In numerical weather forecasting research, how to improve short-term forecasts of tropical cyclone intensity is a challenging problem that has long plagued meteorologists and operational forecasters, despite meteorologists having greatly increased the accuracy of the initial field through increasing observations.in either quantity or quality. 

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