Model-Based Weather Radar Remote Sensing of Explosive Volcanic Ash Eruption

被引:28
|
作者
Marzano, Frank Silvio [1 ,2 ]
Marchiotto, Sara [1 ,2 ]
Textor, Christiane [3 ]
Schneider, David J. [4 ]
机构
[1] Univ Roma La Sapienza, Dept Elect Engn, I-00184 Rome, Italy
[2] Univ Aquila, Ctr Excellence CETEMPS, I-67010 Coppito, Italy
[3] DLR Umwelt, Deutsch IPCC Koordinierungsstelle Projekttrager, D-53227 Bonn, Germany
[4] US Geol Survey, Alaska Volcano Observ, Alaska Sci Ctr, Anchorage, AK 99508 USA
来源
关键词
Ash particle aggregation; ash retrieval; inversion methods; microwave radars; numerical simulation; volcanic eruption clouds; CLOUD MICROPHYSICS PARAMETERIZATION; FAILURES;
D O I
10.1109/TGRS.2010.2047862
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Microphysical and dynamical features of volcanic ash clouds can be quantitatively monitored by using ground-based microwave weather radars. These systems can provide data for determining the ash volume, total mass, and height of eruption clouds. In order to demonstrate the unique potential of this microwave active remote-sensing technique, the case study of the eruption of Augustine Volcano in Alaska in January 2006 is described and analyzed. Volume scan data, acquired by a NEXRAD WSR-88D S-band ground-based weather radar, are processed to automatically classify and estimate eruptive cloud particle concentration. The numerical results of the coupled model Z-reflectivity from Active Tracer High resolution Atmospheric Model (ATHAM), including particle aggregation processes and simulation of radar reflectivity from the ATHAM microphysical model, are exploited to train the inversion algorithm. The volcanic ash radar retrieval based on the ATHAM algorithm is a physical-statistical approach based on the backscattering microphysical model of volcanic cloud particles (hydrometeors, ash, and aggregates), used within a Bayesian classification and optimal regression algorithm. A sensitivity analysis is carried out to evaluate the overall error budget. The evolution of the Augustine eruption is discussed in terms of radar measurements and products, pointing out the unique features, the current limitations, and future improvements of radar remote sensing of volcanic plumes.
引用
收藏
页码:3591 / 3607
页数:17
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