GRIST对中国东部千米尺度降水预报的评估:显式对流和参数化对流的对比

IF 3.4 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES
Weiguang Liu, Xin Li, Wenru Shi, Kefeng Zhu, Hao Miao, Shiwei Sun, Jian Li
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引用次数: 0

摘要

本研究利用全球-区域综合预报系统(GRIST)模式在2021年梅雨期进行了数值天气预报试验。本研究采用以中国东部为中心的精细化区域的全球60-3 km变分辨率网格。比较了采用传统的新Tiedtke对流参数化方案(GRIST-NTDK)、尺度感知的NTDK对流参数化方案(GRIST- sat)和显式对流参数化方案(GRIST- nocps)。利用等效配置(WRF- nocps),还将GRIST-noCPS预报与来自天气研究与预报(WRF)模式的预报进行了比较。与WRF-noCPS实验相比,GRIST-NTDK、GRIST-SAT和GRIST-noCPS实验的空间分布和统计指标都表明,GRIST-NTDK、GRIST-SAT和GRIST-noCPS实验可以捕获数天的观测降水,尽管存在一定的高估。GRIST实验对降雨量的高估主要是由于夜间降雨偏倚,而夜间降雨偏倚与对流层下层水汽输送过多有关。与格里斯特- ntdk和格里斯特- sat相比,格里斯特- nocps可以在一定程度上缓解压力梯度和南风偏倚,有利于不太严重的高估。虽然CPS的尺度感知配置可以在一定程度上减少精细化区域的小雨和增加暴雨,但在降雨频率方面,GRIST-SAT与观测值之间仍存在一定差距。相比之下,GRIST-noCPS可以减轻广泛的小雨,如GRIST-NTDK和GRIST-SAT所显示的那样,从而提高定量降水预报技能。值得注意的是,GRIST在精细化区域的表现表明,它有潜力在较长的预测期内克服区域模式(如WRF)的时间限制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Assessment of Km-Scale Rainfall Forecasts Over Eastern China by GRIST: Intercomparison of Explicit and Parameterized Convection

Assessment of Km-Scale Rainfall Forecasts Over Eastern China by GRIST: Intercomparison of Explicit and Parameterized Convection

Assessment of Km-Scale Rainfall Forecasts Over Eastern China by GRIST: Intercomparison of Explicit and Parameterized Convection

Assessment of Km-Scale Rainfall Forecasts Over Eastern China by GRIST: Intercomparison of Explicit and Parameterized Convection

This study conducts numerical weather prediction experiments utilizing the Global-to-Regional Integrated forecast SysTem (GRIST) model during the 2021 Meiyu period. A global 60-3 km variable-resolution mesh with a refined region centered over eastern China is applied in this study. The GRIST with the conventional new Tiedtke (GRIST-NTDK) convection parameterization scheme (CPS), the scale-aware NTDK CPS (GRIST-SAT), and the explicit convection (GRIST-noCPS) setups are intercompared. GRIST-noCPS forecasts are also compared with those from the Weather Research and Forecasting (WRF) model, using equivalent configurations (WRF-noCPS) over the refined region. Compared to the WRF-noCPS experiment, both spatial distributions and statistical metrics reveal that the GRIST-NTDK, GRIST-SAT, and GRIST-noCPS experiments can capture the observed rainfall for a few days, although with some overestimation. Most of the rainfall overestimation from GRIST experiments is due to nocturnal rainfall bias, which is associated with excessive water vapor transport in the lower troposphere. Relative to GRIST-NTDK and GRIST-SAT, GRIST-noCPS could somewhat alleviate the pressure gradients and southerly winds bias, favoring less severe overestimation. Although scale-aware configurations of CPS can reduce light rainfall and increase heavy rainfall over the refined region to some degree, there are still some gaps between the GRIST-SAT and observations in terms of rainfall frequencies. In contrast, GRIST-noCPS can mitigate the widespread light rain, as exhibited in GRIST-NTDK and GRIST-SAT, resulting in improved quantitative precipitation forecast skills. Notably, the performances of GRIST over the refined region demonstrate its potential to overcome the time limit of regional models, such as WRF, at extended forecasting periods.

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来源期刊
Journal of Geophysical Research: Atmospheres
Journal of Geophysical Research: Atmospheres Earth and Planetary Sciences-Geophysics
CiteScore
7.30
自引率
11.40%
发文量
684
期刊介绍: JGR: Atmospheres publishes articles that advance and improve understanding of atmospheric properties and processes, including the interaction of the atmosphere with other components of the Earth system.
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