Linking reported drought impacts with drought indices, water scarcity and aridity: the case of Kenya

IF 4.2 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Natural Hazards and Earth System Sciences Pub Date : 2023-09-01 DOI:10.5194/nhess-23-2915-2023
Marleen R. Lam, A. Matanó, A. V. van Loon, Rhoda A. Odongo, A. Teklesadik, C. Wamucii, Marc J. C. van den Homberg, Shamton Waruru, A. Teuling
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Abstract

Abstract. The relation between drought severity and drought impacts is complex and relatively unexplored in the African continent. This study assesses the relation between reported drought impacts, drought indices, water scarcity and aridity across several counties in Kenya. The monthly bulletins of the National Drought Management Authority in Kenya provided drought impact data. A random forest (RF) model was used to explore which set of drought indices (standardized precipitation index, standardized precipitation evapotranspiration index, standardized soil moisture index and standardized streamflow index) best explains drought impacts on pasture, livestock deaths, milk production, crop losses, food insecurity, trekking distance for water and malnutrition. The findings of this study suggest a relation between drought severity and the frequency of drought impacts, whereby the latter also showed a positive relation with aridity. A relation between water scarcity and aridity was not found. The RF model revealed that every region, aggregated by aridity, had their own set of predictors for every impact category. Longer timescales (≥ 12 months) and the standardized streamflow index were strongly represented in the list of predictors, indicating the importance of hydrological drought to predict drought impact occurrences. This study highlights the potential of linking drought indices with text-based impact reports while acknowledging that the findings strongly depend on the availability of drought impact data. Moreover, it emphasizes the importance of considering spatial differences in aridity, water scarcity and socio-economic conditions within a region when exploring the relationships between drought impacts and indices.
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将报告的干旱影响与干旱指数、缺水和干旱联系起来:以肯尼亚为例
摘要在非洲大陆,干旱严重程度和干旱影响之间的关系是复杂的,相对来说还没有被探索过。本研究评估了肯尼亚几个县报告的干旱影响、干旱指数、水资源短缺和干旱之间的关系。肯尼亚国家干旱管理局的月度公报提供了干旱影响的数据。采用随机森林(RF)模型,探讨哪一组干旱指数(标准化降水指数、标准化降水蒸散指数、标准化土壤湿度指数和标准化河流流量指数)最能解释干旱对牧场、牲畜死亡、产奶量、作物损失、粮食不安全、取水长途跋涉距离和营养不良的影响。研究结果表明,干旱严重程度与干旱影响频率之间存在一定的关系,而干旱影响频率也与干旱程度呈正相关。水资源短缺与干旱之间没有关系。RF模型显示,每个地区,按干旱程度汇总,对每个影响类别都有自己的一套预测因子。较长的时间尺度(≥12个月)和标准化的河流流量指数在预测因子列表中有较强的代表性,表明水文干旱对预测干旱影响的重要性。这项研究强调了将干旱指数与基于文本的影响报告联系起来的潜力,同时承认研究结果在很大程度上取决于干旱影响数据的可用性。此外,它强调了在探索干旱影响与指数之间的关系时,考虑区域内干旱、缺水和社会经济条件的空间差异的重要性。
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来源期刊
Natural Hazards and Earth System Sciences
Natural Hazards and Earth System Sciences 地学-地球科学综合
CiteScore
7.60
自引率
6.50%
发文量
192
审稿时长
3.8 months
期刊介绍: Natural Hazards and Earth System Sciences (NHESS) is an interdisciplinary and international journal dedicated to the public discussion and open-access publication of high-quality studies and original research on natural hazards and their consequences. Embracing a holistic Earth system science approach, NHESS serves a wide and diverse community of research scientists, practitioners, and decision makers concerned with detection of natural hazards, monitoring and modelling, vulnerability and risk assessment, and the design and implementation of mitigation and adaptation strategies, including economical, societal, and educational aspects.
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