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    An Approach to Generating Mutually Independent Initial Perturbations for Ensemble Forecasts: Orthogonal Conditional Nonlinear Optimal Perturbations 

    Source: Journal of the Atmospheric Sciences:;2015:;Volume( 073 ):;issue: 003:;page 997
    Author(s): Duan, Wansuo; Huo, Zhenhua
    Publisher: American Meteorological Society
    Abstract: onditional nonlinear optimal perturbation (CNOP) is the initial perturbation that satisfies a certain physical constraint and causes the largest nonlinear evolution at prediction time. To yield mutually independent initial ...
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    Does Model Parameter Error Cause a Significant “Spring Predictability Barrier” for El Niño Events in the Zebiak–Cane Model? 

    Source: Journal of Climate:;2011:;volume( 025 ):;issue: 004:;page 1263
    Author(s): Yu, Yanshan; Mu, Mu; Duan, Wansuo
    Publisher: American Meteorological Society
    Abstract: ithin the framework of the Zebiak?Cane model, the approach of conditional nonlinear optimal perturbation (CNOP) is used to study the effect of model parameter errors on El Niño?Southern Oscillation (ENSO) predictability. ...
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    Seasonally Alternate Roles of the North Pacific Oscillation and the South Pacific Oscillation in Tropical Pacific Zonal Wind and ENSO 

    Source: Journal of Climate:;2023:;volume( 036 ):;issue: 013:;page 4393
    Author(s): Zhong, Wenxiu; Cai, Wenju; Sullivan, Arnold; Duan, Wansuo; Yang, Song
    Publisher: American Meteorological Society
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    Dynamics and Predictability of High-Impact Weather and Climate Events 

    Source: Bulletin of the American Meteorological Society:;2013:;volume( 094 ):;issue: 012:;page ES179
    Author(s): Li, Jianping; Swinbank, Richard; Ding, Ruiqiang; Duan, Wansuo
    Publisher: American Meteorological Society
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    Using the Orthogonal Conditional Nonlinear Optimal Perturbations Approach to Address the Uncertainties of Tropical Cyclone Track Forecasts Generated by the WRF Model 

    Source: Weather and Forecasting:;2023:;volume( 038 ):;issue: 010:;page 1907
    Author(s): Zhang, Han; Duan, Wansuo; Zhang, Yichi
    Publisher: American Meteorological Society
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    Predictable Patterns of Wintertime Surface Air Temperature in Northern Hemisphere and Their Predictability Sources in SEAS5 

    Source: Journal of Climate:;2020:;volume( ):;issue: -:;page 1
    Author(s): Fan, Hongdou;Wang, Lin;Zhang, Yang;Tang, Youmin;Duan, Wansuo;Wang, Lei
    Publisher: American Meteorological Society
    Abstract: Based on 36-year hindcasts from the fifth-generation seasonal forecast system of the European Centre for Medium-Range Weather Forecasts (SEAS5), the most predictable patterns of the wintertime 2-m air temperature (T2m) in ...
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    Using Conditional Nonlinear Optimal Perturbation to Generate Initial Perturbations in ENSO Ensemble Forecasts 

    Source: Weather and Forecasting:;2021:;volume( 036 ):;issue: 006:;page 2101
    Author(s): Zhou, Qian;Chen, Lei;Duan, Wansuo;Wang, Xu;Zu, Ziqing;Li, Xiang;Zhang, Shouwen;Zhang, Yunfei
    Publisher: American Meteorological Society
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