Fusion of Neural Networks, Fuzzy Systems and Genetic Algorithms: Industrial Applications Fusion of Neural Networks, Fuzzy Systems and Genetic Algorithms: Industrial Applications
by Lakhmi C. Jain; N.M. Martin
CRC Press, CRC Press LLC
ISBN: 0849398045   Pub Date: 11/01/98
  

Table of Contents


Index

A

accuracy controlled fuzzy solution, 119
adaptability, 119
advantages,

fuzzy logic, 108
neural nets, 110

algorithms, 337

cluster-based, 78
neuro-fuzzy, 82
supporting, 180

antecedent processing, 122
applications, 129, 159

for courier service, 153
fuzzy filter, 184
genetic algorithms, 323-348
industrial actuator benchmark test, 201
multimedia, 265
neuro-fuzzy based, 107-137
rotating machine diagnosis, 213-226
vehicle routing, 148
wastewater plant, 184

architecture,

multi-output vs, single-output, 280
NeuFuz, 120

artificial neural networks, see neural networks
asynchronous transfer mode networks, 231-250

B

backpropagation, 152
black box, 120
bimodality, 259

C

cart-pole system, 25
choosing inputs and outputs, 132
cluster-based algorithm, 78
coding, 18

solution coding, 344

control,

call and service, 331
currents, 51, 54
gas turbine aero-engine, 297-318

design, 309

motor control, 131
neuro-fuzzy, 94
parameters, 120
strategy and operation, 47
toaster, 133

controller, 15-29

fuzzy logic controller, 47
PID, 133

corpus acquisition, 266
cost evaluation, 342
cross-correlation, 285
crossover operator, 19

D

data collection, 132
database, 22
decision strategies, 304
decoders, 159
defuzzification, 73, 123
design, 69-100
disadvantages,

fuzzy logic, 109
neural nets, 110

distributed processing, 331
dynamic vehicle routing and dispatching, 151

E

electro-hydraulic,

actuator, 92
system, 69-100

estimation, 266, 271
evolutionary algorithms, 297-318
evolutionary computing, 7
experimental system, 85
expert knowledge-based, 33-63

F

fault detection, 171-205
fault diagnosis, 172

concept, 173
technique for rotating machines, 215
using fuzzy logic, 223
using neural network, 221

feedforward models, 151, 152
fitness,

mapping and selection, 306
sharing, 307

frequency converter, 33-63

control, 47

fusion of NN, FL, GA, 3-11
fuzzification, 72
fuzzy control, see fuzzy logic control
fuzzy expert systems, 231-250
fuzzy feedback,

control model, 236
rate regulation, 235, 240

fuzzy filter, 176

application, 184
design, 180, 186
structure, 177

fuzzy logic, 10, 71, 171-205, 213-226

advantages, 108
approach, 247
control, 33-63, 233
disadvantages, 109
processing, 122
recurrent, 127

fuzzy modeling, 74, 241
fuzzy-neural controller, 15-29

hierarchical, 22

fuzzy rules,

evaluation, 123, 133
format, 122
generating, 117, 121
optimization, 133

fuzzy solution,

accuracy controlled, 119

fuzzy switching functions, 180
fuzzy systems, 3-11, 71

RBF based, 16
unsupervised learning, 16

G

generating,

assembly and C code, 119
fuzzy rules, 117, 121
membership functions, 117
residual generation, 174, 191
training data, 88

genetic algorithms, 3-11, 154, 323-348

fundamentals, 324
multi-objective, 304
nonstandard, 163
terminology, 333

genetic clustering, 156, 158
genetic operators, 335
genetic sectoring, 156

H

hierarchical deformable net, 149

I

inference mechanism, 72
information systems, 3

knowledge-based, 3

intelligent systems, 107-137
interactive search and optimization, 308

K

knowledge-based,

frequency converter, 33-63
information systems, 3

knowledge database, 22

L

learning,

criteria, 279
mechanism, 76
neural network, 121
rate, 197
unsupervised, 16

lip movements estimation, 266, 271
lipreading, 260

M

mating restriction, 308
maximization,

cross-correlation, 285

mean square error, 285
membership functions,

generating, 117
nonlinear, 119

minimization,

MSE, 285

model,

call and service control, 331
feedforward, 151, 152
fuzzy, 74, 241
fuzzy feedback control, 236
initialization, 76
neural network, 152
neuro-fuzzy, 92

multimedia,

applications, 265
telephone, 257-292

multi-objective,

evolutionary algorithms, 297-318
genetic algorithms, 304
optimization, 303

mutation operator, 19

N

NeuFuz, 115

architecture, 120

neural fuzzy, see neuro-fuzzy
neural nets, see neural networks
neural networks, 3-11, 145, 171-205, 213-226

advantages, 110
approach, 247
backpropagation, 152
disadvantages, 110
feedforward, 152
learning, 121
radial basis function, 192, 202
recurrent, 124, 195, 203
residual evaluation, 198
residual generation, 191
Restricted-Coulomb-Energy net, 199, 204
time delay, 271, 273

computational overhead, 278

neuro-fuzzy,

algorithm, 82
applications, 107-137
control system, 94
intelligent systems, 107-137
modeling, 92
systems, 111, 114, 115

capabilities, 111
descriptions, 115
recurrent, 123, 135
types, 114

techniques, 69-100

O

operators,

crossover, 19
mutation, 19

optimization, 117
availability--cost, 340
fuzzy rules, 133
interactive, 308
multi-objective, 303
procedure, 346

P

PID controller, 133
processing,

antecedent, 122
call and service, 327
distributed, 331
fuzzy logic, 122
parallel, 327, 332

R

radial basis function, 16

fuzzy system, 16
neural networks, 192, 202

recurrent,

fuzzy logic, 127
neural fuzzy system, 123, 135
neural networks, 124, 195, 203
path, 126

residual,

evaluation, 174, 176, 186, 198, 204
generation, 174, 191, 202

Restricted-Coulomb-Energy NN, 199, 204
rules, see fuzzy rules

S

scheduling, 328
selection, 19
self-organizing maps, 146
shortest path evaluation, 343
simulation,

natural processes, 143-164

skill, 22
space vector model, 42

expert knowledge-based, 45

speech,

analysis, 271

acoustic, 266
acoustic/visual, 270

articulation, 263
coarticulation, 263
perception, 259
production, 259
recognition, 135

training, testing, 135

synchronization, 265
visualization, 287

systems,

cart-pole, 25
design, 323-348
electro-hydraulic, 69-100
experimental, 85
fuzzy expert, 231-250
intelligent, 107-137
neuro-fuzzy, see neuro-fuzzy systems
neuro-fuzzy control, 94
telecommunication, 323-348

T

time delay, 128, 271
traffic shaping, 239
training, 132, 135, 279

data generation, 88

V

vehicle routing, 143-164

applications, 148
dynamic, 151
problems, 144

verifying, 117

W

weight update, 126


Table of Contents

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