Automatic ensemble size in ensemble Kalman Filter

[fatadama]

Currently the algorithm will always either increase or decrease the ensemble size by a minimum of one, every time, because of the convergence metric we're using. A really simple way to address this would be to upper and lower bound the tolerance, which is a little ugly but might be the best way to go for now.