- Tytuł:
- Time-varying time-delay estimation for nonlinear systems using neural networks
- Autorzy:
- Tan, Y.
- Tematy:
-
modelowanie procesu
opóźnienie czasowe
układ nieliniowy
sieć neuronowa
modelling
time delay
nonlinear systems
neural networks
estimation - Pokaż więcej
- Wydawca:
- Uniwersytet Zielonogórski. Oficyna Wydawnicza
- Powiązania:
- https://bibliotekanauki.pl/articles/907277.pdf Link otwiera się w nowym oknie
- Opis:
- Nonlinear dynamic processes with time-varying time delays can often be encountered in industry. Time-delay estimation for nonlinear dynamic systems with time-varying time delays is an important issue for system identification. In order to estimate the dynamics of a process, a dynamic neural network with an external recurrent structure is applied in the modeling procedure. In the case where a delay is time varying, a useful way is to develop on-line time-delay estimation mechanisms to track the time-delay variation. In this paper, two schemes called direct and indirect time-delay estimators are proposed. The indirect time-delay estimator considers the procedure of time-delay estimation as a nonlinear programming problem. On the other hand, the direct time-delay estimation scheme applies a neural network to construct a time-delay estimator to track the time-varying time-delay. Finally, a numerical example is considered for testing the proposed methods.
- Dostawca treści:
- Biblioteka Nauki
Artykuł