Forecast Applications of GLM Gridded Products: A Data Fusion Perspective

IF 3 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Weather and Forecasting Pub Date : 2023-09-08 DOI:10.1175/waf-d-23-0078.1
Kevin C. Thiel, Kristin M. Calhoun, Anthony E. Reinhart
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Abstract

The recently deployed GOES-R series Geostationary Lightning Mapper (GLM) provides forecasters with a new, rapidly-updating lightning data source to diagnose, forecast, and monitor atmospheric convection. Gridded GLM products have been developed to improve operational forecast applications, with variables including Flash Extent Density (FED), Minimum Flash Area (MFA), and Total Optical Energy (TOE). While these gridded products have been evaluated, there is a continual need to integrate these products with other datasets available to forecasters such as radar, satellite imagery, and ground-based lightning networks. Data from the Advanced Baseline Imager (ABI), Multi-Radar Multi-Sensor (MRMS) system, and one ground-based lightning network were compared against gridded GLM imagery from GOES-East and GOES-West in case studies of two supercell thunderstorms, along with a bulk study from 13 April through 31 May 2019, to provide further validation and applications of gridded GLM products from a data fusion perspective. Increasing FED and decreasing MFA corresponded with increasing thunderstorm intensity from the perspective of ABI infrared imagery and MRMS vertically integrated reflectivity products, and was apparent for more robust and severe convection. Flash areas were also observed to maximize between clean-IR brightness temperatures of 210 to 230 K, and isothermal reflectivity at −10 °C of 20 to 30 dBZ. TOE observations from both GLMs provided additional context of local GLM flash rates in each case study, due to their differing perspectives of convective updrafts.
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GLM网格产品的预测应用:一个数据融合的视角
最近部署的GOES-R系列地球静止闪电映射器(GLM)为预报员提供了一个新的快速更新的闪电数据源,用于诊断、预测和监测大气对流。网格GLM产品已被开发用于改进操作预测应用,变量包括闪光范围密度(FED)、最小闪光面积(MFA)和总光能(TOE)。虽然这些网格化产品已经过评估,但仍需要将这些产品与预报员可用的其他数据集相集成,如雷达、卫星图像和地面闪电网络。在两次超级单体雷暴的案例研究中,将来自高级基线成像仪(ABI)、多雷达多传感器(MRMS)系统和一个地面闪电网络的数据与GOES东部和GOES西部的网格GLM图像进行了比较,并对2019年4月13日至5月31日的大量研究进行了比较,从数据融合的角度提供网格化GLM产品的进一步验证和应用。从ABI红外图像和MRMS垂直积分反射率产品的角度来看,FED的增加和MFA的减少与雷暴强度的增加相对应,并且对于更强劲和更强烈的对流来说是明显的。还观察到闪光区域在210至230 K的清洁IR亮度温度和20至30 dBZ的−10°C等温反射率之间最大化。两个GLM的TOE观测结果在每个案例研究中都提供了当地GLM闪光率的额外背景,因为它们对对流上升气流的看法不同。
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来源期刊
Weather and Forecasting
Weather and Forecasting 地学-气象与大气科学
CiteScore
5.20
自引率
17.20%
发文量
131
审稿时长
6-12 weeks
期刊介绍: Weather and Forecasting (WAF) (ISSN: 0882-8156; eISSN: 1520-0434) publishes research that is relevant to operational forecasting. This includes papers on significant weather events, forecasting techniques, forecast verification, model parameterizations, data assimilation, model ensembles, statistical postprocessing techniques, the transfer of research results to the forecasting community, and the societal use and value of forecasts. The scope of WAF includes research relevant to forecast lead times ranging from short-term “nowcasts” through seasonal time scales out to approximately two years.
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