By an analysis of the main factors that cause inaccuracies in the spatial load forecast(SLF) method based on time series, a time series mismatch corrective method for identifying and correcting load transfer is proposed. The temporary load transfer often occurring between cellules is divided into two types, i.e. cross-unit time load transfer and non-cross-unit time load transfer. With the time series mismatch corrective method, improved load transfer coupling(LTC) is used to overcome the negative impact on the SLF due to cross-unit time load transfer, while the cumulative load curve for determining the maximum load of each cellule is used to overcome the negative impact on the SLF due to non-cross-unit time load transfer. A practical SLF case has shown the applicability and effectiveness of the method proposed.