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Bhaya A., Kaszkurewicz E. — Control Perspectives on Numerical Algorithms and Matrix Problems |
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Предметный указатель |
44
44
-iteration 107
-iteration, stabilization of frequency of appearance of 107
set of local minimizers 150
-iteration 107
feasible set 150
Absolute error 68
Absolute stability theory 68
Abu — Mostafa, Y 174
Adaptive filtering 82
Adaptive stepsize formulas,simplification of 62
Adaptive time-stepping, conceptual description of 180
Akilov, G. 84
Alaghband, G 174
Alber, Ya. I. 65 89 90
Algebraic Riccati equation 208
Algorithm, conjugate gradient as dynamic controller 83
Algorithm, conjugate gradient CLF/LOC version 81
Algorithm, conjugate gradient continuous version of 88
Algorithm, conjugate gradient robustness of 80
Algorithm, conjugate gradient standard form of 81
Algorithm, conjugate gradient “Jacobi” version of 82
Algorithm, continuous Jacobian matrix transpose (CJT) 47 49 50
Algorithm, continuous Newton (CN) 46
Algorithm, Goh’s conceptual 112
Algorithm, Jacobian matrix transpose variable structure (JTV) 48
Algorithm, Krylov subspace 72
Algorithm, Newton variable structure (NV) 47 97
Algorithm, Newton — Raphson 94 96
Algorithm, Orthomin(2) 82
Algorithm, QR as nonlinear discrete dynamical system 228
Algorithm, speed gradient 37
Algorithm, variable structure Jacobian transpose (VJT) 47
Alhanaty, M. 228
Aluffi, F. 56 91
Alvarez, F. 91
Amari, S. I. 141 142 166
Amicucci, G L. 90
Analog computation xxi 132
Anderson, B. D. O. 229
Anderson, C. 174
ANN learning parameters as control gains 133
Antipin, A. S. 177
Approximation, minimal residual 72
Arc, bang-bang 111
Arc, bang-intermediate 111
Ariyur, K. B 228
Armentano, V. A. 209
Arrow, K. J. 90 177
Artificial neural network (ANN) 132
As reaching phase CLF 148
Ascher, U. 197 224
Ashida, S. 66 68 229
Astrom, K. J. 1 75 196
Asymptotic stability, continuous-time definition of 21
Asymptotic tracking 3
Athans, M. 95
Attouch, H 86 91
Augmented equation 175
Augmented system 158
Axelsson, O. 224
Backpropagation 133
Backpropagation with momentum (BPM) 83
Balakrishnan, V. 229
Bang-bang arc 111
Bang-intermediate arc 111
Bardn, B. 90 109
Barnett, S. 220
Bart, H. 230
Bartlett, P. L. 170
Batterson, S. 228
Bauer, F. L. 200
Bellman, R. E. 119 125 230
Bercovier, M. 228
Bertsekas, D. P. 89 90 128 129 177
Best separating hyperplane problem as QP 169
Bezout number 219 222
Bezout theorem 219
Bhattacharyya, S. P. 75
Bhaya, A. 37 61 66 68 82 90 109 124 136 164 173 174 176 177 205 209—211 219 222
Bilinear system 76
Bloomfield, P. 142
Boggs, P. T. 56 65 66 90 91
Bolte, J. 91
Boltyanskii, V. 10 39 95
Bornemann, F. 181 186 191 224
Bose, N. K. 199 218 219 231
Boundary value problem, two point (TPBVP) 9
Bounded control 96 111
Boyd, S. xxiv 229
BPM (backpropagation with momentum) 83
BPM (backpropagation with momentum) is equivalent to conjugate gradient 83
BPM (backpropagation with momentum), CG methods, as heavy ball with friction method 84
BPM (backpropagation with momentum), HBF ODE as continuous analog of 86
Braatz, R. D. 200
Brabanter, J. D. 173
Brady, G 174
Branin, F. H 53 54 94 125
Branin’s function 52 62
Brezinski, C 65 66 91 109
Brockett, R. W. xxiii
Brune, O. 212
Bryson, A. E. 125
Buckingham, N. J. 90
Cain, B. E. 225
Callier, F. M 4 12 39
Calvert, B. D. 174
Campbell, S. L. xxiii
Campbell’s question xxiii
Cannon, M. D. 118
Canonical form, Kalman — Gilbert 13
Carey, G F 224
Cauchy — Riemann equations 100
Cauchy’s interlacing theorem 206
Chan, M. 211
Chang, P. S. 82 91
Change of coordinates 45
Chao, K. S. 94 124
Characteristic equation 8
Chen, C. — T. 4 39
Chen, G. — A. 83 91
Chen, H. C 174
Chen, J. D 142
Cheng, S. — X. 91
Cheung, J. Y. 142
Chong, E. K. P 166 177
Chu, M. T. xxiii 90
Cichocki, A. 133 137 138 141 142 166 177
Clarke, F.H. 31 39 144
CLF (control Liapunov function) 24 42 44 45 50 66 76 82 101 161 163
CLF (control Liapunov function), 1-norm as nonsmooth 47
CLF (control Liapunov function), choice of 84
CLF (control Liapunov function), controller structure determined by 55
CLF (control Liapunov function), definition of 24
CLF (control Liapunov function), nonsmooth 102 104
CLF (control Liapunov function), quadratic 54 55 59
CLF (control Liapunov function), reaching phase 148
CLF (control Liapunov function), relation between continuous- and discrete-time 65
CLF approach 56
CLF approach in Hilbert space setting 84
CLF/LOC approach 46 58 76 83
CLF/LOC approach, design of static controllers by 46
CLF/LOC lemma 58 59 61
CLF/LOC method 37 52
Closed-loop system 44
CN and NV trajectories, comparison of 57
Computational energy function 130
Conceptual iterative method for minimization, optimal control formulation of 112
Condition number geometrical interpretation of 201
| Condition number geometrical interpretation of optimal 200
Configuration, standard unity feedback 3 7
Conjugate gradient method 77
Conjugate gradient, as acceleration of Richardson’s method 78
Constraint qualification 151
Constraint set, active 151
Constraint set, violated 151
Continuous algorithms, discrete-time versions of 60
Continuous algorithms, discretization methods for 65
Continuous algorithms, numerical simulation of 56
Continuous Jacobian matrix transpose (CJT) 47—49
Continuous method xxi
Continuous Newton (CN) 46 48 49 53 57
Continuous Newton method 86
Continuous Newton method, exponential stability of 49
Continuous Newton method, integrated form of 50
Continuous optimization methods 85
Continuous version of 85
Continuous version of nonstationary PD controller interpretation 78
Continuous version of proportional-derivative controller interpretation of 77
Control input, stepsize as 66
Control Liapunov function (CLF) 24 42 44 45 50 66 76 82 101 161 163
Control Liapunov function (CLF) 1-norm as nonsmooth 47
Control Liapunov function (CLF), choice of 84
Control Liapunov function (CLF), controller structure determined by 55
Control Liapunov function (CLF), definition of 24
Control Liapunov function (CLF), nonsmooth 102 104
Control Liapunov function (CLF), quadratic 54 55 59
Control Liapunov function (CLF), reaching phase 148
Control Liapunov function (CLF), relation between continuous- and discrete-time 65
Control system, gradient stabilization of 34
Control system, variable structure 27
Control, deadbeat 7 75
Control, equivalent 31
Control, integral 5
Control, Liapunov optimizing (LOC) 24 45 47
Control, nilpotency of iteration matrix 75
Control, optimal 8
Control, performance index for 8
Control, proportional-integral-derivative (PID) 6
Control, relaxed 117
Control, saturated 111
Control, state space 2
Controllability 3
Controllability subspace 71
Controllable companion form matrix 220
Controllable realization 220
Controllable subspace, noninvariance of 14
Controller xx 43 58 198
Controller, dynamic 44
Controller, dynamic nonstationary 85
Controller, dynamic time-varying conjugate gradient algorithm as 83
Controller, optimal state feedback 9
Controller, proportional 77
Controller, proportional-derivative (PD) 85
Controller, proportional-integral (PI) 7
Controller, static dynamic, CLF design of 44
Controller, static nonstationary 85
Controller, static state-dependent 44
Controller, static stationary 85
Convergence, global 15
Convergence, local 15
Convergence, used loosely 16
Convex programming problem, GDS for 146
Convolution, discrete-time 7
Coprime polynomials 220
Cortes, C. 172
Cost function 93 95 97
Costate 9
Costate equation 9
Costate in stepsize control problem 188
Costate vector 8
Coupled bilinear systems CLF analysis of 79
Coutinho, A. L. G A. 224
Cox, D. A. 224 225
Cristianini, N. 169 177
Critical point 32
Cullum, C. D. 118
Dahlquist, G. 229
Damping, critical 7
Datta, B. N. xxiv 199
Davidenko, D. 90
DC1 55
DC2 55
DC3 55 89
DC4 55 89
DDC1 61
DDC2 61
DDC3 61
DDC4 61
DDP (differential dynamic programming) 118
DDP (differential dynamic programming), backward run 123
DDP (differential dynamic programming), brief description of 123
DDP (differential dynamic programming), computational effort of 119
DDP (differential dynamic programming), computational requirements 124
DDP (differential dynamic programming), convergence of 124
DDP (differential dynamic programming), forward run 123
De Figueiredo, R. J. P. 94 124
De Moor, B. 173
De Souza, E. 75
Deadbeat control 83 183 196
Decentralization constraint 208
Decentralized feedback control problem 208
Decentralized integral control 211
Decker, D. W. 53 90
Deficient polynomial equation 219
Delchamps, D. F. 4 39
Demmel, J. W., xxiv 199
Demyanov, V. F 31
Dennis, J. E. 65 90
Derivative action 78
Desoer, C. A. 4 12 39
Deuflhard, P. 181 186 191 224
Deviation 42
Diagonal preconditioning as decentralized feedback 204
Diagonal preconditioning as pole clustering 207
Diagonal-type function 25
Dias, R. J. 219 222
Diene, O., xxiv 82
Diener, I. 53 90
Difference equation 15
Difference equation, autonomous 15
Difference equation, time-invariant 15
Differential dynamic programming (DDP) 118
Differential dynamic programming (DDP), backward run 123
Differential dynamic programming (DDP), brief description of 123
Differential dynamic programming (DDP), computational effort of 119
Differential dynamic programming (DDP), computational requirements 124
Differential dynamic programming (DDP), convergence of 124
Differential dynamic programming (DDP), forward run 123
Differential equation, matrix Riccati 9
Differential inclusion 31 35
Differential inequality 98 102 150 156
disclaimers xxii 84
Discontinuity set 142
Discontinuity surface 148 150
Discontinuous control 98
Discontinuous Persidskii-type system 101
discrete derivative 79
Discrete dynamical system, nonautonomous 17
Discrete dynamical system, time-varying 17
Discrete probability density, relation to transfer function 229
Discrete-time 17
Discrete-time Jacobian matrix transpose method (DJT) 60—62
Discrete-time Jacobian matrix transpose variable structure method (DJTV) 60—62
Discrete-time Newton method (DN) 60 62
Discrete-time Newton variable structure method (DNV) 60 62
Discrete-time variable structure Jacobian matrix transpose method (DVJT) 60—62
Distance from point to set 18
Dixon, L. C. W. 53 90
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