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Connecting an Offshore Dry Air Stratospheric Intrusion with the Outbreak of Soberanes Fire 2016 将近海干燥空气平流层入侵与 2016 年索贝拉内斯火灾爆发联系起来
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-12-05 DOI: 10.1175/jamc-d-23-0043.1
Jodie E. Clark, Sen Chiao
This study investigates the connection between the arrival of dry stratospheric air with the Soberanes Fire (2016). The Hybrid Single-Particle Lagrangian Integrated Trajectory model (HYSPLIT) and Goddard Earth Observing System Forward Processing model (GEOS-FP) are used for back-trajectories and offshore deep stratospheric intrusion (SI) in conjunction with the ignition and outbreak of the fire. The back-trajectory analysis indicates most air reaching the vertical column was critically dry, exhibiting relative humidity values below 10%. As the fire ignited, dry air arrived from due west at heights of 1-3 km about 24 hours prior. During the overnight fire growth, dry air arrived from the northwest to north-northwest at heights of 3.5-5.5 km 48-72 hours prior. The synoptic and the GEOS-FP analysis demonstrate offshore mid-to-low stratospheric intrusion. On July 21, 2016, an enclosed upper-level low approached the California/Oregon border along the northwesterly subtropical jet stream hours before the fire outbreak. The GEOS-FP results of potential vorticity, specific humidity, and ozone along the back-trajectories to the west and northwest of the fire suggest a stratospheric intrusion event into the mid-to-low troposphere at the back-trajectory start points, and vertical velocity indicates sinking motion. The specific humidity analyzed at the arrival time shows the transport of the abnormally dry air to the Soberanes Fire. Results suggest a connection between dry stratospheric air transported to the Soberanes Fire at ignition and overnight accelerated growth, supported by a dark bank in satellite water vapor imagery. The prediction of low-level transport of dry stratospheric air to the coastal communities could help predict the occurrence of wildfire outbreaks, or periods of accelerated fire growth.
本研究调查了平流层干燥空气的到来与Soberanes火灾(2016)之间的联系。利用混合单粒子拉格朗日综合弹道模型(HYSPLIT)和戈达德地球观测系统正向处理模型(GEOS-FP),结合火灾的点火和爆发,对反轨迹和近海深层平流层入侵(SI)进行了研究。反轨迹分析表明,到达垂直柱的大部分空气是极度干燥的,相对湿度低于10%。大火燃烧时,约24小时前从正西方向1-3公里高处吹来干燥空气。在夜间火势增长过程中,干燥空气在48-72小时前从西北向西北偏北到达3.5-5.5公里的高度。天气学分析和GEOS-FP分析显示了海上中低空平流层侵入。2016年7月21日,在火灾爆发前数小时,一个封闭的高层低气压沿着西北副热带急流接近加州/俄勒冈州边境。GEOS-FP结果显示,在火灾西部和西北部的反轨迹上,可能存在平流层侵入对流层中低层的事件,垂直速度表明下沉运动。在到达时间分析的比湿度显示了异常干燥空气向索伯拉内斯火灾的输送。结果表明,在索伯拉内斯大火点燃时,平流层的干燥空气与夜间的加速生长之间存在联系,卫星水汽图像中的黑色河岸也支持了这一点。对干燥的平流层空气向沿海社区的低空输送的预测可以帮助预测野火爆发的发生,或加速火灾增长的时期。
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引用次数: 0
An Analysis of the Effects of Clouds in High-Resolution Forecasting of Surface Short-wave Radiation in South Africa 分析云层对南非地表短波辐射高分辨率预报的影响
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-12-01 DOI: 10.1175/jamc-d-23-0058.1
Joana Mendes, Nosipho Zwane, Brighton Mabasa, H. Tazvinga, Karen Walter, C. Morcrette, Joel Botai
We assess site-specific surface short-wave radiation forecasts from two high resolution configurations of the South African Weather Service numerical weather prediction model, at 4 km and 1.5 km. The models exhibit good skill overall in forecasting surface short-wave radiation, with zero median error for all radiation components. This information is relevant to support a growing Renewable Energy sector in South Africa, particularly for photovoltaics. Further model performance analysis has shown an imbalance between cloud and solar radiation forecasting errors. In addition, cloud over-prediction does not necessarily equate to under-estimating solar radiation. Overcast cloud regimes are predicted too often with an associated positive mean radiation bias, whereas the relative abundance of partly cloudy regimes is under-predicted by the models with mixed radiation biases. Challenges highlighted by the misrepresentation of partly cloudy regimes in solar radiation error attribution may be used to inform improvements to the numerical core, namely the cloud and radiation schemes.
我们利用南非气象局数值天气预报模式的两个高分辨率配置,在4公里和1.5公里处评估特定站点的地面短波辐射预报。模型在预测地表短波辐射方面表现出良好的综合能力,所有辐射分量的中值误差为零。这一信息与支持南非不断增长的可再生能源部门,特别是光伏有关。进一步的模式性能分析表明云和太阳辐射预报误差之间存在不平衡。此外,对云的过度预测并不一定等于对太阳辐射的低估。阴云模式的预测往往伴随着相关的正平均辐射偏差,而部分多云模式的相对丰度被混合辐射偏差的模式低估了。在太阳辐射误差归因中对部分多云状态的错误表述所突出的挑战可用于改进数值核心,即云和辐射方案。
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引用次数: 0
Observations and Estimates of Wet Bulb Globe Temperature in Varied Microclimates 不同小气候条件下的湿球温度观测和估算结果
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-28 DOI: 10.1175/jamc-d-23-0078.1
Jordan Clark, Charles E. Konrad
Wet bulb globe temperature (WBGT) is used to assess environmental heat stress and accounts for the influences of air temperature, humidity, wind speed, and radiation on heat stress. Measurements of WBGT are highly sensitive to slight changes in environmental conditions and can vary several degrees Celsius across small distances (10s to 100s of meters). Compared to observations with an ISO-compliant WBGT meter, this work assesses the accuracy of WBGT measurements made with a popular handheld meter (the Kestrel 5400 Heat Stress Tracker) and WBGT estimates. Measurements were made during the summers of 2019-2021 in a variety of suburban and urban environments in North Carolina, including three high school campuses. WBGT can be estimated from standard weather station variables, and many of these stations report cloud cover in lieu of solar radiation. Therefore, this work also evaluates the accuracy of clear-sky radiation estimates and adjustments to those estimates based on cloud cover. WBGT estimated with the method from Liljegren et al. (2008) from a weather station were on average 0.2°C warmer than observed WBGT, while the Kestrel 5400 WBGT was 0.7°C warmer. Large variations in WBGT were observed across surfaces and shade conditions, with differences of 0.9°C (0.3–1.4°C) between a tennis court and a neighboring grass field. The method for estimating clear-sky radiation in Ryan & Stolzenbach (1972) was most accurate and the clear-sky radiation modified by percentage cloud cover was found to be within 75 w/m2 of observations on average.
湿球温度(WBGT)用于评估环境热应力,并考虑空气温度、湿度、风速和辐射对热应力的影响。湿球温度的测量对环境条件的细微变化非常敏感,在较小的距离(10 至 100 米)内也会有几摄氏度的变化。与使用符合 ISO 标准的 WBGT 测量仪进行的观测相比,本研究评估了使用流行的手持式测量仪(Kestrel 5400 热应力跟踪仪)进行的 WBGT 测量和 WBGT 估计值的准确性。测量是在 2019-2021 年的夏天进行的,地点是北卡罗来纳州的各种郊区和城市环境,包括三个高中校园。WBGT 可以通过标准气象站变量估算,其中许多气象站报告的是云量,而不是太阳辐射。因此,这项工作还评估了晴空辐射估算值的准确性,以及根据云量对估算值进行的调整。采用 Liljegren 等人(2008 年)的方法从气象站估算的 WBGT 平均比观测到的 WBGT 高 0.2°C,而 Kestrel 5400 WBGT 则高 0.7°C。在不同表面和遮阳条件下观测到的 WBGT 差异很大,网球场和邻近草地的 WBGT 相差 0.9°C(0.3-1.4°C)。Ryan 和 Stolzenbach(1972 年)采用的晴空辐射估算方法最为准确,根据云量百分比修正后的晴空辐射与观测值平均相差 75 瓦/平方米。
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引用次数: 0
Spatiotemporal variability of extreme rainfall indices over Nicaragua between 2001-2016 and their relationship with teleconnection patterns 2001-2016 年尼加拉瓜极端降雨指数的时空变化及其与远距离联系模式的关系
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-23 DOI: 10.1175/jamc-d-22-0112.1
Ruth Mendez-Rivas, Maycol Mena Palacios, Reiner Palomino Lemus
We investigated 9 indices of Spatio-temporal extreme precipitation events over Nicaragua during 2001-2016, from GPCC, CHIRPS, and IMERG, and their correlation with teleconnection patterns. The main objectives were to evaluate the variability of extreme precipitation events, to know the performance of IMERG and CHIRPS in the characterization of these extreme events, using GPCC and 4 rain gauges as references, and finally to determine the teleconnection patterns that have the highest correlation with these indices. The spatial coverage of the area with the highest number of consecutive days with daily precipitation less than 1 mm corresponds to the Pacific region, with annual mean values of up to 120 continuous days. Some extreme precipitation event indices (RR, RX1day, and RX5day) show a decreasing trend, suggesting that the study area has been experiencing a reduction of extreme precipitation indices in terms of intensities and duration throughout the study period. In addition, it was observed that CHIRPS shows a better fit when dealing with precipitation events that do not exceed certain thresholds and IMERG improves when describing intense precipitation event patterns. We found that EOFPAC, NIÑA 3.4, PACWARM, and SOI have a greater influence on extreme precipitation events, these results suggest that they are being controlled by ENSO episodes, providing a better understanding of the climate configuration, as a prediction and forecasting potential, useful for agriculture, land use and risk management.
我们从 GPCC、CHIRPS 和 IMERG 中研究了 2001-2016 年期间尼加拉瓜上空极端降水事件的 9 个时空指数及其与远程连接模式的相关性。主要目的是评估极端降水事件的可变性,以 GPCC 和 4 个雨量计为参考,了解 IMERG 和 CHIRPS 在描述这些极端事件方面的性能,最后确定与这些指数相关性最高的远程连接模式。日降水量小于 1 毫米的连续天数最多的地区的空间覆盖范围与太平洋地区相对应,其年平均值高达连续 120 天。一些极端降水事件指数(RR、RX1 天和 RX5 天)呈下降趋势,表明在整个研究期间,研究区域的极端降水指数在强度和持续时间方面都有所减少。此外,我们还观察到,CHIRPS 在处理未超过特定阈值的降水事件时显示出更好的拟合效果,而 IMERG 在描述强降水事件模式时则有所改善。我们发现,EOFPAC、NIÑA 3.4、PACWARM 和 SOI 对极端降水事件的影响更大,这些结果表明极端降水事件受到厄尔尼诺/南方涛动事件的控制,从而更好地了解了气候配置,为农业、土地利用和风险管理提供了预测和预报潜力。
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引用次数: 0
Analyzing “grey zone” turbulent kinetic energy predictions in the boundary layer from three WRF PBL schemes over New York City and comparison to aircraft measurements 分析三种 WRF PBL 方案对纽约市上空边界层 "灰色区域 "湍流动能的预测,并与飞机测量结果进行比较
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-22 DOI: 10.1175/jamc-d-22-0181.1
Austin P. Hope, Israel Lopez-Coto, K. Hajny, J. Tomlin, R. Kaeser, B. Stirm, A. Karion, P. Shepson
We investigated the ability of three planetary boundary layer (PBL) schemes in the Weather Research and Forecasting (WRF) model to simulate boundary layer turbulence in the “grey zone” (i.e. resolutions from 100 m to 1 km). The three schemes chosen are the well-established MYNN PBL scheme and the two newest PBL schemes added to WRF: the SMS-3DTKE scheme and the EEPS scheme. The SMS-3DTKE scheme is designed to be scale-aware and avoid the double-counting of turbulent kinetic energy (TKE) in simulations within the grey zone. We evaluated their performance using aircraft measurements obtained during three research flights immediately downwind of Manhattan, New York City. The MYNN PBL scheme simulates TKE best, despite not being scale-aware and slightly underestimating TKE from observations, while the SMS-3DTKE scheme appears to be overly scale-aware for the three flights examined, in particular when combined with the MM5 surface layer scheme. The EEPS scheme significantly underestimates TKE, mostly in the elevated layers of the boundary layer. Additionally, we examined the impact of flow over tall buildings on observed TKE and found that only the windiest day showed a significant increase in TKE directly downwind of Manhattan. This impact was, however, not reproduced by any of the model configurations, regardless of the land use data selected, although the better resolved NLCD land use led to a slight improvement of the spatial distribution of TKE, implying that more explicit representation of the impact of tall buildings may be needed to fully capture their impact on boundary layer turbulence.
我们研究了天气研究和预报(WRF)模式中三种行星边界层(PBL)方案模拟 "灰色区域"(即分辨率从 100 米到 1 公里)边界层湍流的能力。选择的三个方案是成熟的 MYNN PBL 方案和 WRF 最新加入的两个 PBL 方案:SMS-3DTKE 方案和 EEPS 方案。SMS-3DTKE 方案具有规模感知能力,可避免在灰色区域内的模拟中重复计算湍流动能(TKE)。我们利用紧邻纽约曼哈顿下风方向的三次研究飞行中获得的飞机测量数据对它们的性能进行了评估。MYNN PBL 方案模拟 TKE 的效果最好,尽管它不具备尺度感知能力,而且略微低估了观测数据中的 TKE;而 SMS-3DTKE 方案在所考察的三次飞行中似乎过于具备尺度感知能力,尤其是与 MM5 表层方案相结合时。EEPS 方案大大低估了 TKE,主要是在边界层的高架层。此外,我们还研究了高楼上空的气流对观测到的 TKE 的影响,发现只有风力最大的一天,曼哈顿正下风向的 TKE 出现了显著增加。然而,无论选择哪种土地利用数据,任何模型配置都无法再现这种影响,尽管分辨率更高的 NLCD 土地利用数据略微改善了 TKE 的空间分布,这意味着可能需要更明确地表示高层建筑的影响,以充分捕捉其对边界层湍流的影响。
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引用次数: 0
Evaluation of soil moisture in the Canadian Seasonal to Interannual Prediction System version 2.1 (CanSIPSv2.1) 加拿大季节到年际预报系统 2.1 版(CanSIPSv2.1)中的土壤湿度评估
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-21 DOI: 10.1175/jamc-d-23-0034.1
R. Sospedra‐Alfonso, W. Merryfield, Viatsheslav V. Kharin, Woo-Sung Lee, Hai Lin, G. T. Diro, Ryan Muncaster
We evaluate the soil moisture hindcasts and the reconstruction runs giving the hindcasts initial conditions in version 2.1 of the Canadian Seasonal to Interannual Prediction System (CanSIPSv2.1). Different strategies are used to initialize the hindcasts for the two CanSIPSv2.1 models, CanCM4i and GEM5-NEMO, with contrasting impacts on the soil moisture initial conditions and forecast performance. Forecast correlation skill is decomposed into contributions from persistence of the initial anomalies and contributions not linked to persistence, with performance largely driven by the accuracy of the initial conditions in regions of strong persistence. Seasonal soil moisture correlation skill is significant for several months into the hindcasts depending on initial and target months, with contributions not linked to persistence becoming more notable at longer lead times. For the first 2-4 months, the quality of CanSIPSv2.1 ensemble mean forecasts tend to be higher on average during summer and fall, and is comparable to that of the best performing model, whereas CanSIPSv2.1 outperforms the single models during spring and winter. For longer lead times, remote climate influences from the Pacific Ocean are notable and contribute to predictable soil moisture variability in teleconnected regions.
我们评估了加拿大季节到年际预报系统 2.1 版(CanSIPSv2.1)中的土壤水分后报和给出后报初始条件的重建运行。CanCM4i 和 GEM5-NEMO 这两个 CanSIPSv2.1 模式的后报初始化采用了不同的策略,对土壤水分初始条件和预报性能的影响也截然不同。预报相关技能分为初始异常持续性贡献和与持续性无关的贡献,预报性能主要取决于强持续性区域初始条件的准确性。根据初始月份和目标月份的不同,季节性土壤水分相关技能在后向预报的几个月内都很重要,与持续性无关的贡献在较长的前导时间内变得更加显著。在最初的 2-4 个月中,CanSIPSv2.1 的集合平均预报质量在夏季和秋季平均较高,与表现最好的模式相当,而在春季和冬季,CanSIPSv2.1 则优于单一模式。在较长的预报时间内,来自太平洋的遥远气候影响是显著的,并有助于预测远距离联系地区的土壤水分变化。
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引用次数: 0
Experiments on the thermal performance and service life of three high-albedo roof materials in Nanjing, China 中国南京三种高浮土屋顶材料的热工性能和使用寿命实验
IF 3 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-15 DOI: 10.1175/jamc-d-23-0031.1
Shanchuan Xiao, Di Cheng, Ning Hu, Yongwei Wang, Huilin Zhang, Yuwang Gou, Xiang Li, Zhenglin Lv
The use of high-albedo roof materials is a simple and effective way to reduce roof temperature, conserve electricity required for air conditioning, and ease power shortages. In this study, three common cooling roof materials, namely white elastomeric acrylic (AC) paint, a white thermoplastic polyolefin (TPO) membrane, and an aluminum foil composite film–covered styrene–butadiene–styrene bituminous (SBS) membranes, were chosen to conduct a nearly-four-year experiment in Nanjing, China, to study the difference in surface temperatures (ΔTs) between the cooling roof materials and concrete. The results showed that even during heat waves, ΔTs was only 2.1° (AC), 3.8° (TPO), and 7.0° (SBS) on average and 6.9°–18.2° to the greatest extent, which was far less than those reported by many studies. The intensity of solar radiation where the cooling roof material is used and the roof material’s albedo contribute to the difference in ΔTs. The initial albedo of the AC was 0.53 and dropped to 0.16 due to rapid aging, which is close to that of concrete, in less than three months. The albedo of TPO and SBS dropped to 0.16 after 9 and 4.7 years, respectively. Further, SBS is optimal choice in terms of cost and performance, costing only 0.67 USD m−2 per year. However, its albedo exhibits seasonal fluctuations and is significantly affected by air pollution. In particular, particulate matter settles on the surface, thereby decreasing the albedo. Nevertheless, manual cleaning can recover the albedo, extend service life, and further reduce costs.
使用高隔热屋顶材料是降低屋顶温度、节约空调用电和缓解电力短缺的一种简单而有效的方法。本研究选择了三种常见的降温屋面材料,即白色弹性丙烯酸(AC)涂料、白色热塑性聚烯烃(TPO)卷材和铝箔复合膜包覆的苯乙烯-丁二烯-苯乙烯沥青(SBS)卷材,在中国南京进行了为期近四年的实验,研究降温屋面材料与混凝土之间的表面温度差异(ΔTs)。结果表明,即使在热浪期间,ΔTs 的平均值也仅为 2.1°(AC)、3.8°(TPO)和 7.0°(SBS),最大值为 6.9°-18.2°,远低于许多研究报告。使用冷却屋顶材料的太阳辐射强度和屋顶材料的反照率造成了 ΔTs 的差异。AC 的初始反照率为 0.53,由于在不到三个月的时间内迅速老化,反照率降至 0.16,接近混凝土的反照率。TPO 和 SBS 的反照率分别在 9 年和 4.7 年后降至 0.16。此外,就成本和性能而言,SBS 是最佳选择,每年的成本仅为 0.67 美元 m-2。然而,SBS 的反照率会出现季节性波动,并受到空气污染的严重影响。特别是,颗粒物质会沉积在表面,从而降低反照率。不过,人工清洁可以恢复反照率,延长使用寿命,并进一步降低成本。
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引用次数: 0
A 40-year statistics of warm-season extreme hourly precipitation over Southwest China 西南地区暖季极端小时降水40年统计
3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-08 DOI: 10.1175/jamc-d-23-0018.1
Rouyi Jiang, Xiaopeng Cui, Jian Lin, Jia Tian
Abstract Southwest China (SWC) possesses complicated topography with frequent geological activities, where heavy precipitation occurs frequently in warm seasons. Few previous studies on extreme precipitation were carried out at hourly scales. In this study, spatiotemporal variations of the extreme hourly precipitation (EHP) over SWC during the warm season of 1981-2020 and the involved mechanisms are investigated. Results show that the threshold and intensity of EHP present similar spatial distribution—lower (higher) in the west (east) part of SWC, while the EHP frequency is opposite. The long-term trend of EHP amount shows a more significant positive tendency than that of hourly precipitation (HP) amount, due to synchronous increases in intensity and frequency. The significant increasing trend of EHP occurs in areas above 500 m terrain height, with a weak increasing trend below 500 m (e.g., Chongqing and eastern Sichuan). EHP appears mainly from June to August and exhibits a bimodal distribution in diurnal variation. The mechanism analysis demonstrates that occurrences of EHP are generally accompanied by positive anomalies of temperature, humidity, and geopotential height. Anomalous cyclonic circulation can also be found in the low-level wind field. The westward and northward extension of the western North Pacific subtropical high (WNPSH) as well as temperature rise may be the primary reason for the increase of EHP. For Chongqing and eastern Sichuan, the anticyclone circulation in low-level and the significantly weakened water vapor flux convergence cause poor moisture and dynamic conditions, inhibiting the growth of EHP.
摘要西南地区地形复杂,地质活动频繁,暖季强降水频发。以往对极端降水的研究很少以小时为尺度进行。本文研究了1981—2020年暖季西南地区极端小时降水(EHP)的时空变化特征及其机制。结果表明:东(西)区EHP阈值低(高),东(西)区EHP频率高(东)区EHP频率低(东);由于强度和频率的同步增加,EHP量的长期趋势比逐时降水(HP)量表现出更显著的正趋势。EHP在500 m以上地区呈显著上升趋势,500 m以下地区(如重庆和川东)呈微弱上升趋势。EHP主要出现在6 ~ 8月,日变化呈双峰分布。机制分析表明,EHP的发生通常伴随着温度、湿度和位势高度的正异常。低空风场也存在异常气旋环流。北太平洋副热带高压(WNPSH)的西向北扩展和气温的升高可能是EHP增加的主要原因。在重庆和川东地区,低空反气旋环流和水汽通量辐合明显减弱导致水汽和动力条件较差,抑制了EHP的生长。
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引用次数: 0
Quantification of long-range dependence in hydroclimatic time series: a method-comparison study 水文气候时间序列长期相关性的量化:方法对比研究
3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-02 DOI: 10.1175/jamc-d-23-0129.1
Jingyi Niu, Ping Xie, Yan-Fang Sang, Liping Zhang, Linqian Wu, Yanxin Zhu, Bellie Sivakumar, Jingqun Huo, Deliang Chen
Abstract Accurate evaluation of the long-range dependence in hydroclimatic time series is important for understanding its inherent characteristics. However, the reliability of its evaluation may be questioned, since different methods may yield various outcomes. In this study, we evaluate the performances of seven widely used methods for estimating long-range dependence: absolute moment estimation, difference variance estimation, residuals variance estimation, rescaled range estimation, periodogram estimation, wavelet estimation (WLE), and discrete second derivative estimation (DSDE). We examine the influences of six major factors: data length, mean value, three nonstationary components (trend, jump, and periodicity), and one stationary component (short-range dependence). Results from the Monte-Carlo experiments show that WLE and DSDE have greater credibility than the other five methods. They also reveal that data length, as well as stationary and nonstationary components, have notable influences on the evaluation of long-range dependence. Following it, we use the WLE and DSDE methods to evaluate the long-range dependence of precipitation during 1961–2015 on Tibetan Plateau. The results indicate that the precipitation variability mirrors the long-range dependence of the Indian summer monsoon, but with obvious spatial difference. This result is consistent with the observations made by previous studies, further confirming the superiority of the WLE and DSDE methods. The outcomes from this study have important implications for modeling and prediction of hydroclimatic time series.
准确评价水文气候时间序列的长期相关性对于理解其内在特征具有重要意义。然而,其评估的可靠性可能受到质疑,因为不同的方法可能产生不同的结果。在本研究中,我们评估了7种广泛使用的估计远程相关性的方法的性能:绝对矩估计、差方差估计、残差方差估计、重标距估计、周期图估计、小波估计(WLE)和离散二阶导数估计(DSDE)。我们研究了六个主要因素的影响:数据长度、平均值、三个非平稳成分(趋势、跳跃和周期性)和一个平稳成分(短距离依赖)。蒙特卡洛实验结果表明,WLE和DSDE方法比其他五种方法具有更高的可信度。他们还发现,数据长度以及平稳和非平稳成分对远程依赖性的评估有显著影响。在此基础上,利用WLE和DSDE方法对1961-2015年青藏高原降水的长期相关性进行了分析。结果表明,降水变率反映了印度夏季风的长期依赖性,但存在明显的空间差异。这一结果与前人的研究结果一致,进一步证实了WLE和DSDE方法的优越性。研究结果对水文气候时间序列的建模和预测具有重要意义。
{"title":"Quantification of long-range dependence in hydroclimatic time series: a method-comparison study","authors":"Jingyi Niu, Ping Xie, Yan-Fang Sang, Liping Zhang, Linqian Wu, Yanxin Zhu, Bellie Sivakumar, Jingqun Huo, Deliang Chen","doi":"10.1175/jamc-d-23-0129.1","DOIUrl":"https://doi.org/10.1175/jamc-d-23-0129.1","url":null,"abstract":"Abstract Accurate evaluation of the long-range dependence in hydroclimatic time series is important for understanding its inherent characteristics. However, the reliability of its evaluation may be questioned, since different methods may yield various outcomes. In this study, we evaluate the performances of seven widely used methods for estimating long-range dependence: absolute moment estimation, difference variance estimation, residuals variance estimation, rescaled range estimation, periodogram estimation, wavelet estimation (WLE), and discrete second derivative estimation (DSDE). We examine the influences of six major factors: data length, mean value, three nonstationary components (trend, jump, and periodicity), and one stationary component (short-range dependence). Results from the Monte-Carlo experiments show that WLE and DSDE have greater credibility than the other five methods. They also reveal that data length, as well as stationary and nonstationary components, have notable influences on the evaluation of long-range dependence. Following it, we use the WLE and DSDE methods to evaluate the long-range dependence of precipitation during 1961–2015 on Tibetan Plateau. The results indicate that the precipitation variability mirrors the long-range dependence of the Indian summer monsoon, but with obvious spatial difference. This result is consistent with the observations made by previous studies, further confirming the superiority of the WLE and DSDE methods. The outcomes from this study have important implications for modeling and prediction of hydroclimatic time series.","PeriodicalId":15027,"journal":{"name":"Journal of Applied Meteorology and Climatology","volume":"15 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135973295","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations 利用船载观测对南大洋IMERG和ERA5定量降水估计的评价
3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-11-01 DOI: 10.1175/jamc-d-23-0039.1
E. Montoya Duque, Y. Huang, P.T. May, S.T. Siems
Abstract Recent voyages of the Australian R/V Investigator across the remote Southern Ocean have provided unprecedented observations of precipitation made with both an Ocean Rainfall and Ice-Phase Precipitation Measurement Network (OceanRAIN) maritime disdrometer and a dual-polarization C-band weather radar (OceanPOL). This present study employs these observations to evaluate the Global Precipitation Measurement (GPM) Integrated Multi-satellitE Retrievals for GPM (IMERG) and the fifth major global reanalysis produced by ECMWF (ERA5) precipitation products. Working at a resolution of 60 min and 0.25° (∼25 km), light rain and drizzle are most frequently observed across the region. The IMERG product overestimated precipitation intensity when evaluated against the OceanRAIN but captured the frequency of occurrence well. Looking at the synoptic/process scale, IMERG was found to be the least accurate (overestimated intensity) under warm-frontal and high-latitude cyclone conditions, where multilayer clouds were commonly present. Under postfrontal conditions, IMERG underestimated the precipitation frequency. In comparison, ERA5’s skill was more consistent across various synoptic conditions, except for high pressure conditions where the precipitation frequency (intensity) was highly overestimated (underestimated). Using the OceanPOL radar, an area-to-area analysis (fractional skill score) finds that ERA5 has greater skill than IMERG. There is little agreement in the phase classification between the OceanRAIN disdrometer, IMERG, and ERA5. The comparisons are complicated by the various assumptions for phase classification in the different datasets. Significance Statement Our best quantitative estimates of precipitation over the remote, pristine Southern Ocean (SO) continue to suffer from a high degree of uncertainty, with large differences present among satellite-based and reanalysis products. New instrumentation on the R/V Investigator , specifically a dual-polarization C-band weather radar (OceanPOL) and a maritime disdrometer (OceanRAIN), provide unprecedented high-quality observations of precipitation across the SO that will aid in improving precipitation estimates in this region. We use these observations to evaluate the IMERG and ERA5 precipitation products. We find that, in general, IMERG overestimated precipitation intensity, but captured the frequency of occurrence well. In comparison, ERA5 was found to overestimate the frequency of precipitation. Using the OceanPOL radar, an area-to-area analysis finds that ERA5 has greater skill than IMERG.
最近,澳大利亚R/V探测器穿越遥远的南大洋,利用海洋降雨和冰相降水测量网络(OceanRAIN)海洋分差仪和双极化c波段天气雷达(OceanPOL)提供了前所未有的降水观测。本研究利用这些观测资料对全球降水测量(GPM)综合多卫星检索(IMERG)和ECMWF降水产品产生的第五次主要全球再分析(ERA5)进行了评估。在60分钟和0.25°(~ 25公里)的分辨率下,整个地区最常观测到小雨和毛毛雨。IMERG产品在与OceanRAIN进行评估时高估了降水强度,但很好地捕捉到了发生频率。从天气/过程尺度来看,在通常存在多层云的暖锋和高纬度气旋条件下,IMERG是最不准确的(高估强度)。在锋后条件下,IMERG低估了降水频率。相比之下,ERA5的技能在各种天气条件下更加一致,除了高压条件下降水频率(强度)被高度高估(低估)。使用OceanPOL雷达,区域对区域分析(分数技能分数)发现ERA5比IMERG具有更高的技能。在相位分类上,OceanRAIN分差仪、IMERG和ERA5的差异不大。由于在不同的数据集中对相位分类的不同假设,比较变得复杂。我们对遥远的、原始的南大洋(SO)降水的最佳定量估计仍然存在高度的不确定性,卫星产品和再分析产品之间存在很大差异。R/V调查员号上的新仪器,特别是双偏振c波段天气雷达(OceanPOL)和海洋分差仪(OceanRAIN),提供了前所未有的高质量的降水观测,这将有助于改善该地区的降水估计。我们利用这些观测值来评估IMERG和ERA5降水产品。我们发现,总的来说,IMERG高估了降水强度,但很好地捕捉了降水发生的频率。相比之下,ERA5高估了降水频率。使用海洋刑警组织的雷达,区域对区域分析发现,ERA5比IMERG具有更高的技能。
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引用次数: 1
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Journal of Applied Meteorology and Climatology
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