Network modeling, simulation and analysis in Matlab theory and practices

Cover......Page 1
Title Page......Page 5
Copyright Page......Page 6
Contents......Page 7
List of Figures......Page 13
List of Tables......Page 17
Foreword......Page 19
Preface......Page 21
Acknowledgments......Page 23
Acronyms......Page 25
1 Introduction to Modeling, Simulations and Analysis......Page 29
 1.1 MATLAB Modeling and Simulation......Page 30
  1.2.1 Computer-Based Models......Page 32
  1.2.2 Computer Network Simulation......Page 33
 1.3 Discrete-Event Simulation for MATLAB......Page 34
  1.3.1 Terminology and Components of Discrete-Event Simulation......Page 35
  1.3.2 The Principle of Discrete-Event Simulation......Page 36
  1.3.3 ESTA Algorithm......Page 37
 1.4 Simulation Software Selection for MATLAB......Page 39
 1.5 Simulation Tools Based on High Performance......Page 40
  1.5.1 Network Model......Page 41
  1.5.2 Network Simulators......Page 43
 1.6 Conclusion......Page 50
 References......Page 51
2 Introduction to MATLAB Programming......Page 53
 2.1 Introduction......Page 54
  2.3.1 Practical Examples for MATLAB......Page 55
  2.3.2 Use of Semicolon (;) in MATLAB......Page 56
  2.3.4 Commonly Utilized Operators and Special Characters......Page 57
  2.3.7 MATLAB Decisions......Page 58
  2.3.8 MATLAB Loops......Page 59
  2.4.1 Import Data in MATLAB......Page 60
  2.4.2 Export Data in MATLAB......Page 66
  2.5.1 Commands......Page 68
  2.5.2 MATLAB Basics......Page 69
  2.5.4 Framework Operations......Page 70
  2.5.5 Using M-Files......Page 72
 2.6 Plotting......Page 75
  2.6.1 Including Various Types of Graphs......Page 76
  2.6.2 Creation of a Multiple Number of Functions in a Similar Graph......Page 77
  2.6.3 Creating a Graph According to Various Colors......Page 78
 2.7 Uncommon Function......Page 79
 2.8 Executable Files Generation......Page 80
 2.9 Calling and Accumulating Executable Documents......Page 82
 2.10 Calling Objects from External Programs......Page 83
 2.12 The Guide......Page 84
  2.12.1 Open a New User Interface......Page 85
  2.12.3 Design the User Interface......Page 86
  2.12.4 Adjust the Components......Page 87
  2.12.5 Mark the Push Buttons......Page 88
  2.12.7 Static Test Alteration Procedure in MATLAB......Page 89
  2.12.8 Spare the Layout......Page 90
  2.12.10 Produce Data to Plot in MATLAB......Page 91
  2.12.11 Pop-Up Menu Characteristics......Page 93
  2.12.12 Behavior of Push Button......Page 94
 2.13 Effective Programming through MATLAB......Page 95
  2.13.2 Practice Programs......Page 96
  2.14.1 GNU Octave......Page 97
  2.14.3 Sage......Page 98
  2.15.1 Run a Batch Job......Page 99
  2.15.2 Run a Batch Parallel Loop......Page 100
  2.15.3 Current Folder Browser - Run Script as Batch Job......Page 101
 2.16 Conclusion......Page 102
 References......Page 103
3 Digital Communication System Simulation Using MATLAB......Page 105
  3.1.1 Data Transmission......Page 106
  3.1.2 Example......Page 107
  3.1.3 The Conversion of Analog and Digital Signals......Page 108
  3.1.4 Information, Bandwidth, and Noise......Page 110
  3.2.1 Rayleigh Fading Basics......Page 111
  3.2.2 Rayleigh Fading......Page 112
  3.3.1 BPSK Modulation......Page 114
  3.3.2 BPSK Demodulation......Page 115
 3.4 QPSK Modulation and Demodulation......Page 117
  3.4.1 QPSK Transmitter......Page 118
  3.4.3 Performance Simulation over AWGN......Page 121
  3.5.1 M-QAM Modulation......Page 122
  3.5.2 Baseband Rectangular M-QAM Modulator......Page 123
 3.6 Recreation of OFDM Framework......Page 127
  3.6.2 Impact of Cyclic Prefix on Es /N......Page 129
  3.6.3 Effect of Unused Subcarriers on Es/N......Page 130
  3.6.5 MATLAB Sample Code......Page 131
 3.7 Conclusion......Page 136
 References......Page 137
4 Statistical Analysis of Network Data Using MATLAB......Page 139
 4.1 Introduction to Association Networks......Page 140
  4.2.1 Time Series Analysis......Page 142
  4.2.2 Stationarity......Page 143
  4.2.3 Time Series Decomposition......Page 145
  4.2.4 De-trending......Page 146
  4.3.1 Autocorrelation......Page 152
  4.3.2 ACF and IACF Parameters......Page 154
  4.3.3 Test of Independence......Page 156
  4.3.4 Linear Autoregressive Models......Page 163
  4.3.5 Linear Prediction and Autoregressive Modeling......Page 165
  4.4.1 Testing the Significance of the Null Hypothesis I(X; Y ) = 0......Page 167
  4.4.2 Producing the Mutual Information Distribution from Surrogates......Page 169
  4.5.1 Cross Correlation......Page 171
  4.5.2 Vector Autoregression (VAR) Models......Page 174
  4.5.3 Coupled Dynamical Systems......Page 177
 References......Page 178
5 Network Routing Simulation Using MATLAB......Page 183
 5.1 Evaluation of Granger Causality Measures on Known Systems......Page 184
  5.1.1 A Historical Viewpoint......Page 186
  5.1.2 Application to Recreated Information......Page 192
  5.1.3 Application to FMRI BOLD Information from a Visuospatial Consideration Undertaking......Page 198
  5.2.1 Objectives......Page 201
  5.2.2 Approach to Model Development......Page 202
  5.2.3 Development of Models......Page 203
  5.2.4 Outline of Findings from Phase Two: Model Validation......Page 204
  5.3.1 Genetic Algorithm for Improvement Utilizing MATLAB......Page 206
  5.3.2 Masses Diversity-Measure-Run, Prosperity Scaling......Page 210
 5.4 Acoustic-Centric and Radio-Centric Algorithms......Page 218
 5.5 AODV Routing Protocol......Page 222
  5.5.2 Association Breaks......Page 224
  5.5.4 Security Considerations......Page 225
 5.6 Conclusion......Page 231
 References......Page 232
6 Wireless Network Simulation Using MATLAB......Page 237
  6.1.3 Small-Scale Blurring......Page 238
  6.1.4 Free-Space Propagation......Page 239
  6.1.5 Ray Tracing......Page 240
  6.1.6 Indoor Propagation......Page 248
  6.1.8 COST 231-Hata Model......Page 249
  6.1.9 COST 231-Walfish-Ikegami Model......Page 250
  6.1.10 Erceg Model......Page 252
  6.1.11 Multiple Slope Models......Page 253
  6.2.1 Random Waypoint Model......Page 262
 6.3 PHY: SNR-Based Bundle Catches, Communication, Dynamic Transmission Rate and Power......Page 263
  6.3.1 MAC: IEEE 802.11......Page 264
  6.3.2 IEEE 802.11 RTS/CTS Exchange......Page 265
 6.4 NET: Ad Hoc Routing......Page 266
  6.4.1 Dynamic Destination Sequenced Distance Vector......Page 268
  6.4.3 Global State Routing......Page 271
  6.4.5 Hierarchical State Routing......Page 272
  6.4.6 Zone-Based Hierarchical Link State Routing Protocol......Page 273
  6.4.7 Clusterhead Gateway Switch Routing Protocol......Page 274
  6.4.8 Cluster-Based Routing Protocols......Page 275
  6.4.9 Ad Hoc On-Demand Distance Vector Routing......Page 276
  6.4.10 Dynamic Source Routing Protocol......Page 277
  6.4.11 Temporally Ordered Routing Algorithm......Page 278
  6.4.12 Associativity-based Routing......Page 280
  6.4.13 Signal Stability Routing......Page 281
  6.5.1 System/Application Designs, Optimizations, and Implementations on Overlay Networks......Page 282
  6.5.2 Routing Overlays for VoIP......Page 283
  6.5.3 Measurement, Modeling, and Improvement of BitTorrent Overlays......Page 284
 6.6 Conclusion......Page 287
 References......Page 288
7 Mobility Modeling for Vehicular Communication Networks Using MATLAB......Page 295
  7.1.1 Transmit and Receive CAN Messages......Page 296
  7.1.2 Examine Received Messages......Page 299
  7.1.3 CAN Message Reception Callback Function......Page 300
  7.2.1 Plan Your Network Installation......Page 302
  7.2.4 Setting Up Local Client Access Configuration......Page 303
 7.3 Interaction Layer......Page 305
  7.3.3 Dynamic Source Routing (DSR)......Page 306
  7.3.4 Diagram of Mobility Model......Page 307
  7.3.5 Results and Analysis......Page 308
  7.3.6 Association Variation Results......Page 310
  7.4.1 TCP Transport Protocol......Page 313
  7.4.4 Transmission Control Protocol, or TCP......Page 314
 7.5 Conclusion......Page 315
 References......Page 316
8 Case Studies and Sample Codes......Page 319
 8.1 Case Determination and Structure......Page 320
  8.1.4 Impediment of the Technique......Page 321
  8.1.7 Summing Up from Logical Investigations......Page 322
  8.1.9 Related Vocations......Page 323
  8.2.2 Construct Boundary Models......Page 324
  8.3.1 Case 1: Create a Credit Scorecard Dissent......Page 330
  8.3.2 Case 2: Binning Information......Page 332
 8.4 Case Study 3: Random Waypoint Mobility Model......Page 334
 8.5 Case Study 4: Node localization in Wireless Sensor Network......Page 340
 8.6 Case Study 5: LEACH Routing Protocol for a WSN......Page 353
 References......Page 362
EULA......Page 367