Optimization of snow-related processes in Noah-MP land surface model over the mid-latitudes of Asian region

IF 4.5 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Atmospheric Research Pub Date : 2024-09-29 DOI:10.1016/j.atmosres.2024.107711
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Abstract

Snow plays a critical role in modulating surface energy, water cycles, and climate prediction. Optimizing snow-related parameterizations can enhance the model behaviors in simulating snow-related physical processes and reduce the cold bias observed in winter climate simulations in the Northern Hemisphere. In this study, the topographic complexity and wind speed were incorporated into the parameterization of the snow cover fraction (SCF) and newly fallen snow density (SFD) respectively within the Noah with multi-parameterization (Noah-MP) LSM to optimize the simulation of snow-related processes in the mid-latitude regions of East Asia. A control simulation and three sensitivity experiments were conducted to investigate and quantify the effects of topographic complexity and wind speed on the simulation of snow-related processes and land surface temperature (LST) against MODIS products. The results showed that modifications to the two schemes effectively mitigated the overestimation of snow cover and albedo, and alleviated cold biases in the most of study area. The influence of SFD scheme considering wind speed was more pronounced in regions with more snowfall and higher wind speed, while the SCF scheme considering topographic complexity showed a more widespread effect. The combination of these two modified schemes yielded the best performance. The mean biases of SCF, albedo, and LST over the entire study region with both modified schemes were reduced by 0.126 (∼63 %), 0.044 (∼41 %), and 0.584 °C (∼18 %), respectively. Their RMSEs were reduced by 0.119 (∼36 %), 0.036 (∼22 %), and 0.489 °C (∼10 %), respectively. This study highlights the importance of wind conditions and topographic complexity in the simulations of snow-related characteristics over the mid-latitudes of Asian region.
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优化亚洲中纬度地区诺亚-MP 陆面模式中与雪有关的过程
雪在调节地表能量、水循环和气候预测方面起着至关重要的作用。优化与雪相关的参数可以增强模型在模拟与雪相关的物理过程时的表现,并减少在北半球冬季气候模拟中观察到的寒冷偏差。本研究将地形复杂性和风速分别纳入 Noah 多参数化(Noah-MP)LSM 的积雪覆盖率(SCF)和新降雪密度(SFD)参数化,以优化东亚中纬度地区与雪相关过程的模拟。针对 MODIS 产品进行了一次对照模拟和三次敏感性实验,以研究和量化地形复杂性和风速对模拟雪相关过程和地表温度(LST)的影响。结果表明,对两种方案的修改有效地缓解了对雪覆盖和反照率的高估,并减轻了大部分研究区域的冷偏差。考虑风速的 SFD 方案在降雪较多、风速较高的地区影响更为明显,而考虑地形复杂性的 SCF 方案的影响更为广泛。这两种改进方案的组合产生了最佳性能。采用这两种改进方案后,整个研究区域的 SCF、反照率和 LST 平均偏差分别减少了 0.126(∼63%)、0.044(∼41%)和 0.584 ℃(∼18%)。它们的均方根误差分别降低了 0.119 (∼36 %)、0.036 (∼22 %) 和 0.489 °C (∼10 %)。这项研究强调了风况和地形复杂性在模拟亚洲中纬度地区雪相关特征中的重要性。
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来源期刊
Atmospheric Research
Atmospheric Research 地学-气象与大气科学
CiteScore
9.40
自引率
10.90%
发文量
460
审稿时长
47 days
期刊介绍: The journal publishes scientific papers (research papers, review articles, letters and notes) dealing with the part of the atmosphere where meteorological events occur. Attention is given to all processes extending from the earth surface to the tropopause, but special emphasis continues to be devoted to the physics of clouds, mesoscale meteorology and air pollution, i.e. atmospheric aerosols; microphysical processes; cloud dynamics and thermodynamics; numerical simulation, climatology, climate change and weather modification.
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