INDEX

Acceleration constant:

definition of, 577

determination from Bode diagram, 62

relationship to poles and zeros, 584585

Accuracy, static, 574585

Ackermann's formula for design using pole placement, 137143

application example of, 139143

Adaptive control systems, pitch flight, 111117

Advanced z transform:

characteristics of, 233236

table of, 235

Aircraft: adaptive pitch flight control of, 111117

Analog-to-digital converters, 209221

Antennas of tracking radars, mechanical resonance of, 508510

APOLLO 11 mission, description of, 488492

Aquaculture control system, optimal control application to, 499500

Asymptotic stability, definition of, 408414

Autopilots, control of airplane's roll using, 544546

Backlash, definition of, 341342

describing function of, 342344

back_lsh subroutine, Toolbox, 356

Bandwidth:

effect of compensation on, 58, 9396

effect of noise on, 58

BASIC computer program:

describing function from, 363369

Inverse z transform, 227231

Bilinear transformation, 252

modified, 257

Bode-diagram method, 1621, 2425

approximate closed-loop response, 2425

break frequency of, 2425

case study design examples using, 507516

compensation using, 5174

digital system application of, 256262, 528537

examples of, 5467

MATLAB used to obtain, 1621

Bode's theorems:

first theorem, 5154

second theorem, 5455

Break frequency, definition of, 2425

Calculus of variations, 462467

Bolza problem, 463

Euler-Lagrange equation for, 465

example of, 465467

Lagrange problem, 462

Mayer problem, 462463

Cascade compensation, methods of, 3644

Cauchy's theorem:

application to digital systems, 247

Center, definition of, 374

Characteristic response, second-order system, 566573

Chemical control systems, 546

Circle criterion, See Generalized circle criterion

Closed-loop frequency response, 2124

Compensation:

Bode-diagram method of, 5167

cascade-compensation techniques, 3644

definition of, 3334

digital control application of, 257261, 263271

linear continuous system use of, 3336

minor-loop feedback method of, 4446

Nichols chart method of, 2124, 7477

root locus method of, 2529, 7493

tradeoffs among methods of, 9396

Complimentary sensitivity, definition of, 164

Computer programs:

back_lsh, 356

dead_zn, 356

describing function using, 363369

inverse z transform, 230231

margins, 16

MATLAB, 1628, 272273, 361363, 549565

phase-plane obtained using, 367401

relays, 356

rlpoba, 25

root locus obtained using, 25

rootangl, 25

rootmag, 25

Controllability, definition of, 131134

example of, 134

test for, 134

Damped frequency oscillation, definition of, 570571

Damping factor, 571

Damping ratio:

critical, 568

definition of, 571

overdamped, 570

underdamped, 571

Data extrapolators, 215221

first-order hold, 217221

zero-order hold, 215219

Dead zone, describing function of, 337338

Dead zone nonlinearity, definition of, 337

dcad_zn subroutine, Toolbox, 356

Describing functions, 336369

backlash, 342344

case study design example using, 507516

Coulomb friction, 347348

Dead zone, 337

definition of, 334336

derivation of, 336351

design examples, 352369

guidelines for use of, 425427

hysteresis, 345347

MATLAB application to, 361363

prediction of oscillation using, 352357

saturation, 339341

software programs for obtaining, 361369

suction, 347351

Design:

Bode-diagram method of, 5174, 256262, 507516, 528537

cascade compensation techniques, 3644

general procedures for, 505507

linear continuous system, 33177

minor-loop feedback method of, 4446

Nichols chart method of, 2124, 7477

robot's angular joint control, 516522

root-locus method of, 2529, 7493

space vehicle attitude control, 477492

temperature control of liquid, 528537

tracking radar position loop, 507516

Design procedure, general procedure for, 505507

Differential equations, 326327

linear, 326

nonlinear, 326327

Digital control systems, 209324, 528537

block-diagram algebra, 236242

Bode diagram applied to, 256262, 528537

Case study of temperature control, 528537

digital filler, design of, 285289

examples of, 248252, 256285, 528537

Jury's criterion applied to, 255256

MATLAB applied to, 2124, 7477

Nyquist diagram application to, 245252

Ragazzini's method applied to, 273285

root-locus diagram applied to, 263271

Routh–Hurwitz applied to, modified, 252253

sampling characteristics in, 211215

Schur–Cohn criterion applied to, 253255

signal-flow graphs applied to, 241242

stability analysis of, 245271, 528537

temperature control, 528537

Digital filters, 285289

Digital-to-analog converters, 209211

Digitization process, design of digital fillers for, 285289

Discrete-data control systems, See Digital control systems

Disturbance,

effect on hydrofoil of sea wave, 537542

effect on tracking radar of wind, 507516, 543544

Dominant poles, 8183

Dynamic programming, 467473

examples of, 470473

Hamilton-Jacobi equation for, 469

relation to maximum principle, 477, 494496

Ecological control systems, 500501

Energy consumption minimization, use of optimal control for, 485488

Error constants, definition of, 574585

Estimator design:

attitude system case study design, 477492

linear-state variable-feedback, 119131, 143156, 522528

pole placement, 119131, 137156

Estimator gain matrix M, definition of, 143

Euler-Lagrange equation, 465

Feedback compensation, 3336, 4445, 5462, 6467, 74208

Final-value theorem: definition of z transform, 232233

Finite stability, definition of, 409

First method of Liapunov, 405406

First-order hold, 216221

amplitude characteristics of, 220

phase characteristics of, 220

transfer function of, 219

Focus, definition of, 383384

FORTRAN Programs:

phase-plane obtained using, 397404

Fourier series:

applied to describing function, 336351

applied to discrete systems, 213215

Frequency spectrum, 213215

Friction:

Coulomb friction, 347348

describing function of, 347351

stiction, 347348

Fuel consumption minimization, use of optimal control for, 482485

Gain margin, definition of, 18

multiple, 19

Gain-phase diagram, See Nichols chart

Generalized circle criterion, 422425

example of, 424425

guidelines for use of, 425427

Global stability, definition of, 409

H control concepts, 162175

examples illustrating, 170171, 174175

foundations of, 169174

MIMO case, 167169

SISO case, 174175

theoretical concepts of, 162167

Hamilton-Jacobi equation, derivation of, 469

Hard self-excitation, derivation of, 328329

Helicopter control system, 114116

Human control systems, 114116

Hydrofoils, effect of torque disturbances on, 537541

H.S. Denison, 104105

pitch-control system for, 104105

Hysteresis:

definition of, 345

describing function of, 345347

Ideal relay, characteristics of, 437

Initial-value theorem:

definition of z transform, 232

Internal combustion engine:

optimization of, 457

Inverse z transform, 227230

computer computational method, 229230

partial fraction expansion for, 228

power-series expansion for, 228229

Isocline method, phase-plane construction using, 372, 378381

Jacobian matrices, definition of, 333

Jitter, due to noise, 5

Jump resonance, definition of, 328329

Jury's stability criterion, 255256

Lag network, 3638

Bode-diagram compensation using, 54, 5658

compensation using, 5467

Nichols chart compensation using, 7475

root-locus compensation using, 8391

tradeoffs of using, 9396

Lag-lead network, 3940

tradeoffs of using, 9396

Lead network, 3839

Bode diagram compensation using, 54, 565 8

describing function compensation, 7881

digital control compensation, 256261

linear-state variable feedback, 130

root locus compensation using, 7881

tradeoffs of using, 9396

Liapunov's stability criteria, 399, 405415

design examples using, 414415

first method of, 405406

guidelines for use of, 425427

justification of, 412414

scalar function definiteness definition used for, 410412

second method of, 406415

Limit cycles:

definition of, 328

phase-plane illustration of, 385386

Linear algebraic techniques, 175177

Linear differential equation, 326

constant coefficient, 326

homogeneous solution, 3

particular solution, 3

time-variable representation of, 326327

Linear systems, 9208

compensation of, 33208

stability of, 3

time varying, 326327

Linearizing approximations, 330334

Linear-state variable feedback, 119131

concept of, 1191 24

controller and estimator design, 143154

controller design using, 124131

estimator design using, 143146

general design procedure for, 119124

regulator design using, 146154

Liquid-level control systems, 528537

Local stability, definition of, 409

Logspace MATLAB command, definition of, 563

Lunar Excursion Module, equations for, 107108, 488492

Lunar landing, 488492

Maintainability considerations, 5

margins subroutine, Toolbox, 16

Mason's theorem:

digital system application of, 241242

MATLAB, 549565

Bode diagram obtained using, 1621

commands, table of, 564565

conversion between continuous and discrete time, 1516

data representation of, 559562

Demonstration m-file, 550

describing function analysis using, 361362

description of, 549565

fundamental concepts, 556

Help, 550

installation of, 552553

Modern Control System Theory and Design Toolbox, 549

Nichols chart obtained using, 2124

Nonlinear Toolbox, 551

Nyquist diagram obtained using, 1216

root-locus diagram obtained from, 2528

Simulink Toolbox, 551

Student Edition of MATLAB, 549

Symbolic Toolbox, 551

Synopsis File, 550

transformation from state-space to transfer function, 564

transformation from transfer function to state-space form, 15

retrieving from anonymous FTP server, 549

tutorial, 550

Tutorial File, 550

Matrix:

closed-loop resolvent, 122

controller gain K, 120

estimator gain M, 143

Jacobian, 333

Maximum percent overshoot:

definition of, 573

root-locus determination of, 8183

Maximum principle, 473492

attitude control design using, 477488

co-state for, 474

examples of, 475492

Hamiltonian function for, 474

Lunar soft-landing system design, 488492

minimum-energy problem solution, 485488

minimum-fuel problem solution, 482485

minimum-time problem solution, 480482

Maximum value of peaking, Nichols chart method for finding, 2124

Method of isoclines, phase-plane construction using, 372, 378381

Modern Control System Theory and Design Toolbox, 58

retrieving from anonymous FTP server, 58

table of commands used by, 74

Modified bilinear transformation, 257

Multivariable systems, 167169

NASA programs:

APOLLO 11, 488489

Lunar Excursion Module, 488492

Orbiting Astronomical Observer, 442443

Ranger unmanned space vehicle, 446447

Viking mission, 265266

Negative-definite function, definition of, 410

Networks,

phase-lag, 3638

phase-lag–lead, 3940

phase-lead, 3839

Nichols chart:

compensation and design using, 7477

MATLAB applied to obtain, 2124

maximum value of peaking from, 2223

Node, phase-plane, 375

Noise:

effect of bandwidth on, 58

effect of compensation on, 58, 9396

Nonlinear control systems, 325456

linearization of, 330333

methods available for analyzing, 329330, 425427

properties of, 327328

relay servo, 392397, 444

simulation of, 426427

Nonlinear differential equations, 326327

Nonlinear system stability:

describing functions for finding, 324369

generalized circle criterion for, 422425

guidelines for selecting method, 425427

Liapunov's criteria for finding, 399, 405415

phase-plane method for finding, 371415

piecewise-linear method for, 369371

Popov's method for finding, 415422

Nonlinearities:

backlash, 341344

Coulomb, 347351

dead zone, 337338

hysteresis, 345347

saturation, 339341

stiction, 347351

Nuclear control systems, temperature-control system of, 103

Numerical methods, use of digital computers for, 332

Nyquist's stability criterion:

digital control system application of, 245252

obtaining Nyquist diagram using MATLAB, 1016

Observability, 135137

On-off nonlinearity, describing function of, 345347

Optimal control theory, 457504

aquaculture application of, 499500

attitude control application of, 477488

characteristics of, 458462

ecological system application of, 500501

lunar soft-landing problem, 459, 488492

minimum energy-problem, 459, 485488

minimum fuel-consumption problem, 459, 482485

minimum-time problem, 458459, 480482

policy in, 461462

quadratic optimal control problem, 460, 501502

Orbiting Astronomical Observatory, 442443

Overdamped control system, definition of, 570

Overshoot:

curves of, 574

definition of, 572

Partial fraction expansion, z-transform inversion using, 228

Peak time, 572

Performance indices, quadratic, 460, 501502

Phase portrait, definition of, 371372

Phase trajectory, definition of, 372

Phase-lag network:

Bode-diagram compensation using, 54, 5658

characteristics of, 3839

Nichols chart compensation using, 7475

robot joint case study use of, 516521

root-locus compensation using, 8391

tradeoffs of using, 9396

Phase-lag–lead network:

characteristics of, 3940

tradeoffs of using, 9396

Phase-lead network:

Bode-diagram compensation using, 54, 5658

characteristics of, 3839

describing function compensation, 7881

digital control compensation using, 256261

linear-state variable feedback using, 130

root-locus compensation using, 7881

tradeoffs of using, 9396

Phase-plane method, 371404

characteristics of, 381389

construction of, 372381

design examples using the, 392397

digital computer program for obtaining, 397399

energy determination from, 407410

guidelines for use of, 425427

representative phase portraits, 388390

software programs for obtaining, 397399

space-attitude control example, 481485

time determination from, 386388

with external forcing functions, 389392

Phase-shift approximation, straight-line, 7074

PD compensators, 47

PI compensators, 48, 103

PID compensators, 4648

Piecewise-linear approximations, application to nonlinear systems, 330334

Pole-placement design:

using Ackermann's formula, 137143

using linear-state-variable feedback, 119131

Pontryagin's maximum principle, 473492

attitude control design using, 477492

co-state for, 474

examples of, 475492

Hamiltonian function for, 474

Lunar soft-landing system design, 488492

minimum-energy problem solution, 48488

minimum-fuel problem solution, 482485

minimum-time problem solution, 480482

Popov's method, 415422

design examples of, 421422

guidelines for use of, 425427

Position constant:

definition of, 576

relationship to poles and zeros, 581582

Position limiting, phase-plane illustration of, 389390

Positive-definite function, definition of, 410

Power consumption, considerations of, 5

Power-series expansion, discrete system application of, 128129

Procedures for design, 57

Programs:

back_lsh, 356

dead_zn, 356

describing function using, 363369

discrete Bode and root locus, 272273

inverse z transform obtained from, 229231

margins, 16

MATLAB, 1528, 361362, 549565

Nichols chart obtained from, 2124

phase-plane obtained using, 397404

relays, 356

rlaxis, 25

rlpoba, 25

root locus obtained using, 2528

rootangl, 25

rootmag, 25

Quadratic form of scalar function used for Liapunov's method, definition of, 410411

Quadratic optimal control problem, 460, 501502

Quasilinear control systems, definition of, 330

Ragazzini's method, 273285

application of, 276282

design rules, 275276

use of staleness factor with, 282285

Ranger unmanned space vehicle, 446447

Rate feedback:

describing function compensation, 360361

linear system compensation using, 4445

Rate limiting, phase-plane illustration of, 388389

Regulator design, linear-state variable-feedback, 146154

Relay servo:

characteristics of, 392397

ideal, 444

phase-plane analysis of, 392397

relays subroutine, Toolbox, 356

Reliability considerations, 5

rlaxis subroutine, Toolbox, 25

rlpoba subroutine, Toolbox, 25

Robotics:

case study design of joint for, 516521

Ford Motor Company, 517

welding of automobiles using, 544

Robust control systems, 156162

example illustrating, 158162

case study for controlling a hydrofoil, 537541

tracking radar positioning system robustness example, 547548

Root-locus method, 409454, 549567

case study design application of, 522528

compensation and design using, 7593

digital system application of, 528537

MATLAB applied to obtain, 2528

rootangl subroutine, Toolbox, 25

rootmag subroutine, Toolbox, 25

Routh–Hurwitz stability criterion:

application to root locus method, 87

modified form for digital systems, 252253

Saddle point, definition of, 383385

Sampled-data control systems: 209324

case study of temperature control, 528537

definition of, 209

Sampled-data control system, See Digital control systems

Sampler-and-hold, 211221

Sampling process:

characteristics of, 211221

frequency-domain characteristics, 213216

ideal, 212

Saturation, 339341

definition of, 339

describing function of, 340341

Schedule considerations, 5

Schur–Cohn stability criterion, 253255

determinant, 253254

Second-method of Liapunov, 406415

Second-order control systems, characteristics of, 566574

Sensitivity, definition of, 34

Sensitivity, 163166

complementary, 164

Shannon's sampling theorem, 214215

Signal-flow graphs:

case study design example using, 507516

digital system application of, 241242

Simulation, nonlinear control system, 42627

Singular points, definition of, 382385

Size of equipment, considerations of, 5

Small-signal theory, 330331

Soft self-excitation, definition of, 328329

Space vehicles,

APOLLO 11, 488492

altitude control of, 477488

case study design examples, 522528

Lunar Excursion Module, 107108, 488492

navigation equations for, 331333

Orbiting Astronomical Observer, 442443

Ranger Unmanned Space Vehicle, 446447

Stability:

asymptotic, 408414

Bode method for determining, 1621, 2425

bounded input-bounded output, 3

comparison of various methods, 9396

finite, 409

global, 409

guidelines for use of methods, 9396

Liapunov, 399, 405415

linear continuous system, 9208

local, 409

Nichols method for determining, 2124, 7477

Nyquist method for determining, 1016, 245252

Routh–Hurwitz method, 87, 252253

summary of linear system methods, 9396

Static accuracy, 574585

Steady-state error, 575586

constants, 577579

from Bode diagram, 6062

Stiction friction, 347348

definition of, 347

describing function of, 347351

phase-plane application problem, 376377

Subharmonic generation, definition of, 329

Subroutines from Advanced Modern Control System Theory and Design Toolbox:

back_lsh, 356

dead_zn, 356

margins, 16

relays, 356

rlaxis, 25

rlpoba, 25

rootangl, 25

rootmag, 25

Tables:

acceleration constant and error, 578

advanced z transform, 235

compensation methods comparison, 9495

MATLAB commands and functions, 563564

MATLAB program listings for:

Bode diagram obtained using, 18, 21

describing function, 362363

Nichols chart obtained using, 24

Nyquist diagram obtained using, 13, 16

root locus method obtained using, 2728

position constant and error, 576

steady-state constants summary, 578

velocity constant and error, 577

z transform, 227

Tank-level control system, design of, 528537

Taylor series expansion, 332, 405, 469

Temperature control system:

case study design of, 528537

nuclear power plant, 103

Thermal control systems, case study design of, 528537

Time minimization, use of optimal control for, 458459, 480482

Toolbox subroutines, Advanced Modem Control System Theory and Design, See Subroutines for Advanced Modem Control System Theory and Design Toolbox

Tracking radar:

design of positioning system for, 507516

example of, 543544

Transfer-function concept:

z transform, 221236

Transformation between:

state-space to transfer function form, 564

transfer function to state-space form, 15

Transient response, 4

determination from root locus, 7593

second-order systems, 566574

Two-phase ac servomotor, nonlinear

characteristics of, 330, 435436

Type of control system, definition of, 575

Undamped natural frequency, definition of, 571

Underdamped control system, definition of, 571

Van der Pol equation, Liapunov's method applied to, 405

Velocity constant:

definition of, 578

determination from Bode diagram, 55

relationship to poles and zeros, 583584

w transforms:

Bode diagrams using, 256261

case study design example using, 528537

definition of, 223225

modified, 257

Ward-Leonard system, case study example using, 513

Weight considerations, 5

z plane, relationship to s plane, 223225

z transform: 221236

advanced, 233236

block diagram algebra, 236242

characteristics of, 242245

convergence of, 221222

exponential decay, 226

final-value theorem, 232233

initial-value theorem, 232233

inverse, 227230

table of, 227

transfer function using, 236242

unit ramp, 225226

unit step, 225

Zero-order hold, 215219

amplitude characteristics of, 218219

phase characteristics of, 218219

transfer function of, 218

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