Adaptive digital filters and signal analysis:
Saved in:
| New Title: | Bellanger, Maurice G. Adaptive digital filters |
|---|---|
| Main Author: | |
| Format: | Book |
| Language: | English |
| Published: |
New York u.a.
Dekker
1987
|
| Series: | Electrical engineering and electronics
43 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | 2. Aufl. u.d.T.: Bellanger: Adaptive digital filters |
| Physical Description: | XI, 328 S. graph. Darst. |
| ISBN: | 0824777840 |
Staff View
MARC
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| 245 | 1 | 0 | |a Adaptive digital filters and signal analysis |c Maurice G. Bellanger |
| 264 | 1 | |a New York u.a. |b Dekker |c 1987 | |
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| 490 | 1 | |a Electrical engineering and electronics |v 43 | |
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Record in the Search Index
| _version_ | 1804116663724933120 |
|---|---|
| adam_text | Contents
Preface 0
1 Adaptive Filtering and Signal Analysis 1
1 1 Signal Analysis 2
1 2 Characterization and Modeling 4
1 3 Adaptive Filtering 6
1 4 Normal Equations 2
1 5 Recursive Algorithms 9
1 6 Implementation and Applications 11
1 7 Further Reading 12
References 13
2 Signals and Noise IS
2 1 The Damped Sinusoid 15
2 2 Periodic Signals 18
2 3 Random Signals 22
2 4 Gaussian Signals 24
2 5 Synthetic Moving Average and Autoregressive Signals 26
2 6 ARMA Signals 30
2 7 Markov Signals 35
vii
viii
CONTENTS
2 8 Linear Prediction and Interpolation 37
2 9 Predictable Signals 41
2 10 The Fundamental (Wold) Decomposition 42
2 11 Harmonic Decomposition 44
2 12 Multidimensional Signals 46
2 13 Nonstationary Signals 48
2 14 Natural Signals 49
2 15 Summary 51
Exercises 52
References 53
3 Correlation Function and Matrix 55
3 1 Cross-Correlation and Autocorrelation 55
3 2 Estimation of Correlation Functions 58
3 3 Recursive Estimation 63
3 4 The Autocorrelation Matrix 65
3 5 Solving Linear Equation Systems 67
3 6 Eigenvalue Decomposition 69
3 7 Eigenfilters 73
3 8 Properties of Extremal Eigenvalues 77
3 9 Signal Spectrum and Eigenvalues 79
3 10 Iterative Determination of Extremal Eigenparameters 81
3 11 Estimation of the AC Matrix 83
3 12 Eigen (KL) Transform and Approximations 86
3 13 Summary 88
Exercises 88
Annex 3 1 FORTRAN Subroutine to Solve a Linear
System with Symmetrical Matrix 90
Annex 3 2 FORTRAN Subroutine to Compute the Eigen
Vector Corresponding to the Minimum Eigenvalue by the
Conjugate Gradient Method 92
References 95
4 Gradient Adaptive Filters 97
4 1 The Gradient—LMS Algorithm 97
4 2 Stability Condition and Specifications 99
4 3 Residual Error 100
4 4 Learning Curve and Time Constant 104
4 5 Word-Length Limitations 106
4 6 Leakage Factor 112
4 7 The LMAV and Sign Algorithms 114
CONTENTS ix
4 8 Normalized Algorithms for Nonstationary Signals 117
4 9 Delayed LMS Algorithms 121
4 10 FIR Filters in Cascade Form 123
4 11 IIR Gradient Adaptive Filters 125
4 12 Nonlinear Filtering 128
4 13 Strengths and Weaknesses of Gradient Filters 130
Exercises 130
References 132
5 Linear Prediction Error Filters 135
5 1 Definition and Properties 135
5 2 First- and Second-Order FIR Predictors 138
5 3 Forward and Backward Prediction Equations 140
5 4 Order Iterative Relations 142
5 5 The Lattice Linear Prediction Filter 146
5 6 The Inverse AC Matrix 148
5 7 The Notch Filter and Its Approximations 150
5 8 Zeros of FIR Prediction Error Filters 151
5 9 Poles of IIR Prediction Error Filters 155
5 10 Gradient Adaptive Predictors 156
5 11 Linear Prediction and Harmonic Decomposition 161
5 12 Conclusion 163
Exercises 164
Annex 5 1 Levinson Algorithm 166
Annex 5 2 Leroux-Gueguen Algorithm 166
References 167
6 Fast Least Squares Transversal Adaptive Filters 169
6 1 The First-Order LS Adaptive Filter 169
6 2 Recursive Equations for the Order N Filter 174
6 3 Relationships Between LS Variables 176
6 4 Fast Algorithm Based on A Priori Errors 179
6 5 Algorithm Based on All Prediction Errors 183
6 6 Stability Conditions for LS Recursive Algorithms 187
6 7 Initial Values of the Prediction Error Energies 189
68A Stabilization Constant 191
6 9 Roundoff Error Accumulation and Its Control 193
6 10 A Simplified Algorithm 194
6 11 Performance of LS Adaptive Filters 195
6 12 Selecting FLS Parameter Values 200
X
CONTENTS
6 13 Word-Length Limitations and Implementation 203
6 14 Comparison of FLS and LMS Approaches—Summary 205
Exercises 207
Annex 6 1 FLS Algorithm Based on A Priori Errors 208
Annex 6 2 FLS Algorithm Based on All the Prediction
Errors and with Roundoff Error Control 209
References 210
7 Other Adaptive Filter Algorithms 213
7 1 Covariance Algorithms 213
72A Sliding Window Algorithm 216
7 3 The Case of Complex Signals 220
7 4 Multidimensional Input Signals 222
7 5 M-D Algorithm Based on All Prediction Errors 227
7 6 Filters of Nonuniform Length 230
7 7 FLS Pole-Zero Modeling 230
7 8 Multirate Adaptive Filters 234
7 9 Frequency Domain Adaptive Filters 235
7 10 Unified General View and Conclusion 237
Exercises 240
Annex 7 1 FLS Algorithm with Multidimensional
Input Signal 241
References 243
8 Lattice Algorithms and Geometrical Approach 215
8 1 Order Recurrence Relations for Prediction Coefficients 245
8 2 Order Recurrence Relations for the Filter Coefficients 248
8 3 Time Recurrence Relations 251
8 4 FLS Algorithms for Lattice Structures 252
8 5 Normalized Lattice Algorithms 255
8 6 Calculation of Transversal Filter Coefficients 260
8 7 Multidimensional Lattice Algorithms 263
8 8 Block Processing 266
8 9 Geometrical Description 267
8 10 Order and Time Recursions 270
8 11 Unified Derivation of FLS Algorithms 274
8 12 Summary and Conclusion 276
Exercises 277
Annex 8 1 FLS Algorithm for a Predictor in Lattice
Structure 278
References 279
CONTENTS
n
Spectral Analysis 281
9 1 Definition and Objectives 281
9 2 The Periodogram Method 282
9 3 The Correlogram Method 284
9 4 The minimum Variance (MV) Method 286
9 5 Harmonie Retrieval Techniques 289
9 6 Autoregressive Modeling 292
9 7 ARMA Modeling 296
9 8 Signal and Noise Space Methods 298
9 9 Estimation Bounds 300
9 10 Conclusion 303
Exercises 303
References 304
Circuits and Applications 307
10 1 Division and Square Root 307
10 2 A Multibus Architecture 310
10 3 Line Canceling and Enhancement 311
10 4 Adaptive Differential Coding 312
10 5 Echo Cancellation 313
10 6 Channel Equalization and Measurement 313
10 7 Adaptive Deconvolution 314
10 8 Adaptive Processing in Radar 316
10 9 Adaptive Antennas 317
10 10 Image Signal Prediction 319
10 11 Artificial Intelligence 320
10 12 Conclusion 322
References 323
Index
|
| any_adam_object | 1 |
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| discipline | Elektrotechnik Mathematik Elektrotechnik / Elektronik / Nachrichtentechnik |
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| isbn | 0824777840 |
| language | English |
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| physical | XI, 328 S. graph. Darst. |
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| spelling | Bellanger, Maurice Verfasser aut Adaptive digital filters and signal analysis Maurice G. Bellanger New York u.a. Dekker 1987 XI, 328 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Electrical engineering and electronics 43 2. Aufl. u.d.T.: Bellanger: Adaptive digital filters Adaptive filters Adaptive signal processing Signalverarbeitung (DE-588)4054947-1 gnd rswk-swf Digitalfilter (DE-588)4070477-4 gnd rswk-swf Adaptives Filter (DE-588)4141377-5 gnd rswk-swf Adaptive Signalverarbeitung (DE-588)4128146-9 gnd rswk-swf Adaptives Filter (DE-588)4141377-5 s DE-604 Adaptive Signalverarbeitung (DE-588)4128146-9 s Digitalfilter (DE-588)4070477-4 s Signalverarbeitung (DE-588)4054947-1 s 1\p DE-604 2. ed. u.d.T. Bellanger, Maurice G. Adaptive digital filters Electrical engineering and electronics 43 (DE-604)BV001899533 43 HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=001451120&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Bellanger, Maurice Adaptive digital filters and signal analysis Electrical engineering and electronics Adaptive filters Adaptive signal processing Signalverarbeitung (DE-588)4054947-1 gnd Digitalfilter (DE-588)4070477-4 gnd Adaptives Filter (DE-588)4141377-5 gnd Adaptive Signalverarbeitung (DE-588)4128146-9 gnd |
| subject_GND | (DE-588)4054947-1 (DE-588)4070477-4 (DE-588)4141377-5 (DE-588)4128146-9 |
| title | Adaptive digital filters and signal analysis |
| title_auth | Adaptive digital filters and signal analysis |
| title_exact_search | Adaptive digital filters and signal analysis |
| title_full | Adaptive digital filters and signal analysis Maurice G. Bellanger |
| title_fullStr | Adaptive digital filters and signal analysis Maurice G. Bellanger |
| title_full_unstemmed | Adaptive digital filters and signal analysis Maurice G. Bellanger |
| title_new | Bellanger, Maurice G. Adaptive digital filters |
| title_short | Adaptive digital filters and signal analysis |
| title_sort | adaptive digital filters and signal analysis |
| topic | Adaptive filters Adaptive signal processing Signalverarbeitung (DE-588)4054947-1 gnd Digitalfilter (DE-588)4070477-4 gnd Adaptives Filter (DE-588)4141377-5 gnd Adaptive Signalverarbeitung (DE-588)4128146-9 gnd |
| topic_facet | Adaptive filters Adaptive signal processing Signalverarbeitung Digitalfilter Adaptives Filter Adaptive Signalverarbeitung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=001451120&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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