MATLAB/Simulink for Digital Communication

· Won Y. Yang
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Chapter 1: Fourier Analysis                                              1

1.1  CONTINUOUS-TIME FOURIER SERIES (CTFS)................................................................... 2

1.2  PROPERTIES OF CTFS............................................................................................................... 6

1.2.1 Time-Shifting Property....................................................................................................... 6

1.2.2 Frequency-Shifting Property ............................................................................................ 6

1.2.3  Modulation Property......................................................................................................... 6

1.3  CONTINUOUS-TIME FOURIER TRANSFORM (CTFT)....................................................... 7

1.4 PROPERTIES OF CTFT............................................................................................................. 13

1.4.1  Linearity............................................................................................................................ 13

1.4.2  Conjugate Symmetry........................................................................................................ 13

1.4.3  Real Translation (Time Shifting) and Complex Translation (Frequency Shifting)..... 14

1.4.4  Real Convolution and Correlation................................................................................... 14

1.4.5  Complex Convolution – Modulation/Windowing.......................................................... 14

1.4.6  Duality............................................................................................................................... 17

1.4.7  Parseval Relation - Power Theorem................................................................................ 18

1.5 DISCRETE-TIME FOURIER TRANSFORM (DTFT)............................................................ 18

1.6  DISCRETE-TIME FOURIER SERIES - DFS/DFT.................................................................. 19

1.7 SAMPLING THEOREM............................................................................................................. 21

1.7.1  Relationship between CTFS and DFS ........................................................................... 21

1.7.2  Relationship between CTFT and DTFT.......................................................................... 27

1.7.3  Sampling Theorem............................................................................................................ 27

1.8 POWER, ENERGY, AND CORRELATION............................................................................ 29

1.9 LOWPASS EQUIVALENT OF BANDPASS SIGNALS........................................................ 30


Chapter 2:  PROBABILITY AND RANDOM PROCESSES                          39

2.1  PROBABILITY........................................................................................................................... 39

         2.1.1 Definition of Probability................................................................................................. 39

         2.1.2  Joint Probability and Conditional Probability............................................................... 40

         2.1.3  Probability Distribution/Density Function..................................................................... 41

         2.1.4  Joint Probability Density Function................................................................................. 41

         2.1.5  Condtional Probability Density Function...................................................................... 41

         2.1.6  Independence................................................................................................................... 41

         2.1.7  Function of a Random Variable...................................................................................... 42

         2.1.8  Expectation, Covariance, and Correlation..................................................................... 43

         2.1.9  Conditional Expectation.................................................................................................. 47

         2.1.10 Central Limit Theorem - Normal Convergence Theorem............................................. 47

         2.1.11 Random Processes............................................................................................................ 49

         2.1.12 Stationary Processes and Ergodic Processes.................................................................. 51

         2.1.13 Power Spectral Density (PSD)......................................................................................... 53

         2.1.14 White Noise and Colored Noise...................................................................................... 53

2.2  LINEAR FILTERING OF A RANDOM PROCESS................................................................ 57

2.3  PSD OF A RANDOM PROCESS.............................................................................................. 58

2.4  FADING EFFECT OF A MULTIPATH CHANNEL............................................................... 58


Chapter 3:  ANALOG MODULATION                                            71

3.1 AMPLITUDE MODULATION (AM)....................................................................................... 71

         3.1.1 DSB (Double Sideband)-AM (Amplitude Modulation)............................................... 71

         3.1.2 Conventional AM (Amplitude Modulation)................................................................ 75

         3.1.3 SSB (Single Sideband)-AM(Amplitude Modulation)................................................. 78

3.2 ANGLE MODULATION (AGM) - FREQUENCY/PHASE MODULATIONS .................. 82


Chapter 4:  ANALOG-TO-DIGITAL CONVERSION                               87

4.1 QUANTIZATION........................................................................................................................ 87

         4.1.1 Uniform Quantization..................................................................................................... 88

         4.1.2  Non-uniform Quantization.............................................................................................. 89

         4.1.3  Non-uniform Quantization Considering the Absolute Errors .................................... 91

4.2 Pulse Code Modulation (PCM)................................................................................................... 95

4.3 Differential Pulse Code Modulation (DPCM)........................................................................... 97

4.4 Delta Modulation (DM)............................................................................................................. 100


Chapter 5:  BASEBAND TRANSMISSION                                       107

5.1 RECEIVER (RCVR) and SNR ............................................................................................... 107

         5.1.1  Receiver of RC Filter Type.......................................................................................... 109

         5.1.2 Receiver of Matched Filter Type................................................................................. 110

         5.1.3 Signal Correlator........................................................................................................... 112

5.2 PROBABILITY OF ERROR WITH SIGNALING................................................................ 114

         5.2.1  Antipodal (Bipolar) Signaling...................................................................................... 114

         5.2.2 On-Off Keying (OOK)/Unipolar Signaling................................................................. 118

         5.2.3 Orthogonal Signaling.................................................................................................... 119

         5.2.4 Signal Constellation Diagram...................................................................................... 121

         5.2.5 Simulation of Binary Communication......................................................................... 123

         5.2.6  Multi-Level(amplitude) PAM Signaling..................................................................... 127

         5.2.7 Multi-Dimensional Signaling....................................................................................... 129

         5.2.8  Bi-Orthogonal Signaling............................................................................................... 133


Chapter 6:  BANDLIMITED CHANNEL AND EQUALIZER                        139

6.1 BANDLIMITED CHANNEL................................................................................................... 139

         6.1.1 Nyquist Bandwidth........................................................................................................ 139

         6.1.2  Raised-Cosine Frequency Response............................................................................ 141

         6.1.3 Partial Respone Signaling - Duobinary Signaling...................................................... 143

6.2 EQUALIZER............................................................................................................................. 148

         6.2.1 Zero-Forcing Equalizer (ZFE)...................................................................................... 148

         6.2.2  MMSE Equalizer (MMSEE)........................................................................................ 151

         6.2.3  Adaptive Equalizer (ADE)........................................................................................... 154

         6.2.4  Decision Feedback Equalizer (DFE)............................................................................ 155


Chapter 7:  BANDPASS TRANSMISSION                                       169

7.1 AMPLITUDE SHIFT KEYING (ASK)................................................................................... 169

7.2 FREQUENCY SHIFT KEYING (FSK)................................................................................... 178

7.3 PHASE SHIFT KEYING (PSK)............................................................................................... 187

7.4 DIFFERENTIAL PHASE SHIFT KEYING (DPSK)............................................................. 190

7.5 QUADRATURE AMPLITUDE MODULATION (QAM).................................................... 195

7.6 COMPARISON OF VARIOUS SIGNALINGS...................................................................... 200


Chapter 8:  CARRIER RECOVERY AND SYMBOL SYNCHRONIZATION        227

8.1 INTRODUCTION..................................................................................................................... 227

8.2 PLL (PHSE-LOCKED LOOP)................................................................................................. 228

8.3 ESTIMATION OF CARRIER PHASE USING PLL............................................................. 233

8.4 CARRIER PHASE RECOVERY............................................................................................. 235

         8.4.1  Carrier Phase Recovery Using a Squaring Loop for BPSK Signals.......................... 235

         8.4.2  Carrier Phase Recovery Using Costas Loop for PSK Signals.................................... 237

         8.4.3  Carrier Phase Recovery for QAM Signals.................................................................. 240

8.5 SYMBOL SYNCHRONIZATION (TIMING RECOVERY)................................................ 243

         8.5.1  Early-Late Gate Timing Recovery for BPSK Signals................................................ 243

         8.5.2  NDA-ELD Synchronizer for PSK Signals.................................................................. 246


Chapter 9:  INFORMATION AND CODING                                     257

9.1 MEASURE OF INFORMATION - ENTROPY...................................................................... 257

9.2 SOURCE CODING................................................................................................................... 259

         9.2.1  Huffman Coding............................................................................................................ 259

         9.2.2  Lempel-Zip-Welch Coding........................................................................................... 262

         9.2.3  Source Coding vs. Channel Coding............................................................................. 265

9.3 CHANNEL MODEL AND CHANNEL CAPACITY............................................................ 266

9.4 CHANNEL CODING................................................................................................................ 271

         9.4.1  Waveform Coding......................................................................................................... 272

         9.4.2  Linear Block Coding..................................................................................................... 273

         9.4.3  Cyclic Coding................................................................................................................ 282

         9.4.4  Convolutional Coding and Viterbi Decoding.............................................................. 287

         9.4.5  Trellis-Coded Modulation (TCM)................................................................................ 296

         9.4.6  Turbo Coding................................................................................................................. 300

         9.4.7  Low-Density Parity-Check (LDPC) Coding............................................................... 311

         9.4.8  Differential Space-Time Block Coding (DSTBC)...................................................... 316

9.5  CODING GAIN ....................................................................................................................... 319


 Chapter 10:  SPREAD-SPECTRUM SYSTEM                                339

10.1 PN (Pseudo Noise) Sequence..................................................................................................... 339

10.2 DS-SS (Direct Sequence Spread Spectrum)............................................................................. 347

10.3 FH-SS (Frequency Hopping Spread Spectrum)........................................................................ 352

 

Chapter 11:  OFDM SYSTEM                                                  359

11.1 OVERVIEW OF OFDM......................................................................................................... 359

11.2 FREQUENCY BAND AND BANDWIDTH EFFICIENCY OF OFDM............................ 363

11.3  CARRIER RECOVERY AND SYMBOL SYNCHRONIZATION.......................................... 364

11.4 CHANNEL ESTIMATION AND EQUALIZATION.......................................................... 381

11.5  INTERLEAVING AND DEINTERLEAVING..................................................................... 384

11.6  PUNCTURING AND DEPUNCTURING............................................................................ 386

11.7  IEEE STANDARD 802.11A - 1999....................................................................................... 388

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