def _w_sigma_delta(self, sigma, delta):
        """
        invert variance
        :param sigma:
        :param delta:
        :return: w parameter
        """
        sigma2=sigma**2
        w2 = sigma2/(1-2*delta**2/np.pi)
        w = np.sqrt(w2)
        return w