A Conjugate Gradient-based BPTT-like Optimal Control Algorithm (CROSBI ID 547784)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Kasać, Josip ; Deur, Joško ; Novaković Branko ; Kolmanovsky, Ilya
engleski
A Conjugate Gradient-based BPTT-like Optimal Control Algorithm
The paper presents a conjugate gradient-based numerical algorithm for optimal control of nonlinear multivariable systems with control and state vectors constraints. The algorithm has a backward-in-time recurrent structure similar to the backpropagation-through-time (BPTT) algorithm. The emphasis is on implementation and testing of various conjugate gradient methods. A vehicle dynamics control example demonstrates that the use of conjugate gradient algorithms leads to substantial reduction of computational time when compared to the standard gradient algorithm with a constant learning rate.
optimal control; nonlinear systems; vehicle dynamics
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Podaci o prilogu
2009.
objavljeno
Podaci o matičnoj publikaciji
2009 IEEE Multi-conference on Systems and Control
Podaci o skupu
3rd IEEE Multi-conference on Systems and Control
predavanje
08.07.2009-10.07.2009
Sankt Peterburg, Ruska Federacija