Time series analysis is a major mathematical tool in hydrology, with the moving average being most popular model type for this purpose due to its simplicity. During last 20 years, various studies have focused on an important statistical characteristic, namely long-term persistence and simultaneous consistency at all timescales, when different timescales are involved simulation. Though these iss...