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Sensitivity of Tropical Cyclone Formation to Resolution‐Dependent and Independent Tracking Schemes in High‐Resolution Climate Model Simulations

机译:热带气旋形成对高分辨率气候模型模拟中的分辨率依赖性和独立跟踪方案的敏感性

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In the present study, global tropical cyclone (TC) formation characteristics are estimated using two fundamentally different Commonwealth Scientific and Industrial Research Organisation (CSIRO) and Okubo‐Weiss zeta parameter (OWZP) tracking schemes in the reanalysis data and in a high‐resolution climate model with interannually varying sea surface temperatures. Both the schemes have a reasonable global geographical distribution of TC genesis locations with under simulation in the eastern North Atlantic and northwestern Australian regions. The mean annual TC frequency in the model is similar to observations using the CSIRO scheme but higher using the OWZP scheme, whereas the annual frequency in reanalysis using the OWZP scheme is similar to observations but halved using the CSIRO scheme. In the CSIRO scheme, both the resolution‐dependent thresholds and large‐scale climate may play a role for skilful TC formation statistics. In contrast, large‐scale climate leads to changes in OWZP TC detections. This highlights the importance of the large‐scale environment for TC detections in both the tracking schemes. The OWZP scheme can differentiate the monsoon lows from the actual TCs in the north Indian Ocean compared to the CSIRO scheme, which incorrectly detects them as TCs in the monsoon season. The distribution of TC lifetime in the model using the OWZP scheme is similar to observations. Conversely, the CSIRO scheme detected TCs have shorter lifetimes, perhaps due to intrinsic tracking scheme differences. Although the tracking schemes are fundamentally different, the study shows that there exist some similarities between them and for certain TC formation characteristics the OWZP scheme performs better compared to the CSIRO scheme. Plain Language Summary As the climate models act as the best tool to understand the relationship between the climate and TC formation, the TC research world is moving toward the high‐resolution climate models with improved parameterization schemes to understand TC formation characteristics in the current climate better and improve the confidence in future projections. In the current study, a high‐resolution atmospheric climate model is used to observe the performance of two different tracking schemes when compared with observations in simulating different TC characteristics like geographical distributions, mean annual numbers, the influence of El Ni?o (La Ni?a), and interannual and seasonal variability of TC frequency. Of the two schemes employed, one scheme is the traditional CSIRO tracking scheme that detects TC‐like vorticities and the other scheme, using the Okubo‐Weiss zeta parameter, a phenomena based scheme, detects the circulations that have the potential for TC formation. The Okubo‐Weiss zeta parameter scheme has superior performance in simulating the TC frequency characteristics compared to the CSIRO scheme.
机译:在本研究中,使用两个从根本不同的英联邦科学和工业研究组织(CSIRO)和Okubo-Weiss Zeta参数(OWZP)跟踪计划估计全球热带气旋(TC)形成特征,并在高分辨率气候下模型与续相不同的海面温度。这两种计划都有一个合理的全球地理分布于东北大西洋和澳大利亚西北地区的模拟下的TC Genesis位置。模型中的平均年TC频率类似于使用CSIRO方案的观察,但使用OWZP方案更高,而使用OWZP方案的再分析年频率类似于观察,但使用CSIRO方案减半。在CSIRO方案中,分辨率依赖阈值和大规模气候都可能起到熟练的TC形成统计数据的作用。相比之下,大规模的气候导致OWZP TC检测的变化。这突出显示了在跟踪方案中进行了TC检测的大规模环境的重要性。与CSIRO方案相比,OWZP计划可以将季风低点与北印度洋的实际TCS区分开,这在季风季节中不正确地检测到它们作为TCS。使用OWZP方案的模型中的TC寿命的分布类似于观察结果。相反,检测到的CSIRO方案TCS的寿命较短,也许是由于内在的跟踪方案差异。虽然跟踪方案基本上不同,但研究表明,与CSIRO方案相比,它们之间存在一些相似性和某些TC形成特性。当气候模型作为最佳工具时,普通语言摘要是了解气候与TC形成之间的关系,TC研究世界正在向高分辨率的气候模型转向改进的参数化方案,了解当前气候中的TC形成特征更好并提高对未来预测的信心。在目前的研究中,与模拟地理分布等不同TC特性的观察相比,高分辨率大气气候模型用于观察两种不同的跟踪方案的性能,平均年数,EL NI的影响(LA NI ?a),TC频率的持续和季节性变化。在采用的两种方案中,一种方案是使用Okubo-Weiss Zeta参数,基于现象的方案来检测Tc样涡流和其他方案的传统CSIRO跟踪方案,检测具有TC形成潜力的循环。 okubo-weiss Zeta参数方案在模拟与CSIRO方案相比模拟TC频率特性方面具有卓越的性能。

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