Subband adaptive filtering: theory and implementation
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| Main Authors: | , , |
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| Format: | Book |
| Language: | English |
| Published: |
Chichester
Wiley
2009
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| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XVIII, 324 S. graph. Darst. 1 CD-ROM (12 cm) |
| ISBN: | 0470516941 9780470516942 |
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MARC
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| 245 | 1 | 0 | |a Subband adaptive filtering |b theory and implementation |c Kong-Aik Lee ; Woon-Seng Gan ; Sen M. Kuo |
| 264 | 1 | |a Chichester |b Wiley |c 2009 | |
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| 650 | 0 | |a Adaptive filters | |
| 650 | 0 | |a Adaptive signal processing | |
| 650 | 0 | |a Radio frequency modulation, Narrow-band | |
| 650 | 4 | |a Adaptive filters | |
| 650 | 4 | |a Adaptive signal processing | |
| 650 | 4 | |a Radio frequency modulation, Narrow-band | |
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Record in the Search Index
| _version_ | 1804139259949481984 |
|---|---|
| adam_text | SUBBAND ADAPTIVE FILTERING THEORY AND IMPLEMENTATION KONG-AIK LEE
INSTITUTE FOR INFOCOMM RESEARCH, SINGAPORE WOON-SENG GAN NANYANG
TECHNOLOGICAL UNIVERSITY, SINGAPORE SEN M. KUO NORTHERN ILLINOIS
UNIVERSITY, USA WILEY A JOHN WILEY AND SONS, LTD., PUBLICATION CONTENTS
ABOUT THE AUTHORS XI PREFACE XIII ACKNOWLEDGMENTS XV LIST OF SYMBOLS
XVII LIST OF ABBREVIATIONS XIX 1 INTRODUCTION TO ADAPTIVE FILTERS 1 1.1
ADAPTIVE FILTERING 1 1.2 ADAPTIVE TRANSVERSAL FILTERS 2 1.3 PERFORMANCE
SURFACES 4 1.4 ADAPTIVE ALGORITHMS 6 1.5 SPECTRAL DYNAMIC RANGE AND
MISADJUSTMENT 13 1.6 APPLICATIONS OF ADAPTIVE FILTERS 15 1.6.1 ADAPTIVE
SYSTEM IDENTIFICATION 15 1.6.2 ADAPTIVE PREDICTION 23 1.6.3 ADAPTIVE
INVERSE MODELING 25 1.6.4 ADAPTIVE ARRAY PROCESSING 28 1.6.5 SUMMARY OF
ADAPTIVE FILTERING APPLICATIONS 31 1.7 TRANSFORM-DOMAIN AND SUBBAND
ADAPTIVE FILTERS 31 1.7.1 TRANSFORM-DOMAIN ADAPTIVE FILTERS 31 1.7.2
SUBBAND ADAPTIVE FILTERS 38 1.8 SUMMARY 39 REFERENCES 39 2 SUBBAND
DECOMPOSITION AND MULTIRATE SYSTEMS 41 2.1 MULTIRATE SYSTEMS 41 2.2
FILTER BANKS 44 2.2.1 INPUT-OUTPUT RELATION 46 CONTENTS 2.2.2 PERFECT
RECONSTRUCTION FILTER BANKS 47 2.2.3 POLYPHASE REPRESENTATION 48 2.3
PARAUNITARY FILTER BANKS 54 2.4 BLOCK TRANSFORMS 55 2.4.1 FILTER BANK AS
A BLOCK TRANSFORM 55 2.5 COSINE-MODULATED FILTER BANKS 59 2.5.1 DESIGN
EXAMPLE 63 2.6 DFT FILTER BANKS 65 2.6.1 DESIGN EXAMPLE 66 2.7 A NOTE ON
COSINE MODULATION 67 2.8 SUMMARY 68 REFERENCES 69 3 SECOND-ORDER
CHARACTERIZATION OF MULTIRATE FILTER BANKS 73 3.1 CORRELATION-DOMAIN
FORMULATION 73 3.1.1 CRITICAL DECIMATION 77 3.2 CROSS SPECTRUM 79 3.2.1
SUBBAND SPECTRUM 82 3.3 ORTHOGONALITY AT ZERO LAG 85 3.3.1 PARAUNITARY
CONDITION 86 3.4 CASE STUDY: SUBBAND ORTHOGONALITY OF COSINE-MODULATED
FILTER BANKS 89 3.4.1 CORRELATION-DOMAIN ANALYSIS 89 3.4.2 MATLAB
SIMULATIONS 92 3.5 SUMMARY 96 REFERENCES 97 4 SUBBAND ADAPTIVE FILTERS
99 4.1 SUBBAND ADAPTIVE FILTERING 99 4.1.1 COMPUTATIONAL REDUCTION 100
4.1.2 SPECTRAL DYNAMIC RANGE 101 4.2 SUBBAND ADAPTIVE FILTER STRUCTURES
104 4.2.1 OPEN-LOOP STRUCTURES 104 4.2.2 CLOSED-LOOP STRUCTURES 104 4.3
ALIASING, BAND-EDGE EFFECTS AND SOLUTIONS 106 4.3.1 ALIASING AND
BAND-EDGE EFFECTS 107 4.3.2 ADAPTIVE CROSS FILTERS 108 4.3.3
MULTIBAND-STRUCTURED SAF 110 4.3.4 CLOSED-LOOP DELAYLESS STRUCTURES 113
4.4 DELAYLESS SUBBAND ADAPTIVE FILTERS 114 4.4.1 CLOSED-LOOP
CONFIGURATION 114 4.4.2 OPEN-LOOP CONFIGURATION 115 4.4.3 WEIGHT
TRANSFORMATION 116 4.4.4 COMPUTATIONAL REQUIREMENTS 123 4.5 MATLAB
EXAMPLES 124 4.5.1 ALIASING AND BAND-EDGE EFFECTS 125 CONTENTS 4.5.2
DELAYLESS ALIAS-FREE SAFS 126 4.6 SUMMARY 128 REFERENCES 129 CRITICALLY
SAMPLED AND OVERSAMPLED SUBBAND STRUCTURES 133 5.1 VARIANTS OF
CRITICALLY SAMPLED SUBBAND ADAPTIVE FILTERS 133 5.1.1 SAF WITH THE
AFFINE PROJECTION ALGORITHM 134 5.1.2 SAF WITH VARIABLE STEP SIZES 136
5.1.3 SAF WITH SELECTIVE COEFFICIENT UPDATE 137 5.2 OVERSAMPLED AND
NONUNIFORM SUBBAND ADAPTIVE FILTERS 138 5.2.1 OVERSAMPLED SUBBAND
ADAPTIVE FILTERING 138 5.2.2 NONUNIFORM SUBBAND ADAPTIVE FILTERING 140
5.3 FILTER BANK DESIGN 141 5.3.1 GENERALIZED DFT FILTER BANKS 141 5.3.2
SINGLE-SIDEBAND MODULATION FILTER BANKS 142 5.3.3 FILTER DESIGN CRITERIA
FOR DFT FILTER BANKS 144 5.3.4 QUADRATURE MIRROR FILTER BANKS 149 5.3.5
PSEUDO-QUADRATURE MIRROR FILTER BANKS 153 5.3.6 CONJUGATE QUADRATURE
FILTER BANKS 155 5.4 CASE STUDY: PROPORTIONATE SUBBAND ADAPTIVE
FILTERING 156 5.4.1 MULTIBAND STRUCTURE WITH PROPORTIONATE ADAPTATION
156 5.4.2 MATLAB SIMULATIONS 157 5.5 SUMMARY 161 REFERENCES 163
MULTIBAND-STRUCTURED SUBBAND ADAPTIVE FILTERS 167 6.1 MULTIBAND
STRUCTURE 167 6.1.1 POLYPHASE IMPLEMENTATION 170 6.2 MULTIBAND
ADAPTATION 173 6.2.1 PRINCIPLE OF MINIMAL DISTURBANCE 173 6.2.2
CONSTRAINED SUBBAND UPDATES 173 6.2.3 COMPUTATIONAL COMPLEXITY 175 6.3
UNDERDETERMINED LEAST-SQUARES SOLUTIONS 177 6.3.1 NLMS EQUIVALENT 178
6.3.2 PROJECTION INTERPRETATION 179 6.4 STOCHASTIC INTERPRETATIONS 179
6.4.1 STOCHASTIC APPROXIMATION TO NEWTON S METHOD 179 6.4.2 WEIGHTED MSE
CRITERION 181 6.4.3 DECORRELATING PROPERTIES 186 6.5 FILTER BANK DESIGN
ISSUES 187 6.5.1 THE DIAGONAL ASSUMPTION 187 6.5.2 POWER COMPLEMENTARY
FILTER BANK 187 6.5.3 THE NUMBER OF SUBBANDS 188 6.6 DELAYLESS MSAF 189
6.6.1 OPEN-LOOP CONFIGURATION 189 CONTENTS 6.6.2 CLOSED-LOOP
CONFIGURATION 191 6.7 MATLAB EXAMPLES 192 6.7.1 CONVERGENCE OF THE MSAF
ALGORITHM 193 6.7.2 SUBBAND AND TIME-DOMAIN CONSTRAINTS 195 6.8 SUMMARY
198 REFERENCES 199 7 STABILITY AND PERFORMANCE ANALYSIS 203 7.1
ALGORITHM, DATA MODEL AND ASSUMPTIONS 203 7.1.1 THE MSAF ALGORITHM 203
7.1.2 LINEAR DATA MODEL 204 7.1.3 PARAUNITARY FILTER BANKS 206 7.2
MULTIBAND MSE FUNCTION 209 7.2.1 MSE FUNCTIONS 209 7.2.2 EXCESS MSE 210
7.3 MEAN ANALYSIS 211 7.3.1 PROJECTION INTERPRETATION 211 7.3.2 MEAN
BEHAVIOR 213 7.4 MEAN-SQUARE ANALYSIS 214 7.4.1 ENERGY CONSERVATION
RELATION 214 7.4.2 VARIANCE RELATION 216 7.4.3 STABILITY OF THE MSAF
ALGORITHM 216 7.4.4 STEADY-STATE EXCESS MSE 217 7.5 MATLAB EXAMPLES 219
7.5.1 MEAN OF THE PROJECTION MATRIX 219 7.5.2 STABILITY BOUNDS 220 7.5.3
STEADY-STATE EXCESS MSE 222 7.6 SUMMARY 223 REFERENCES 224 8 NEW
RESEARCH DIRECTIONS 227 8.1 RECENT RESEARCH ON FILTER BANK DESIGN 227
8.2 NEW SAF STRUCTURES AND ALGORITHMS 228 8.2.1 IN-BAND ALIASING
CANCELLATION 228 8.2.2 ADAPTIVE ALGORITHMS FOR THE SAF 230 8.2.3
VARIABLE TAP LENGTHS FOR THE SAF 230 8.3 THEORETICAL ANALYSIS 232 8.4
APPLICATIONS OF THE SAF 232 8.5 FURTHER RESEARCH ON A
MULTIBAND-STRUCTURED SAF 233 8.6 CONCLUDING REMARKS 234 REFERENCES 235
APPENDIX A PROGRAMMING IN MATLAB 241 A.L MATLAB FUNDAMENTALS 241 A. 1.1
STARTING MATLAB 241 A. 1.2 CONSTRUCTING AND MANIPULATING MATRICES 244 A.
1.3 THE COLON OPERATOR 244 CONTENTS IX APPENDIX * *. 1.4 DATA TYPES 248
*. 1.5 WORKING WITH STRINGS 248 A. 1.6 CELL ARRAYS AND STRUCTURES 249 A.
1.7 MATLAB SCRIPTING WITH M-FILES 251 A. 1.8 PLOTTING IN MATLAB 252 A.
1.9 OTHER USEFUL COMMANDS AND TIPS 255 A.2 SIGNAL PROCESSING TOOLBOX 258
A.2.1 QUICK FACT ABOUT THE SIGNAL PROCESSING TOOLBOX 258 A.2.2 SIGNAL
PROCESSING TOOL 262 A.2.3 WINDOW DESIGN AND ANALYSIS TOOL 267 A.3 FILTER
DESIGN TOOLBOX 268 A.3.1 QUICK FACT ABOUT THE FILTER DESIGN TOOLBOX 268
A.3.2 FILTER DESIGN AND ANALYSIS TOOL 269 A.3.3 MATLAB FUNCTIONS FOR
ADAPTIVE FILTERING 270 A.3.4 A CASE STUDY: ADAPTIVE NOISE CANCELLATION
272 USING MATLAB FOR ADAPTIVE FILTERING AND SUBBAND ADAPTIVE FILTERING
279 B.L DIGITAL SIGNAL PROCESSING 279 B.L.L DISCRETE-TIME SIGNALS AND
SYSTEMS 279 B.L.2 SIGNAL REPRESENTATIONS IN MATLAB 280 B.2 FILTERING AND
ADAPTIVE FILTERING IN MATLAB 282 B.2.1 FIR FILTERING 282 B.2.2 THE LMS
ADAPTIVE ALGORITHM 284 B.2.3 ANATOMY OF THE LMS CODE IN MATLAB 285 B.3
MULTIRATE AND SUBBAND ADAPTIVE FILTERING 292 B.3.1 IMPLEMENTATION OF
MULTIRATE FILTER BANKS 292 B.3.2 IMPLEMENTATION OF A SUBBAND ADAPTIVE
FILTER 297 APPENDIX * SUMMARY OF MATLAB SCRIPTS, FUNCTIONS, EXAMPLES AND
DEMOS 301 APPENDIX D COMPLEXITY ANALYSIS OF ADAPTIVE ALGORITHMS 307
INDEX 317
|
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| id | DE-604.BV035595527 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T21:41:15Z |
| institution | BVB |
| isbn | 0470516941 9780470516942 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017650674 |
| oclc_num | 294879158 |
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| owner_facet | DE-91 DE-BY-TUM |
| physical | XVIII, 324 S. graph. Darst. 1 CD-ROM (12 cm) |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | Wiley |
| record_format | marc |
| spelling | Lee, Kong-Aik Verfasser aut Subband adaptive filtering theory and implementation Kong-Aik Lee ; Woon-Seng Gan ; Sen M. Kuo Chichester Wiley 2009 XVIII, 324 S. graph. Darst. 1 CD-ROM (12 cm) txt rdacontent n rdamedia nc rdacarrier Adaptive filters Adaptive signal processing Radio frequency modulation, Narrow-band Adaptives Filter (DE-588)4141377-5 gnd rswk-swf Adaptives Filter (DE-588)4141377-5 s DE-604 Gan, Woon-Seng Verfasser aut Kuo, Sen M. Verfasser aut GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017650674&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Lee, Kong-Aik Gan, Woon-Seng Kuo, Sen M. Subband adaptive filtering theory and implementation Adaptive filters Adaptive signal processing Radio frequency modulation, Narrow-band Adaptives Filter (DE-588)4141377-5 gnd |
| subject_GND | (DE-588)4141377-5 |
| title | Subband adaptive filtering theory and implementation |
| title_auth | Subband adaptive filtering theory and implementation |
| title_exact_search | Subband adaptive filtering theory and implementation |
| title_full | Subband adaptive filtering theory and implementation Kong-Aik Lee ; Woon-Seng Gan ; Sen M. Kuo |
| title_fullStr | Subband adaptive filtering theory and implementation Kong-Aik Lee ; Woon-Seng Gan ; Sen M. Kuo |
| title_full_unstemmed | Subband adaptive filtering theory and implementation Kong-Aik Lee ; Woon-Seng Gan ; Sen M. Kuo |
| title_short | Subband adaptive filtering |
| title_sort | subband adaptive filtering theory and implementation |
| title_sub | theory and implementation |
| topic | Adaptive filters Adaptive signal processing Radio frequency modulation, Narrow-band Adaptives Filter (DE-588)4141377-5 gnd |
| topic_facet | Adaptive filters Adaptive signal processing Radio frequency modulation, Narrow-band Adaptives Filter |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017650674&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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