Preface |
|
v | |
|
1 Introduction to Signals and Systems |
|
|
|
|
1 | (1) |
|
1.2 Classification of Signals |
|
|
1 | (2) |
|
1.2.1 Continuous-time and Discrete-time Signals |
|
|
1 | (1) |
|
1.2.2 Continuous-valued and Discrete-valued Signals |
|
|
2 | (1) |
|
1.2.3 Multichannel and Multidimensional Signals |
|
|
2 | (1) |
|
1.2.4 Deterministic and Random Signals |
|
|
3 | (1) |
|
1.3 Transformations of the Independent Variable (Time) |
|
|
3 | (6) |
|
|
3 | (1) |
|
|
3 | (1) |
|
|
4 | (2) |
|
1.3.4 Combined Operations |
|
|
6 | (3) |
|
1.4 Singularity Functions: Unit Step, Unit Impulse, and Unit Ramp Functions |
|
|
9 | (20) |
|
|
10 | (1) |
|
1.4.2 Unit Impulse Function |
|
|
10 | (9) |
|
|
19 | (10) |
|
1.5 Periodic and Aperiodic Signals |
|
|
29 | (7) |
|
1.5.1 Properties of Periodic Signals |
|
|
30 | (6) |
|
1.6 Some Elementary Signals |
|
|
36 | (4) |
|
1.6.1 Real Exponential Signals |
|
|
36 | (1) |
|
1.6.2 Complex Exponential Signals |
|
|
37 | (2) |
|
|
39 | (1) |
|
|
39 | (1) |
|
1.7 Energy and Power Signals |
|
|
40 | (9) |
|
|
49 | (9) |
|
1.8.1 Even and Odd Components of a Signal |
|
|
50 | (1) |
|
1.8.2 Properties of Continuous-time Even and Odd Signals |
|
|
50 | (3) |
|
1.8.3 Properties of Discrete-time Even and Odd Signals |
|
|
53 | (5) |
|
1.9 Causal, Anticausal, and Noncausal Signals |
|
|
58 | (1) |
|
1.10 Continuous-Time and Discrete-Time Systems |
|
|
59 | (1) |
|
1.11 Basic System Properties |
|
|
59 | (38) |
|
1.11.1 Linear and Nonlinear Systems |
|
|
59 | (5) |
|
1.11.2 Time-varying and Time-invariant Systems |
|
|
64 | (2) |
|
|
66 | (2) |
|
|
68 | (2) |
|
1.11.5 Systems With and Without Memory |
|
|
70 | (1) |
|
1.11.6 Invertibility and Inverse Systems |
|
|
70 | (27) |
|
2 Convolution and Correlation |
|
|
97 | (65) |
|
|
97 | (1) |
|
2.2 Continuous-Time LTI systems: The Convolution Integral |
|
|
97 | (9) |
|
2.2.1 Unit Impulse Response |
|
|
98 | (1) |
|
2.2.2 Convolution Integral |
|
|
98 | (8) |
|
2.3 Properties of Convolution Integral |
|
|
106 | (15) |
|
2.3.1 Commutative Property |
|
|
106 | (1) |
|
2.3.2 Associative Property |
|
|
106 | (1) |
|
2.3.3 Distributive Property |
|
|
107 | (1) |
|
|
108 | (1) |
|
2.3.5 Convolution with an Impulse |
|
|
108 | (1) |
|
|
109 | (1) |
|
2.3.7 Differentiation Property |
|
|
110 | (1) |
|
2.3.8 Time-scaling Property |
|
|
110 | (11) |
|
2.4 Discrete-Time LTI Systems: The Convolution Sum |
|
|
121 | (10) |
|
|
121 | (10) |
|
2.5 Properties of the Convolution Sum |
|
|
131 | (2) |
|
2.5.1 Commutative Property |
|
|
131 | (1) |
|
2.5.2 Distributive Property |
|
|
131 | (1) |
|
2.5.3 Associative Property |
|
|
132 | (1) |
|
|
132 | (1) |
|
2.5.5 Convolution with an Impulse |
|
|
132 | (1) |
|
|
132 | (1) |
|
|
133 | (1) |
|
2.6 Relationship between LTI System Properties and the Impulse Response |
|
|
133 | (6) |
|
2.6.1 LTI Systems With and Without Memory |
|
|
133 | (1) |
|
2.6.2 Causality for LTI Systems |
|
|
134 | (1) |
|
2.6.3 Stability for LTI Systems |
|
|
135 | (1) |
|
2.6.4 Invertibility for LTI Systems |
|
|
136 | (1) |
|
2.6.5 Unit Step Response of an LTI System |
|
|
136 | (3) |
|
2.7 Correlation of Signals |
|
|
139 | (23) |
|
2.7.1 Crosscorrelation Function of Energy Signals |
|
|
139 | (1) |
|
2.7.2 Crosscorrelation Function of Power Signals |
|
|
140 | (1) |
|
2.7.3 Autocorrelation Function of Continuous-time Signals |
|
|
141 | (1) |
|
2.7.4 Properties of Crosscorrelation and Autocorrelation Functions |
|
|
141 | (3) |
|
2.7.5 Crosscorrelation Sequence of Discrete-time Energy Signals |
|
|
144 | (1) |
|
2.7.6 Crosscorrelation Sequence of Power Signals |
|
|
145 | (1) |
|
2.7.7 Autocorrelation Sequence of Discrete-time Signals |
|
|
146 | (1) |
|
2.7.8 Properties of Crosscorrelation and Autocorrelation Sequences |
|
|
146 | (16) |
|
3 Continuous-Time Fourier Series |
|
|
162 | (63) |
|
|
162 | (7) |
|
3.1.1 A Vector View of Signals: Orthogonal Representations |
|
|
162 | (7) |
|
|
169 | (30) |
|
3.2.1 Trigonometric Fourier Series |
|
|
169 | (1) |
|
3.2.2 Polar Form Representation of the Fourier series |
|
|
170 | (1) |
|
3.2.3 Evaluation of Fourier Series Coefficients |
|
|
171 | (4) |
|
3.2.4 Symmetry Conditions |
|
|
175 | (16) |
|
|
191 | (1) |
|
3.2.6 Exponential Fourier Series |
|
|
191 | (1) |
|
3.2.7 Relationship Between Trigonometric and Exponential Fourier Series |
|
|
192 | (2) |
|
|
194 | (1) |
|
3.2.9 Concept of Negative Frequency |
|
|
195 | (4) |
|
|
199 | (1) |
|
3.4 Properties of Continuous-Time Fourier Series |
|
|
200 | (8) |
|
|
200 | (1) |
|
|
201 | (1) |
|
|
201 | (1) |
|
|
202 | (1) |
|
|
202 | (1) |
|
3.4.6 Periodic Convolution |
|
|
203 | (1) |
|
|
203 | (1) |
|
|
204 | (1) |
|
|
205 | (1) |
|
3.4.10 Conjugation and Conjugate Symmetry |
|
|
205 | (2) |
|
3.4.11 Parseval's Theorem for Power Signals |
|
|
207 | (1) |
|
3.5 Systems with Periodic Inputs |
|
|
208 | (17) |
|
4 Discrete-Time Fourier Series |
|
|
225 | (33) |
|
|
225 | (1) |
|
4.2 Discrete-Time Fourier Series (DTFS) |
|
|
225 | (11) |
|
4.2.1 Evaluation of DTFS Coefficients |
|
|
226 | (2) |
|
4.2.2 Magnitude and Phase Spectrum of Discrete-Time Periodic Signals (Fourier Spectra) |
|
|
228 | (8) |
|
|
236 | (9) |
|
|
236 | (1) |
|
|
237 | (1) |
|
|
237 | (1) |
|
|
238 | (1) |
|
|
238 | (1) |
|
4.3.6 Periodic Convolution |
|
|
239 | (1) |
|
|
240 | (1) |
|
|
241 | (1) |
|
4.3.9 Running Sum or Accumulation |
|
|
242 | (1) |
|
4.3.10 Conjugation and Conjugate Symmetry |
|
|
242 | (2) |
|
4.3.11 Parseval's Relation |
|
|
244 | (1) |
|
4.4 Systems with Periodic Inputs |
|
|
245 | (13) |
|
5 Continuous-Time Fourier Transform |
|
|
258 | (94) |
|
|
258 | (1) |
|
5.2 Fourier Transform Representation of Aperiodic Signals |
|
|
258 | (3) |
|
5.3 Convergence of Fourier Transform |
|
|
261 | (14) |
|
5.4 Properties of Fourier Transform |
|
|
275 | (24) |
|
|
275 | (1) |
|
|
276 | (1) |
|
|
277 | (1) |
|
5.4.4 Time and Frequency Scaling |
|
|
277 | (1) |
|
|
278 | (1) |
|
5.4.6 Differentiation in Time Domain |
|
|
278 | (2) |
|
5.4.7 Convolution Property |
|
|
280 | (1) |
|
5.4.8 Multiplication (or Modulation) Property |
|
|
281 | (5) |
|
5.4.9 Differentiation in Frequency Domain |
|
|
286 | (1) |
|
|
287 | (1) |
|
|
288 | (6) |
|
5.4.12 Conjugation and Conjugate Symmetry |
|
|
294 | (2) |
|
|
296 | (1) |
|
|
297 | (1) |
|
5.4.15 Parseval's Relation |
|
|
298 | (1) |
|
5.5 Fourier Transform for Periodic Signals |
|
|
299 | (3) |
|
5.6 Signal Transmission Through LTI Systems |
|
|
302 | (16) |
|
5.6.1 Linear and Nonlinear Phase |
|
|
307 | (1) |
|
5.6.2 Phase Delay and Group Delay |
|
|
308 | (10) |
|
5.7 Ideal and Practical Filters |
|
|
318 | (5) |
|
5.7.1 Paley-Wiener Criterion |
|
|
320 | (3) |
|
5.8 Energy Spectral Density (ESD) |
|
|
323 | (1) |
|
5.8.1 Relationship Between Input and Output Energy Spectral Densities of an LTI System |
|
|
323 | (1) |
|
5.8.2 Relation of ESD to Autocorrelation |
|
|
324 | (1) |
|
5.9 Power Spectral Density (PSD) |
|
|
324 | (3) |
|
5.9.1 Relationship Between Input and Output Power Spectral Densities of an LTI System |
|
|
326 | (1) |
|
5.9.2 Relation of PSD to Autocorrelation |
|
|
326 | (1) |
|
5.10 PSD of Periodic Signals |
|
|
327 | (25) |
|
6 Discrete-Time Fourier Transform |
|
|
352 | (89) |
|
|
352 | (1) |
|
6.2 Fourier Transform Representation of Aperiodic Discrete-Time Signals |
|
|
352 | (3) |
|
6.3 Periodicity of the DTFT |
|
|
355 | (1) |
|
|
355 | (16) |
|
|
357 | (14) |
|
|
371 | (15) |
|
|
372 | (1) |
|
|
372 | (2) |
|
|
374 | (1) |
|
|
375 | (1) |
|
|
376 | (1) |
|
6.5.6 Differencing in Time Domain |
|
|
376 | (1) |
|
6.5.7 Differentiation in Frequency Domain |
|
|
377 | (2) |
|
6.5.8 Convolution Property |
|
|
379 | (2) |
|
6.5.9 Accumulation Property |
|
|
381 | (1) |
|
6.5.10 Multiplication (or Modulation or Windowing) Property |
|
|
382 | (1) |
|
6.5.11 Conjugation and Conjugate Symmetry |
|
|
383 | (2) |
|
6.5.12 Parseval's Relation |
|
|
385 | (1) |
|
6.6 Some Important Results |
|
|
386 | (5) |
|
6.7 Fourier Transform of Periodic Signals |
|
|
391 | (4) |
|
6.8 Signal Transmission Through LTI Systems |
|
|
395 | (16) |
|
6.8.1 Response to Complex Exponentials |
|
|
396 | (1) |
|
6.8.2 Steady-State and Transient Responses |
|
|
397 | (2) |
|
6.8.3 Response to a Causal Exponential Sequence |
|
|
399 | (7) |
|
6.8.4 Linear and Nonlinear Phase |
|
|
406 | (1) |
|
6.8.5 Phase Delay and Group Delay |
|
|
407 | (4) |
|
6.9 Ideal and Practical Filters |
|
|
411 | (7) |
|
6.9.1 Paley-Wiener Criterion |
|
|
415 | (3) |
|
6.10 Energy Spectral Density (ESD) |
|
|
418 | (1) |
|
6.10.1 Relationship Between Input and Output ESDs of an LTI System |
|
|
419 | (1) |
|
6.10.2 Relation of ESD to Autocorrelation |
|
|
419 | (1) |
|
6.11 Power Spectral Density (PSD) |
|
|
419 | (22) |
|
6.11.1 Relationship Between Input and Output PSDs of an LTI System |
|
|
421 | (1) |
|
6.11.2 Relation of ESD to Autocorrelation |
|
|
421 | (20) |
|
|
441 | (39) |
|
|
441 | (1) |
|
7.2 Continuous-Time Hilbert Transform |
|
|
441 | (6) |
|
7.2.1 Hilbert Transform Relations for Complex Signals |
|
|
443 | (4) |
|
7.3 Properties of Continuous-Time Hilbert Transform |
|
|
447 | (5) |
|
7.4 Pre-Envelope of Continuous-Time Signals |
|
|
452 | (1) |
|
7.5 Complex Envelope and Bandpass Signals |
|
|
453 | (3) |
|
7.6 Discrete-Time Hilbert Transform |
|
|
456 | (6) |
|
7.6.1 Hilbert Transform Relations for Complex Sequences |
|
|
459 | (3) |
|
7.7 Properties of Discrete-Time Hilbert Transform |
|
|
462 | (4) |
|
7.8 Pre-Envelope of Discrete-Time Signals |
|
|
466 | (1) |
|
7.9 Complex Envelope and Bandpass Signals |
|
|
467 | (13) |
|
|
480 | (68) |
|
|
480 | (1) |
|
|
480 | (1) |
|
8.3 Sampling Theorem for Low-pass Signals |
|
|
480 | (12) |
|
8.3.1 Aliasing or Spectrum Folding |
|
|
484 | (8) |
|
|
492 | (1) |
|
8.5 Impulse Sampling or Ideal Sampling or Instantaneous Sampling |
|
|
492 | (1) |
|
8.6 Natural Sampling or Chopper Sampling |
|
|
493 | (3) |
|
|
496 | (3) |
|
|
498 | (1) |
|
8.8 Reconstruction of a signal from Its Samples using Interpolation |
|
|
499 | (6) |
|
8.8.1 Zero-order-Hold Interpolation |
|
|
502 | (1) |
|
8.8.2 First-order-Hold Interpolation (or Linear Interpolation) |
|
|
503 | (2) |
|
8.9 Sampling of Sinusoidal Signals |
|
|
505 | (5) |
|
8.10 Sampling Theorem for Real-Valued Bandpass Signals |
|
|
510 | (5) |
|
8.10.1 Reconstruction of Real Bandpass Signal |
|
|
514 | (1) |
|
8.11 Sampling Theorem for Complex Bandpass Signals |
|
|
515 | (6) |
|
8.11.1 Reconstruction of Complex Bandpass Signal |
|
|
517 | (4) |
|
8.12 Sampling of Discrete-Time Signals |
|
|
521 | (12) |
|
8.12.1 Decimation or Down-sampling |
|
|
525 | (2) |
|
8.12.2 Interpolation or Up-sampling |
|
|
527 | (2) |
|
|
529 | (4) |
|
8.13 Relationship Between DTFT and CTFT |
|
|
533 | (15) |
|
|
548 | (130) |
|
|
548 | (1) |
|
9.2 The Bilateral (Two-sided) Laplace Tranform |
|
|
549 | (2) |
|
9.2.1 Inverse Laplace Transform |
|
|
549 | (2) |
|
9.3 Relationship Between Laplace Transform and Fourier Transform |
|
|
551 | (1) |
|
9.4 Region of Convergence (ROC) for Laplace Transforms |
|
|
551 | (1) |
|
|
552 | (6) |
|
|
553 | (5) |
|
|
558 | (15) |
|
9.7 Properties of the Laplace Transform |
|
|
573 | (21) |
|
|
573 | (1) |
|
|
574 | (3) |
|
9.7.3 Shifting in the s-Domain |
|
|
577 | (2) |
|
|
579 | (3) |
|
9.7.5 Scaling in the s-Domain |
|
|
582 | (1) |
|
|
583 | (2) |
|
9.7.7 Differentiation in the Time Domain |
|
|
585 | (1) |
|
9.7.8 Differentiation in the s-Domain |
|
|
586 | (2) |
|
9.7.9 Convolution Property |
|
|
588 | (2) |
|
9.7.10 Multiplication Property |
|
|
590 | (1) |
|
9.7.11 Integration in the Time Domain |
|
|
591 | (2) |
|
9.7.12 Conjugation Property |
|
|
593 | (1) |
|
9.8 Laplace Transform of Causal Periodic Signals |
|
|
594 | (3) |
|
9.9 Analysis and Characterization of LTI Systems Using the Laplace Transform |
|
|
597 | (18) |
|
9.9.1 The Transfer Function and Differential-equation System Description |
|
|
598 | (1) |
|
9.9.2 Impulse Response and Step Response |
|
|
598 | (3) |
|
|
601 | (4) |
|
|
605 | (1) |
|
9.9.5 Stability of a Causal LTI System |
|
|
605 | (10) |
|
9.10 Unilateral (One-Sided) Laplace Transform |
|
|
615 | (3) |
|
9.11 Relationship Between Bilateral and Unilateral Laplace Transforms |
|
|
618 | (2) |
|
9.12 Properties of Unilateral Laplace Transform |
|
|
620 | (14) |
|
|
620 | (1) |
|
|
620 | (1) |
|
9.12.3 Shifting in the s-Domain |
|
|
620 | (1) |
|
|
620 | (1) |
|
9.12.5 Differentiation in s-Domain |
|
|
620 | (1) |
|
|
621 | (1) |
|
|
622 | (1) |
|
9.12.8 Integration in the s-Domain |
|
|
623 | (4) |
|
|
627 | (1) |
|
9.12.10 Differentiation in the Time Domain |
|
|
627 | (1) |
|
9.12.11 Integration in the Time Domain |
|
|
628 | (2) |
|
9.12.12 Initial-value Theorem |
|
|
630 | (2) |
|
9.12.13 Final-value Theorem |
|
|
632 | (2) |
|
9.13 Solution of Differential and Integro-Differential Equations |
|
|
634 | (6) |
|
9.13.1 Zero-input Response (or Natural Response) and Zero-state Response (or Forced Response) |
|
|
635 | (5) |
|
9.14 Block Diagram Representation |
|
|
640 | (2) |
|
9.14.1 Cascade Interconnection |
|
|
640 | (1) |
|
9.14.2 Parallel Interconnection |
|
|
641 | (1) |
|
9.14.3 Feedback Interconnection |
|
|
641 | (1) |
|
|
642 | (36) |
|
9.15.1 Direct Form I Realization |
|
|
643 | (2) |
|
9.15.2 Direct Form II (or Canonic) Realization |
|
|
645 | (4) |
|
9.15.3 Cascade and Parallel Realization |
|
|
649 | (4) |
|
9.15.4 Transposed Realization |
|
|
653 | (25) |
|
|
678 | (142) |
|
|
678 | (1) |
|
10.2 Bilateral (Two-sided) z-Transform |
|
|
678 | (2) |
|
10.2.1 Inverse z-Transform |
|
|
679 | (1) |
|
10.3 Relationship Between z-Transform and Discrete-Time Fourier Transform |
|
|
680 | (1) |
|
|
681 | (2) |
|
|
682 | (1) |
|
10.5 Region-of-Convergence for z-Transforms |
|
|
683 | (4) |
|
|
687 | (15) |
|
10.7 s- to z-Plane Mapping |
|
|
702 | (3) |
|
10.8 Properties of the z-Transform |
|
|
705 | (22) |
|
|
705 | (1) |
|
|
706 | (1) |
|
10.8.3 Scaling in the z-Domain |
|
|
707 | (2) |
|
|
709 | (1) |
|
10.8.5 Differentiation in the z-Domain |
|
|
710 | (5) |
|
|
715 | (3) |
|
10.8.7 Convolution Property |
|
|
718 | (3) |
|
10.8.8 Correlation Property |
|
|
721 | (2) |
|
10.8.9 Accumulation Property |
|
|
723 | (2) |
|
|
725 | (1) |
|
10.8.11 Conjugation and Conjugate Symmetry |
|
|
725 | (2) |
|
10.9 z-Transform of Causal Periodic Signals |
|
|
727 | (2) |
|
10.10 Inversion of the z-Transform |
|
|
729 | (18) |
|
10.10.1 Contour Integration Method (or Residue Method) |
|
|
729 | (4) |
|
10.10.2 Power Series Expansion Method (or Long Division Method) |
|
|
733 | (5) |
|
10.10.3 Partial Fraction Expansion Method |
|
|
738 | (9) |
|
10.11 Analysis and Characterization of LTI Systems Using the z-Transform |
|
|
747 | (18) |
|
10.11.1 Transfer Function and Difference-equation System Description |
|
|
748 | (1) |
|
10.11.2 Impulse Response and Step Response |
|
|
748 | (7) |
|
|
755 | (3) |
|
|
758 | (1) |
|
10.11.5 Stability of a Causal LTI System |
|
|
758 | (7) |
|
10.12 Unilateral (One-Sided) z-Transform |
|
|
765 | (4) |
|
10.13 Properties of Unilateral z-Transform |
|
|
769 | (18) |
|
|
769 | (1) |
|
10.13.2 Scaling in the z-Domain |
|
|
769 | (1) |
|
10.13.3 Differentiation in the z-Domain |
|
|
770 | (1) |
|
|
770 | (1) |
|
10.13.5 Conjugation Property |
|
|
770 | (1) |
|
10.13.6 Convolution Property |
|
|
770 | (1) |
|
10.13.7 Accumulation Property |
|
|
771 | (1) |
|
10.13.8 Time-delay (Right-shift) Property |
|
|
772 | (3) |
|
10.13.9 Time-Advance (Left-shift) Property |
|
|
775 | (2) |
|
10.13.10 First Difference |
|
|
777 | (1) |
|
10.13.11 Initial-value Theorem |
|
|
777 | (2) |
|
10.13.12 Final-value Theorem |
|
|
779 | (3) |
|
10.13.13 Solving Difference Equations Using the Unilateral z-Transform |
|
|
782 | (2) |
|
10.13.14 Zero-input Response (or Natural Response) and Zero-state Response (or Forced Response) |
|
|
784 | (3) |
|
10.14 Block Diagram Representation |
|
|
787 | (2) |
|
10.14.1 Cascade Interconnection |
|
|
788 | (1) |
|
10.14.2 Parallel Interconnection |
|
|
788 | (1) |
|
10.14.3 Feedback Interconnection |
|
|
789 | (1) |
|
|
789 | (31) |
|
10.15.1 Direct Form I Realization |
|
|
790 | (2) |
|
10.15.2 Direct Form II (or Canonic) Realization |
|
|
792 | (2) |
|
10.15.3 Cascade and Parallel Realization |
|
|
794 | (2) |
|
10.15.4 Transposed Realization |
|
|
796 | (24) |
|
|
820 | (37) |
|
|
820 | (1) |
|
11.2 Advantages of State Space Representations |
|
|
820 | (1) |
|
11.3 The Concept of State |
|
|
820 | (1) |
|
11.3.1 State and State Variables |
|
|
820 | (1) |
|
|
821 | (1) |
|
|
821 | (1) |
|
11.3.4 Selection of State Variables |
|
|
821 | (1) |
|
11.4 State Space Representation of Continuous-Time LTI Systems |
|
|
821 | (7) |
|
11.4.1 Systems Described by Differential Equations |
|
|
821 | (3) |
|
11.4.2 Multiple-Input Multiple-Output System |
|
|
824 | (1) |
|
11.4.3 Electrical Circuits |
|
|
825 | (2) |
|
11.4.4 System Described by Transfer Function |
|
|
827 | (1) |
|
11.5 Solution of State Equations for Continuous-Time LTI Systems |
|
|
828 | (12) |
|
11.5.1 Laplace Transform Method |
|
|
828 | (3) |
|
11.5.2 Solution in the Time Domain |
|
|
831 | (4) |
|
11.5.3 Evaluation of State Transition Matrix φ(t) = eAt |
|
|
835 | (5) |
|
11.5.4 Properties of STM φ(t) = eAt |
|
|
840 | (1) |
|
11.6 State Space Representation of Discrete-Time LTI Systems |
|
|
840 | (3) |
|
11.6.1 Systems Described by Difference Equations |
|
|
840 | (2) |
|
11.6.2 Multiple-Input Multiple-Output System |
|
|
842 | (1) |
|
11.7 Solution of State Equations for Discrete-Time LTI Systems |
|
|
843 | (14) |
|
11.7.1 Solution in the Time Domain |
|
|
843 | (1) |
|
11.7.2 z-Transform Method |
|
|
844 | (1) |
|
11.7.3 Determination of An |
|
|
845 | (12) |
|
|
857 | (14) |
|
|
857 | (1) |
|
12.2 MATLAB Variables---Scalars, Vectors, and Matrices |
|
|
857 | (1) |
|
12.2.1 Complex Number Operations |
|
|
858 | (1) |
|
12.2.2 Generating Vectors |
|
|
858 | (1) |
|
12.2.3 Accessing Vector Elements |
|
|
858 | (1) |
|
|
858 | (2) |
|
12.3.1 Arithmetic Matrix Operations |
|
|
859 | (1) |
|
12.3.2 Relational Operations |
|
|
859 | (1) |
|
12.4 Flow Control Operations |
|
|
860 | (1) |
|
|
860 | (1) |
|
12.6 Simple Plotting Commands |
|
|
860 | (11) |
|
|
871 | (5) |
|
A.1 Trigonometric Identities |
|
|
871 | (1) |
|
A.2 Power Series Expansion |
|
|
872 | (1) |
|
A.3 Sums of Powers of Natural Numbers |
|
|
873 | (1) |
|
A.3.1 Series of Exponentials |
|
|
873 | (1) |
|
|
873 | (1) |
|
|
874 | (1) |
|
|
875 | (1) |
|
A.7 Exponential and Logarithmic Functions |
|
|
875 | (1) |
|
|
875 | (1) |
|
|
876 | (2) |
|
B.1 Representation of Complex Numbers |
|
|
876 | (1) |
|
B.2 Addition, Multiplication, and Division |
|
|
877 | (1) |
|
|
877 | (1) |
|
B.4 Powers and Roots of Complex Numbers |
|
|
877 | (1) |
|
C Partial Fraction Expansion |
|
|
878 | (3) |
Model Question Papers |
|
881 | (6) |
Bibliography |
|
887 | (1) |
Index |
|
888 | |