Acknowledgments: The authors would like to thank
Development of neural network emulations of model physics components for improving the computational performance of the NCEP seasonal climate forecasts P.I.s: M. Fox-Rabinovitz, V. Krasnopolsky, NCEP Co-I.s: S. Lord, Y.-T. Hou, UMD Collaborator: A. Belochitski, CTB contact: H.-L. Pan.
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