The authors thank Dr. Richard Wobus and Dr. Mozheng Wei for providing ensemble forecast data with which to conduct model integrations, and for their valuable comments and discussions. The authors are grateful to the two anonymous reviewers for insightful suggestions. Part of this work was performed as part of collaboration between the Numerical Prediction Division of JMA and the University of Tsukuba.
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