Further work is required to demonstrate the generalised value of this ANN in other soil conditions.
Most commonly these are estimated by fitting the Generalised Extreme Value (GEV) or the Generalised Pareto (GP) probability distributions to the annual maxima series or to the partial duration series.
A method using the generalised extreme value probability distribution that was generalised using random forests was the most accurate method of estimating flow duration curves at ungauged sites across New Zealand.
In addition, the generalised critical value of the feedback strength is A. A system with feedback strength weaker than this value is guaranteed a stable dynamics independent of the Hill coefficient values.
It is assumed that the annual maximum intensity follows the generalised extreme value (GEV) distribution.
For other applications such as statistical analysis of extreme wind speeds, the Weibull (or reverse Weibull) has also been recommended [34] while other distributions such as the generalised extreme value distribution [17] and the generalised pareto [19] have been explored.
The optimal transformation matrix A is the explicate solution of the optimisation criterion J = t r S w − 1 S b, obtained as the solution for the generalised singular value decomposition of the matrix S w − 1 S b (where S w and S b represent the within-class scatter matrix and between-class scatter matrix, respectively).
Indeed, the uncertainties on the flow quantiles are on the same order of magnitude as those associated with the use of a statistical law with two parameters (here generalised extreme value Type I distribution) and clearly lower than those associated with the use of a three-parameter law (here generalised extreme value Type II distribution).
The generalised polarisation (GP) values, images, histograms and GP averages were generated from the blue and green channels using the SimFCS software (Laboratory for Fluorescence Dynamics, CA, USA).
Robust sensitivity of the residual signals is analysed by means of a test based on the generalised structured singular value.
