preface xi
         1 signals and systems 1
         1.1 signals 2
         1.1.1 audio signals 3
         probing further: household electrical
         power 7
         1.1.2 images 9
         1.1.3 video signals 11
         probing further: color and light 12
         1.1.4 signals representing physical
         attributes 15
         1.1.5 sequences 16
         1.1.6 discrete signals and sampling 18
         1.2 systems 23
         1.2.1 systems as functions 24
         1.2.2 telecommunications systems 25
         probing further: wireless
         communication 27
         probing further:leo telephony 28
         probing further: encrypted speech 32
         .1.2.3 audio storage and retrieval 33
         1.2.4 modem negotiation 34
         1.2.5 feedback control systems 35
         1.3 summary 40
         2 defining signals
         and systems 45
         2.1 defining functions 46
         2.1.1 declarative assignment 47
         2.1.2 graphs 48
         probing further:relations 50
         2.1.3 tables 51
         2.1.4 procedures 52
         2.1.5 composition 53
         2.1.6 declarative versus imperative 56
         probing further:declarative interpretation
         of imperative definitions 57
         2.2 defining signals 59
         2.2.1 declarative definitions 59
         2.2.2 imperative definitions 60
         2.2.3 physical modeling 61
         probing further:physics of a tuningfork 61
         2.3 defining systems 63
         2.3.1 memoryless systems and systems
         with memory 63
         2.3.2 differential equations 65
         2.3.3 difference equations 66
         2.3.4 composing systems by using block
         diagrams 68
         basics:summations 69
         probing further: composition of graphs 71
         2.4 summary 74
         interview: panos antsaklis 83
         3 state machines 85
         3.1 structure of state machines 86
         3.1.1 updates 87
         3.1.2 stuttering 88
         3.2 finite-state machines 90
         3.2.1 state transition diagrams 90
         3.2.2 update table 96
         3.3 nondeterministic state machines 100
         3.3.1 state transition diagram 100
         3.3.2 sets and functions model 103
         3.4 simulation and bisimulation 106
         3.4.1 relating behaviors 112
         3.5 summary 115
         4 composing state
         machines 123
         4.1 synchrony 123
         4.2 side-by-side composition 125
         4.3 cascade composition 128
         4.4 product-form inputs and outputs 132
         4.5 general feed-forward composition 135
         4.6 hierarchical composition 138
         4.7 feedback 139
         4.7.1 feedback composition with no
         inputs 140
         4.7.2 state-determined output 145
         4.7.3 feedback composition with
         inputs 149
         4.7.4 constructive procedure for feedback
         composition 153
         4.7.5 exhaustive search 156
         probing further: constructive semantics 157
         4.7.6 nondeterministic machines 158
         4.8 summary 158
         interview: gerard berry 166
         5 linear systems 169
         5.1 operation of an infinite-state machine 170
         basics:functions yielding tuples 172
         5.1.1 time 173
         basics:matrices and vectors 174
         basics:matrix arithmetic 175
         5.2 linear functions 176
         5.3 the [a,b,c,d] representation of a discrete
         linear system 179
         5.3.1 impulse response 181
         5.3.2 one-dimensional siso systems 183
         5.3.3 zero-state and zero-input
         response 188
         5.3.4 multidimensional siso systems 191
         5.3.5 multidimensional mimo
         systems 199
         probing further: impulse responses of mimo
         systems 200
         5.3.6 linear input-output function 201
         5.4 continuous-time state-space models 201
         probing further: approximating
         continuous-time systems 202
         5.5 summary 203
         6 hybrid systems 209
         6.1 mixed models 211
         6.2 modal models 213
         6.3 timed automata 216
         probing forther: internet protocols 224
         6.4 more interesting dynamics 226
         6.5 supervisory control 231
         6.6 formal model 237
         6.7 summary 239
         interview: pr. kumar 244
         7 frequency domain 247
         7.1 frequency decomposition 248
         basics: frequencies in hertz and radians 248
         basics: ranges of frequencies 249
         probing further: circle of fifths 251
         7.2 phase 253
         7.3 spatial frequency 254
         7.4 periodic and finite signals 255
         7.5 fourier series 258
         probing further: uniform convergence of the
         fourier series 262
         probing further: mean square convergence
         of the fourier series 263
         probing further: dirichlet conditions for
         validity of the fourier series 263
         7.5.1 uniqueness of the fourier series 265
         7.5.2 periodic, finite, and aperiodic
         signals 266
         7.5.3 fourier series approximations to
         images 266
         7.6 discrete-time signals 268
         7.6.1 periodicity 268
         basics: discrete-time frequencies 269
         7.6.2 the discrete-time fourier series 270
         7.7 summary 270
         8 frequency response 277
         8.1 ltl systems 278
         8.1.1 time invariance 278
         8.1.2 linearity 283
         8.1.3 linearity and time invariance 286
         8.2 finding and using the frequency
         response 289
         8.2.1 linear difference and differential
         equations 292
         basics: sinusoids in terms of complex
         exponentials 294
         tips and tricks:phasors 294
         8.2.2 the fourier series with complex
         exponentials 301
         probing further: relating dfs
         coefficients 303
         8.2.3 examples 304
         8.3 determining the fourier series
         coefficients 305
         probing further: formula for fourier series
         coefficients 306
         probing further: exchanging integrals and
         summations 307
         8.3.1 negative frequencies 307
         8.4 frequency response and the fourier
         series 307
         8.5 frequency response of composite
         systems 309
         8.5.1 cascade connection 309
         8.5.2 feedback connection 311
         probing further: feedback systems are
         lti 312
         8.6 summary 315
         interview:dawn tilbury 323
         9 filtering 325
         9.1 convolution 328
         9.1.1 convolution sum and integral 328
         9.1.2 impulses 332
         9.1.3 signals as sums of weighted delta
         functions 333
         9.1.4 impulse response and
         convolution 335
         9.2 frequency response and impulse
         response 338
         9.3 causality 342
         probing further: causality 342
         9.4 finite impulse response filters 343
         9.4.1 design of fir filters 346
         9.4.2 decibels 349
         probing further:decibels 350
         9.5 infinite impulse response (iir) filters 351
         9.5.1 designing iir filters 352
         9.6 implementation of filters 355
         9.6.1 matlab implementation 355
         probing further:joua implementation of an
         htr filter 356
         probing further: programmable dsp
         implementation of an fir filter 357
         9.6.2 signal flow graphs 358
         9.7 summary 361
         lo the four fourier
         transforms 369
         10.1 notation 370
         10.2 the fourier series 370
         probing further: showing inverse
         relations 372
         10.3 the discrete fourier transform 376
         10.4 the discrete-time fourier transform 380
         10.5 the continuous-time fourier
         transform 383
         10.6 fourier transforms versus fourier
         series 385
         10.6.1 fourier transforms of finite
         signals 385
         10.6.2 fourier analysis of a speech
         signal 387
         10.6.3 fourier transforms of periodic
         signals 390
         10.7 properties of fourier transforms 393
         10.7.1 convolution 393
         probing further:multiplying
         signals 398
         10.7.2 conjugate symmetry 399
         10.7.3 time shifting 401
         10.7.4 linearity 404
         10.7.5 constant signals 405
         10.7.6 frequency shifting and
         modulation 407
         10.8 summary 408
         interview:jeff bier 422
         il sampling and
         reconstruction 425
         11.1 sampling 425
         11.1.1 sampling a sinusoid 426
         basics: units 426
         11.1.2 aliasing 426
         11.1.3 perceived pitch experiment 428
         11.1.4 avoiding aliasing ambiguities 431
         probing further: antialiasing for fonts 432
         11.2 reconstruction 433
         11.2.1 a model for reconstruction 434
         probing further:sampling 437
         probing further: impulse trains 438
         11.3 the nyquist-shannon sampling
         theorem 438
         11.4 summary 442
         12 stability 447
         12.1 boundedness and stability 450
         12.1.1 absolutely summable and absolutely
         integrable 450
         12.1.2 stability 452
         probing further:stable systems and their
         impulse response 453
         12.2 the z transform 456
         12.2.1 structure of the region of
         convergence 458
         12.2.2 stability and the z transform 463
         12.2.3 rational z tranforms and poles and
         zeros 463
         12.3 the laplace transform 467
         12.3.1 structure of the region of
         convergence 469
         12.3.2 stability and the laplace
         transform 472
         12.3.3 rational laplace tranforms and
         poles and zeros 474
         12.4 summary 475
         intervlew: xavier rodet 481
         13 laplace and z
         transforms 483
         13.1 properties of the z tranform 485
         13.1.1 linearity 485
         13.1.2 delay 488
         13.1.3 convolution 489
         13.1.4 conjugation 490
         13.1.5 time reversal 491
         probing further: derivatives of z
         transforms 491
         13.1.6 multiplication by an exponential 492
         13.1.7 causal signals and the initial value
         theorem 493
         13.2 frequency response and pole-zero
         plots 494
         13.3 properties of the laplace transform 497
         13.3.1 integration 497
         13.3.2 sinusoidal signals 499
         13.3.3 differential equations 500
         13.4 frequency response and pole-zero plots,
         continuous time 501
         13.5 the inverse transforms 503
         13.5.1 inverse z transform 503
         13.5.2 inverse laplace transform 512
         probing further: inverse transform as on
         integral 514
         probing further:differentiation property of
         the laplace transform 515
         13.6 steady-state response 515
         13.7 linear difference and differential
         equations 519
         13.7.1 lti differential equations 525
         13.8 state-space models 530
         13.8.1 continuous-time state-space
         models 535
         13.9 summary 541
         14 composition and feedback
         control 549
         14.1 cascade composition 550
         14.1.1 stabilization 550
         14.1.2 equalization 551
         14.2 parallel composition 557
         14.2.1 stabilization 558
         14.2.2 noise cancelation 559
         14.3 feedback composition 562
         14.3.1 proportional controllers 564
         14.4 pid controllers 574
         14.5 summary 580
         a sets and functions 589
         a. 1 sets 589
         a.1.1 assignment and assertion 591
         a.1.2 sets of sets 592
         a.1.3 variables and predicates 592
         probing further:predicates in matlab 593
         a.1.4 quantification over sets 594
         a.1.5 some useful sets 596
         a.1.6 set operations: union, intersection,
         complement 597
         a.1.7 predicate operations 597
         a.1.8 permutations and combinations 599
         basics: tuples, strings, and sequences 600
         a.1.9 product sets 601
         a.1.10 evaluating an expression 605
         a.2 functions 608
         a.2.1 defining functions 610
         a.2.2 tuples and sequences as
         functions 610
         a.2.3 function properties 611
         probing further:infinite sets 612
         probing further:even bigger sets 613
         a.3 summary 614
         b complex numbers 619
         b.1 imaginary numbers 619
         b.2 arithmetic of imaginary numbers 621
         b.3 complex numbers 622
         b.4 arithmetic of complex numbers 622
         b.5 exponentials 624
         b.6 polar coordinates 626
         basics: from cartesian to polar
         coordinates 627
         symbols 635
         index 637
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