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The method of permutation is introduced for the block resampling of moving block bootstrap, and is compard with the fixed block bootstrap and stationary bootstrap. Simulations are proformed, which verify that the block re sampling of moving block bootstrap with permutation can effectively eliminate the number of abnormal data in the resampled data set and reduce the resampling errors of estimation.