LULCC 对南非东部悬崖边界层气候的影响归因

IF 1.3 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Journal of Earth System Science Pub Date : 2024-09-09 DOI:10.1007/s12040-024-02388-y
Tumelo Mohomi, Nkanyiso B Mbatha, Danie S Boshoff, Innocent L Mbokodo, Thando Ndarana, Mary-Jane M Bopape, Hector Chikoore
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引用次数: 0

摘要

地表特征可能会通过地表附近的水分、能量和动量交换影响行星边界层大气和气候。我们利用再分析数据和从 1979 年到 2020 年的卫星估计数据,分析了多时空陆地卫星衍生的土地利用/土地覆被变化(LULCC)对南非东部温度和降水变化的影响。在基于云的谷歌地球引擎中,使用基于像素的机器学习随机森林监督算法将陆地卫星图像分类为不同的土地覆被类别。采用时间序列分析来分析 LULCC 和水文气象变量的周期和趋势,同时利用变量重要性模型确定最敏感变量。通过多元线性回归分析了 LULCC 对边界层气候的影响。观察到城市地区不间断地快速扩张,导致草地、水体、森林和耕地发生变化。在整个研究期间,水汽和能量通量以及水文气象变量都发生了统计意义上的重大变化。潜热通量(LHF)和降雨量均有所下降,而最高气温、显热和潜在蒸散量(PET)则显著增加。我们发现,土地利用、土地利用的变化和碳循环(LULCC)对边界层气候产生了重大影响,城市和裸地、草地、森林和耕地对温度产生了积极影响,而对降雨产生了消极影响。降雨对 LHF 的变化最为敏感,而温度变化的主要驱动因素是 PET。我们的研究结果加强了土地利用、土地利用的变化和相关反馈对理解边界层过程、气候多变性和变化的重要性。
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Attributing impacts of LULCC on the boundary layer climate of South Africa’s eastern escarpment

Land surface characteristics may influence the planetary boundary layer atmosphere and climate through exchanges of moisture, energy, and momentum near the surface. We attributed the impact of multitemporal landsat-derived land use/land cover change (LULCC) on temperature and precipitation variability in eastern South Africa using reanalysis data and satellite-derived estimates from 1979 to 2020. Landsat images were classified into different land cover classes using a machine learning random forest pixel-based supervised algorithm within the cloud-based Google Earth Engine. Time series analysis was employed to analyze cycles and trends in LULCC and hydrometeorological variables, whilst the variable importance model determined the most sensitive variable. The impacts of LULCC on the boundary layer climate were attributed via multiple linear regression. An uninterrupted rapid expansion of urban areas was observed, resulting in the transformation of grasslands, water bodies, forests, and croplands. Statistically significant changes in moisture and energy fluxes, and hydrometeorological variables were observed across the study period. Latent heat flux (LHF), as well as rainfall decreased, while maximum temperature, sensible heat, and potential evapotranspiration (PET) increased significantly. We found that LULCC is significantly impacting the boundary layer climate, with urban and bare land, grasslands, forests, and croplands influencing temperature positively while negatively influencing rainfall. Rainfall was most sensitive to changes in LHF, whilst the key driver of temperature variability was PET. Our results reinforce the significance of LULCC and associated feedbacks to understanding boundary layer processes, climate variability, and change.

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来源期刊
Journal of Earth System Science
Journal of Earth System Science Earth and Planetary Sciences-General Earth and Planetary Sciences
CiteScore
3.20
自引率
5.30%
发文量
226
期刊介绍: The Journal of Earth System Science, an International Journal, was earlier a part of the Proceedings of the Indian Academy of Sciences – Section A begun in 1934, and later split in 1978 into theme journals. This journal was published as Proceedings – Earth and Planetary Sciences since 1978, and in 2005 was renamed ‘Journal of Earth System Science’. The journal is highly inter-disciplinary and publishes scholarly research – new data, ideas, and conceptual advances – in Earth System Science. The focus is on the evolution of the Earth as a system: manuscripts describing changes of anthropogenic origin in a limited region are not considered unless they go beyond describing the changes to include an analysis of earth-system processes. The journal''s scope includes the solid earth (geosphere), the atmosphere, the hydrosphere (including cryosphere), and the biosphere; it also addresses related aspects of planetary and space sciences. Contributions pertaining to the Indian sub- continent and the surrounding Indian-Ocean region are particularly welcome. Given that a large number of manuscripts report either observations or model results for a limited domain, manuscripts intended for publication in JESS are expected to fulfill at least one of the following three criteria. The data should be of relevance and should be of statistically significant size and from a region from where such data are sparse. If the data are from a well-sampled region, the data size should be considerable and advance our knowledge of the region. A model study is carried out to explain observations reported either in the same manuscript or in the literature. The analysis, whether of data or with models, is novel and the inferences advance the current knowledge.
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