A spatio‐temporal structure‐based approach to drought characterisation

事件(粒子物理) 质心 相似性(几何) 比例(比率) 集合(抽象数据类型) 子空间拓扑 地理坐标系 纬度 维数(图论) 经度 气候学 计算机科学 数据挖掘 数学 统计 地理 地质学 地图学 人工智能 大地测量学 物理 量子力学 程序设计语言 纯数学 图像(数学)
作者
Benjamin Lloyd‐Hughes
出处
期刊:International Journal of Climatology [Wiley]
卷期号:32 (3): 406-418 被引量:205
标识
DOI:10.1002/joc.2280
摘要

Abstract Drought characterisation is an intrinsically spatio‐temporal problem. A limitation of previous approaches to characterisation is that they discard much of the spatio‐temporal information by reducing events to a lower‐order subspace. To address this, an explicit 3‐dimensional (longitude, latitude, time) structure‐based method is described in which drought events are defined by a spatially and temporarily coherent set of points displaying standardised precipitation below a given threshold. Geometric methods can then be used to measure similarity between individual drought structures. Groupings of these similarities provide an alternative to traditional methods for extracting recurrent space‐time signals from geophysical data. The explicit consideration of structure encourages the construction of summary statistics which relate to the event geometry. Example measures considered are the event volume, centroid, and aspect ratio. The utility of a 3‐dimensional approach is demonstrated by application to the analysis of European droughts (15°W to 35°E, and 35°N to 70°N) for the period 1901–2006. Large‐scale structure is found to be abundant with 75 events identified lasting for more than 3 months and spanning at least 0.5 × 10 6 km 2 . Near‐complete dissimilarity is seen between the individual drought structures, and little or no regularity is found in the time evolution of even the most spatially similar drought events. The spatial distribution of the event centroids and the time evolution of the geographic cross‐sectional areas strongly suggest that large area, sustained droughts result from the combination of multiple small area (∼10 6 km 2 ) short duration (∼3 months) events. The small events are not found to occur independently in space. This leads to the hypothesis that local water feedbacks play an important role in the aggregation process. Copyright © 2011 Royal Meteorological Society

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