i think we can analysis time series in two important acpects:
nonlinearity
nonstationarity
i want to introduce new method based on artificial neural network
1-model finding (i.e find the best structure for neural network)
--because of nonstationarity we need dynamic modelling
2-use EA or GA to learn the parameters of neural network
--for big search spaces we need methods that can search this big search space optimaly