Using the thought of multiscale analysis, we combine the model-based analysis method with the multiscale signal transformation method and propose a new algorithm of multiscale fusion estimation based on multi-sensor single model. At each scale we obtain the fusion estimates by use of all sensors at finer scales, which can be effectively used for data fusion estimation for dynamic systems with multi-sensors at multirate sampling.