Index
0-9 and, Symbols
Ex
80
Fs
437
F(z) + Z[f[n]]
512, 523
Px
85
Ts
456
Xk
256
Δ
441
Ω0 = 2π/T0
256
Ω
656
Ωs
423
δ(t)
89
δTs(t)
423
ω
423
τ
73
ϵx
458
ϵ(nTs)
442
ejℓΩ0t
247
h(t)
149
r(t)
90
u(t)
89
x[n]
452, 454
xe[n]
464, 465
xo[n]
465
xe(t)
76
xo(t)
76
yzi(t)
130, 215
yzs(t)
130, 215
A
absolutely summable impulse response
501, 535–536, 680
absolutely summable signals
575, 576, 628
advanced signal
324
amplitude modulation (AM)
87
demodulation
380
envelope receiver
381
single sideband
382–383
suppressed carrier
379–380
tunable band-pass filter
379
analog
signal
9, 67–71
signal, definition
67
analog communication systems
730
analog control systems
363
actuator
366
cruise control system
367–369
feedback
363
open-loop and closed-loop
364–365
positive and negative feedback
363
proportional controller
366
proportional plus integral (PI) controller
367
stability and stabilization
369–371
transducer
366
analog filtering
390
basics
390–393
Butterworth low-pass design
391, 393–396
Chebyshev low-pass design
396–402
Chebyshev polynomials
396
eigenfunction property
390
factorization
391, 393–394, 399
frequency transformations
402–404
loss function
392
low-pass specifications
392
magnitude and frequency normalization
393
magnitude-squared function
391
specifications
391–393
analog Fourier series
absolutely uniform convergence
265–270
coefficients
247
coefficients from Laplace
255–265
complex exponential
245–248
convergence
265–270
DC component
251
even and odd signals
279
fundamental frequency
246, 253, 256
fundamental period
246
harmonics
251
linearity
282–283
line spectrum
250, 255
mean-square approximation
266
Parseval's theorem
248–250
product of signals
284
time and frequency shifting
270–273
time reversal
280
trigonometric
251–255
analog Fourier transform
amplitude modulation
314
convolution
327–329
differentiation and integration
346–350
direct and inverse
299, 301
duality
310–313
frequency shifting
313–314
Laplace ROC
302, 304
linearity
304–305
periodic signals
317–320
shifting in time
345
spectrum and line spectrum
318
symmetry
322–327
analog frequency
619
analog LTI systems
BIBO stability
153–156
causality
143–145
complete response
216
continuous-time
119
convolution integral
136–143
eigenfunction property
167, 240, 273
frequency response
240, 327
impulse response
138
impulse response, transfer function, and frequency response
329
represented by differential equations
214–221
steady-state response
214
transfer function
213
transient response
214
unit-step response
218, 219
zero-input response
133, 214
zero-state response
133, 214
analog systems
causality
143–145
DC source
329
passivity
154
stability
153
windowing
331
analog-to-digital converter (ADC)
68, 420
anti-aliasing filter
430
application-specific integrated circuit (ASIC)
5
approximate solution of differential equations
559
B
band-limited signal
423
basic analog signals
triangular pulse
90
unit-impulse
88
unit-step
89
basic discrete-time signals
465–478
complex exponentials
596
damped sinusoid
466
discrete sinusoids
469–471
basic signal operations
adder
72
advancing and delaying
73
constant multiplier
71
modulation
72
reflection
72
time scaling
71
windowing
71
BIBO stability of discrete systems
501
bilinear transformation
654–656
warping
656
block diagrams
148, 150
bounded-input bounded-output (BIBO) stability
153–156, 499–501
C
causal
sinusoid
82, 110
causality
discrete LTI systems
498
discrete signal
497–498
discrete systems
497–500
causal systems and signals
507–508
channel noise
379
circular shifting
607–609
cognitive radio
6–8
compact-disc (CD) player
5–6
complex variable function
23–24
complex variables
20, 23–24
computer-control systems
8–9
connection of s-plane and z-plane
513
continuous-time
signal
67–85
convolution integral
136–133
commutative property
148
distributive property
149
Fourier
327
graphical computation
145–147
Laplace
221
convolution sum
487–494, 526–537
commutative property
148
deconvolution
229
noncausal signals
533
D
delayed signal
73
difference equations
18–19, 550–561
digital communications
709
orthogonal frequency-division multiplexing (OFDM)
710
PCM
710
spread spectrum
710
time-division multiplexing
730
digital signal processing
710–722
FFT algorithm
711
digital signal processor (DSP)
5
digital-to-analog converter
5, 68, 420
discrete complex exponentials
466–469
discrete filtering
analog signals
640
bilinear transformation
640
Butterworth LPF
658–664
Chebyshev LPF
666–672
direct, cascade, and parallel IIR realizations
698
eigenfunction
639
FIR design
681
FIR realizations
699–700
FIR window design
681
frequency scales
652–653
frequency-selective filters
641
frequency specifications
659
group delay
643
IIR and FIR
643–647
IIR design
672
linear phase
641–643
loss function
648–650
rational frequency transformations
672–676
realization
689–700
time specifications
652–653
windows for FIR design
681–683
discrete filters
discrete Fourier series
599–601
circular representation
598–599
circular shifting
607–609
complex exponential
599–601
periodic convolution
609–614
Z-transform
601–602
discrete Fourier transform (DFT)
614–627
fast Fourier transform (FFT)
614
linear and circular convolution
624
discrete frequency
454, 471
discrete LTI systems
causality
498
response to periodic signals
273–278
discrete sinusoid
444
discrete systems
autoregressive (AR)
482
autoregressive moving average (ARMA)
484
BIBO stability
500–501
causality and stability
497–501
convolution sum
487–494
difference equation representation
486–487
moving average (MA)
481–482
nonlinear system
498
time-invariance
498
discrete-time Fourier transform (DTFT)
572–596
convergence
591
convolution sum
595–596
downsampling and upsampling
582
eigenfunctions
573–575
Parseval's theorem
585–587
sampled signal
578–580
symmetry
589–595
time and frequency shifts
628
time-frequency duality
628
time-frequency supports
580–585
Z-transform
573–575
discrete-time signals
absolutely summable
575, 576, 628
definition
452
Fibonacci sequence
453
finite energy
458–461
finite power
458–461
inherently discrete-time
452
sample index
452
sinusoid
469–472
square summable
458
discrete transfer function
655
E
energy
80
discrete-time signals
458–461
Euler's identity
23–24, 87
even signal
279, 461–465
F
Fibonacci sequence
difference equation
453
field-programmable gate array (FPGA)
5
filtering
276–278, 327–344
analog
390–408
median filter
495
filters
anti-aliasing
430
passband
332
RC high-pass filter
336
RC low-pass filter
277
finite calculus
9
finite difference
12–13
summations
13–16
FIR filters and convolution sum
528, 529, 531, 533
Fourier basis
247
four-level quantizer
441, 442
frequency, harmonically related
83
frequency aliasing
424
frequency modulation (FM)
87
frequency response, poles and zeros
342, 343
G
Gibb's phenomenon
266, 267
filtering
334
graphical convolution sum
530
H
hybrid system
119
I
ideal filters
band-pass
332
high-pass
332
linear phase
332
low-pass
332
zero-phase
333
ideal impulse sampling
421–428
inverse Laplace
with exponentials
209
partial fraction expansion
198
two-sided
212–214
inverse Z-transform
542–563
inspection
542
long-division method
542–543
partial fraction expansion
544–546
positive powers of z
545, 546
L
Laplace transform
convolution integral
196–197
derivative
189
integration
193–194
inverse
169, 197–214
linearity
185–188
one-sided
176–197
proper rational
198
region of convergence (ROC)
166, 172–176
transfer function
214, 223
two-sided
166–176
length of convolution sum
721
L'Hopital's rule
101, 306, 433
LTI systems, superposition
135–136
M
magnitude line spectrum
249
Matlab
analog Butterworth and Chebyshev filter design
414
analog Butterworth filtering
414
control toolbox
375
decimation and interpolation
585
DFT and FFT
577
discrete filter design
644
DTFT computation
577
FFT computation
717
filter design
405–408
Fourier series computation
603–604
functions
36
general discrete filter design
646
numerical computations
30
phase computation
591
phase unwrapping
592
plotting
39–41
saving and loading
41–43
symbolic computations
43–53
vectorial operations
33–35
vectors and matrices
30–33
N
negative frequencies
323
nonlinear filtering, median filter
495
nonzero initial conditions
552
normality
247
Nyquist sampling rate
431
Nyquist sampling theorem
431
O
odd signal
75–77
one-sided Z-transform
511
orthogonality
248
P
Parseval's relation and sampling
427
periodic convolution
609–614, 624
periodic discrete sinusoids
454, 456
phase line spectrum
249, 250, 253, 257, 259, 261, 263, 265
phase modulation (PM)
87, 378, 386
phasors, sinusoidal steady state
24–26, 28
poles and zeros
172–176
poles and zeros of Z-transforms
511, 549, 551, 564
power
79–85, 248–250
average
80
discrete-time signals
458–461
instantaneous
79, 80
proper rational functions
198–200, 202, 205, 544, 546
pulse amplitude modulation (PAM)
420–421
pulse code modulation (PCM)
729, 730–733
Q
quantization error
441
quantization step
441
R
rational functions
542
real-time processing
118
S
sampled analog signals
451
sampled data and digital control
722–729
closed-loop control
726–729
feedback
726
open-loop control
724–726
sampler time-varying system
422
sampling
anti-aliasing filter
430
frequency aliasing
424
holder for DAC
439
Nyquist rate
431
Nyquist-Shannon theorem
437–439
Parseval's application
427
period
431
practical aspects
420, 439–446
quantization
439
quantization and coding
68
quantization error
441, 442
quantizer
441
rate
430
sample-and-hold system
440
sampling period
69
signal recovery
429
sinc interpolation
432–433
sampling frequency
423
sampling function
421
sampling period
431
sampling rate
430
Shannon
430
sifting property of δ(t)
106
signal radiation with antenna
317
signal recovery in sampling
429
signals
absolutely integrable
81
absolutely summable
575, 576, 628
advanced
74
analog
68
aperiodic
66, 77–79
band-limited
423
basic analog signals
85–106
causal, anti-causal, noncausal
174
causal discrete sinusoid
454
causality
145
causal sinusoid
82
complex exponentials
87
continuous-time
67–85
convolution integral
141
delayed
73
deterministic
66
digital
67
discrete finite energy
459
discrete periodic sinusoids
454
discrete sinusoid
444
discrete time
67
even
66, 75–77
even and odd decomposition
75, 76
finite energy
66, 80
finite-energy discrete signal
458–461
finite power
79–85
finite support
71
full-wave rectified
99, 262
inherently discrete
452
modulation
126
periodic
66, 77–79
piecewise smooth
266
random
65
real and imaginary parts
86
sampled analog
470
shifting and reflecting
74
sinc
311
sinusoids
70, 87
smooth
266
speech
69
square integrable
80
square summable
458
train of rectangular pulses
143
windowing
72
sinc interpolation of recovered signals
433
sinusoidal steady-state phasor
24–26
software-defined radio
6–8
spectrum analyzer
248
square summable signals
458
stability, discrete systems
478
system
all-pass
243
amplitude modulation (AM)
126
analog
119
analog averager
158
averager
158
communications
383
continuous-time
120
definition
117
differential equation representation
131
digital
119
discrete-time
119
hybrid
119
ideal communication system
243
linearity
120
multipath channel
170
nonlinear
127
RLC circuit
129–130
time-invariance
118
time-varying
128
vocal system
128
T
trapezoidal rule approximation
19, 654, 655
transient analysis
371
U
uniform sampling
420–437
Z
Z-transform
connection with sampling
601–602
damping radius
511
discrete frequency
511, 523
inverse
511, 527, 542, 543–550, 562
linearity
522–524, 541, 555, 557
one-sided transform
515, 521–537, 542–550
ROC and uniqueness
516–521
for sampled signals
512
significance of poles
511
solution of difference equations
550–561
time-shifting
533, 555, 557
two-sided transform
515–521, 561–564
..................Content has been hidden....................

You can't read the all page of ebook, please click here login for view all page.
Reset