEAK SEARCH (PS)
86 3.3.4 ESTIMATION OF SPATIAL FREQUENCIES VIA SHIFT INVARIANCE (SI) 86
3.4 EVALUATION OF APPROACHES 87 3.5 MAIN RESULTS OF THE CHAPTER 90 4.
MULTI-DIMENSIONAL AND MATRIX-BASED SUBSPACE PREWHITENING 97 4.1
MATRIX-BASED PREWHITENING 99 4.1.1 GOAL AND PROBLEM 101 4.1.2 PREVIOUS
APPROACH: STOCHASTIC MATRIX-BASED PREWHITENING 101 4.1.2.1 COMPUTATION
OF THE STOCHASTIC PREWHITENING MATRIX 101 4.1.2.2 STOCHASTIC
PREWHITENING 102 4.1.3 PROPOSED APPROACH: DETERMINISTIC MATRIX-BASED
PREWHITENING 102 4.1.4 ESTIMATION OF THE CORRELATION COEFFICIENT 106
4.1.5 EVALUATION OF APPROACHES 107 4.1. ERKLAERUNG 211 CONTENTS 4.3
ITERATIVE MULTI-DIMENSIONAL PREWHITENING 128 4.3.1 GOAL AND PROBLEM 128
4.3.2 PREVIOUS APPROACH 128 4.3.3 PROPOSED APPROACH: ITERATIVE S-GSVD
(I-S-GSVD) 128 4.3.4 EVALUATION OF APPROACHES 129 4.3.5 MAIN RESULTS OF
THE SECTION 130 4.4 MAIN RESULTS OF THE CHAPTER 135 5. CONCLUDING
REMARKS 137 5.1 OUTLOOK AND FUTURE WORKS 138 APPENDIX A. PROBABILITIES
TO EVALUATE THE MODEL ORDER SELECTION SCHEMES 143 APPENDIX B. 1-D
INFORMATION THEORETIC CRITERIA - EXPLANATION 147 APPENDIX C. PROPERTIES
OF EIGENVALUES WITH A WISHART DISTRIBUTION 149 APPENDIX 0. MODIFIED
EXPONENTIAL FITTING TEST II - DERIVATION 153 D.I REVIEW OF THE EFT 154
D.2 DERIVATION OF THE M-EFT II 155 APPENDIX E. TENSOR CALCULUS 159 E.I
R-MODE VECTORS AND R-MODE UNFOLDINGS 160 E.2 TENSOR OPERATORS 161
APPENDIX F. IMPORTANT DEFINITIONS AND RELATIONS FOR TENSORS 165 APPENDIX
G. GENERALIZED SVD (GSVD) 171 APPENDIX H. APPLICATIONS CONSIDERING
KRONECKER COLORED NOISE 173 APPENDIX I. MULTI-DIMENSIONAL COLORED NOISE
177 APPENDIX J. ERROR ANALYSIS FOR THE ESTIMATION OF PARAMETERS OF MIMO
CHANNELS . 181 LIST OF FIGURES 187 LIST OF TABLES 197 GLOSSARY OF
ACRONYMS, SYMBOLS AND NOTATION 199 BIBLIOGRAPHY 201 THESES 209
|
| any_adam_object | 1 |
| author | Costa, João Paulo Carvalho Lustosa da 1981- |
| author_GND | (DE-588)140951164 |
| author_facet | Costa, João Paulo Carvalho Lustosa da 1981- |
| author_role | aut |
| author_sort | Costa, João Paulo Carvalho Lustosa da 1981- |
| author_variant | j p c l d c jpcld jpcldc |
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| bvnumber | BV036573455 |
| classification_rvk | ZN 6040 |
| ctrlnum | (OCoLC)643534026 (DE-599)DNB1000960765 |
| dewey-full | 621.3824 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 621 - Applied physics |
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| dewey-search | 621.3824 |
| dewey-sort | 3621.3824 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Maschinenbau / Maschinenwesen Elektrotechnik / Elektronik / Nachrichtentechnik |
| format | Thesis Book |
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| id | DE-604.BV036573455 |
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| indexdate | 2024-07-09T22:43:11Z |
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| isbn | 9783832290092 |
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| spelling | Costa, João Paulo Carvalho Lustosa da 1981- Verfasser (DE-588)140951164 aut Parameter estimation techniques for multi-dimensional array signal processing João Paulo Carvalho Lustosa da Costa Aachen Shaker 2010 XIII, 211 S. graph. Darst. 21 cm, 344 gr. txt rdacontent n rdamedia nc rdacarrier Berichte aus der Kommunikationstechnik Zugl.: Ilmenau, Techn. Univ., Diss., 2010 Parameterschätzung (DE-588)4044614-1 gnd rswk-swf Synthetische Apertur (DE-588)4195782-9 gnd rswk-swf Rauscheigenschaft (DE-588)4177091-2 gnd rswk-swf Mehrdimensionale Signalverarbeitung (DE-588)4270290-2 gnd rswk-swf Ordnungsreduktion (DE-588)4136085-0 gnd rswk-swf Multidimensionales Array (DE-588)4595232-2 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Mehrdimensionale Signalverarbeitung (DE-588)4270290-2 s Multidimensionales Array (DE-588)4595232-2 s Synthetische Apertur (DE-588)4195782-9 s Rauscheigenschaft (DE-588)4177091-2 s Parameterschätzung (DE-588)4044614-1 s Ordnungsreduktion (DE-588)4136085-0 s DE-604 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020494518&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Costa, João Paulo Carvalho Lustosa da 1981- Parameter estimation techniques for multi-dimensional array signal processing Parameterschätzung (DE-588)4044614-1 gnd Synthetische Apertur (DE-588)4195782-9 gnd Rauscheigenschaft (DE-588)4177091-2 gnd Mehrdimensionale Signalverarbeitung (DE-588)4270290-2 gnd Ordnungsreduktion (DE-588)4136085-0 gnd Multidimensionales Array (DE-588)4595232-2 gnd |
| subject_GND | (DE-588)4044614-1 (DE-588)4195782-9 (DE-588)4177091-2 (DE-588)4270290-2 (DE-588)4136085-0 (DE-588)4595232-2 (DE-588)4113937-9 |
| title | Parameter estimation techniques for multi-dimensional array signal processing |
| title_auth | Parameter estimation techniques for multi-dimensional array signal processing |
| title_exact_search | Parameter estimation techniques for multi-dimensional array signal processing |
| title_full | Parameter estimation techniques for multi-dimensional array signal processing João Paulo Carvalho Lustosa da Costa |
| title_fullStr | Parameter estimation techniques for multi-dimensional array signal processing João Paulo Carvalho Lustosa da Costa |
| title_full_unstemmed | Parameter estimation techniques for multi-dimensional array signal processing João Paulo Carvalho Lustosa da Costa |
| title_short | Parameter estimation techniques for multi-dimensional array signal processing |
| title_sort | parameter estimation techniques for multi dimensional array signal processing |
| topic | Parameterschätzung (DE-588)4044614-1 gnd Synthetische Apertur (DE-588)4195782-9 gnd Rauscheigenschaft (DE-588)4177091-2 gnd Mehrdimensionale Signalverarbeitung (DE-588)4270290-2 gnd Ordnungsreduktion (DE-588)4136085-0 gnd Multidimensionales Array (DE-588)4595232-2 gnd |
| topic_facet | Parameterschätzung Synthetische Apertur Rauscheigenschaft Mehrdimensionale Signalverarbeitung Ordnungsreduktion Multidimensionales Array Hochschulschrift |
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