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On the need of bias correction methods for wave climate projections

机译:关于波浪气候预测的偏差校正方法的需求

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This study focuses on the assessment of systematic biases in wave climate simulations, exploring different bias correction methods commonly used for climate impact variables (e.g. precipitation, temperature), and on the analysis of bias corrected wave climate projections. Four different bias correction methods are analyzed, two of which are applied to an 8-member dynamic multi-forcing global wave climate ensemble, to mitigate the significant wave height (H-s) bias. The GOW2 (Global Ocean Waves 2) global wave hindcast is used as reference data for the calibration. Assuming that the statistical properties of the present climate biases are maintained in the future, these biases can be corrected by applying a bias correction model based on the reference data. Thus, the impact of climate change in the bias corrected future H-s climate, is also investigated. A bias corrected 8-member ensemble is analyzed for the 2081-2100 period, under the RCP8.5 scenario. The results indicate the relevance of bias correction in both the estimation of ensemble mean H-s projected changes towards the end of the 21st century, and in the ensemble spread magnitude. Outcomes support the need for a quantile based bias correction, able to deal with extreme events, which have a disproportionate impact in coastal processes.
机译:这项研究的重点是评估海浪气候模拟中的系统偏差,探索通常用于气候影响变量(例如降水,温度)的不同偏差校正方法,以及分析经偏差校正的海浪气候预测。分析了四种不同的偏差校正方法,其中两种方法应用于8人动态多强迫全球海浪气候系综,以减轻显着的海浪高度(H-s)偏差。 GOW2(全球海浪2)全球波后播被用作校准的参考数据。假设将来会保留当前气候偏差的统计属性,则可以通过基于参考数据应用偏差校正模型来校正这些偏差。因此,还研究了气候变化对偏差校正的未来H-s气候的影响。在RCP8.5方案下,针对2081-2100周期分析了经过偏差校正的8成员合奏。结果表明,偏差校正在估计21世纪末整体平均Hs预计变化以及整体扩散幅度方面均具有相关性。结果支持需要基于分位数的偏差校正,该校正能够处理极端事件,这些极端事件对沿海过程的影响不成比例。

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