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Characterising Heatwave Responses and Climate Driver Impacts Using Multicollinearity-Controlled Generalised Linear Mixed Models in Urban and Forest Trees (2018-2023). 基于多重共线性控制广义线性混合模型的城市和森林树木热浪响应和气候驱动因素影响特征(2018-2023)
IF 4.7 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2026-01-01 Epub Date: 2025-05-15 DOI: 10.1007/s41748-025-00648-5
Ramla Khan, Philip Wheeler, David Gowing
<p><p>Climate change is intensifying stressors on tree ecosystems, creating an urgent need to understand how climate variables influence vegetation health. This study investigated the influence of leaf temperature, wind speed, surface pressure, and moisture levels on tree health in a deciduous forest at Aspley Heath and an urban area in Milton Keynes, UK, using the normalised difference vegetation index (NDVI) as a vegetation health indicator. Satellite data from 2018 to 2023 revealed multiple heatwave events, with leaf temperatures surpassing the critical thresholds of 38 °C and 42 °C, as determined through controlled experiments. Generalised linear mixed models (GLMMs) demonstrated strong interactions between climate variables and vegetation health. Increased leaf temperature was positively associated with NDVI in both ecosystems, though urban trees showed a weaker response (β = 0.32, 95% CI: 0.16-0.48, p < 0.001) compared to forest trees (β = 0.45, 95% CI: 0.35-0.55, p < 0.001), suggesting urban heat island effects limit thermal benefits. Since all predictors were standardised, these coefficients indicate that a 3.82 °C increase in leaf temperature corresponds to a 0.32 NDVI increase in urban areas and a 0.45 increase in forests, reflecting meaningful ecological responses to moderate warming. Wind speed had a consistently negative impact on NDVI, with stronger effects in urban areas <b>(</b>β = - 0.21, 95% CI: - 0.41 to - 0.02, p = 0.035) than in forests (β = - 0.17, 95% CI: - 0.29 to - 0.05, p = 0.004). Surface pressure showed positive associations with vegetation health (urban: β = 0.17, 95% CI: 0.03-0.31, p = 0.02; forest: β = 0.14, 95% CI: 0.04-0.24 p = 0.005), while moisture availability emerged as a critical factor, with forest trees displaying a stronger response <b>(</b>β = 0.39, 95% CI: 0.29-0.49, p < 0.001) compared to urban trees (β = 0.30, 95% CI: 0.20-0.40, p < 0.001). Additionally, time-lag analysis revealed that leaf temperature had both an immediate effect on NDVI (lag 0: β = 0.64, p < 0.001) and a smaller delayed influence the following day (lag + 1: β = 0.18, p < 0.001) on NDVI, highlighting short-term vegetation sensitivity to thermal stress. These findings highlight how urban and forest trees differ in their resilience to climate variables, emphasising the need for targeted environmental management strategies to mitigate climate-induced stressors and protect tree ecosystems.</p><p><strong>Graphical abstract: </strong>The graphical abstract provides a concise visual summary of the study, illustrating how climate variables impact tree health in contrasting urban and forest environments. Using satellite-derived NDVI data and Generalised Linear Mixed Models (GLMMs), the abstract displays the standardised effect sizes (β-values) for key leaf temperature, wind speed, surface pressure, and moisture availability predictors. Each climate variable is clearly labelled alongside its corresponding β coefficient to improve interpretabili
气候变化正在加剧对树木生态系统的压力,迫切需要了解气候变量如何影响植被健康。本研究使用归一化植被指数(NDVI)作为植被健康指标,调查了叶片温度、风速、地表压力和湿度水平对英国米尔顿凯恩斯市区阿斯普利希思(Aspley Heath)落叶林中树木健康的影响。2018年至2023年的卫星数据显示了多次热浪事件,通过对照实验确定的叶片温度超过了38°C和42°C的临界阈值。广义线性混合模型(glmm)表明气候变量与植被健康之间存在很强的相互作用。在两个生态系统中,叶温升高与NDVI呈正相关,但城市树木对NDVI的响应弱于森林(β = - 0.17, 95% CI: - 0.29 ~ - 0.05, p = 0.004) (β = - 0.32, 95% CI: 0.16 ~ 0.48, p = 0.41 ~ - 0.02, p = 0.035)。地表压力与植被健康呈正相关(城市:β = 0.17, 95% CI: 0.03-0.31, p = 0.02;森林:β = 0.14, 95% CI: 0.04-0.24 p = 0.005),而水分有效性则是一个关键因素,森林树木表现出更强的响应(β = 0.39, 95% CI: 0.29-0.49, p)。图摘要:图摘要提供了研究的简明视觉总结,说明了气候变量如何影响城市和森林环境下的树木健康。摘要利用卫星衍生的NDVI数据和广义线性混合模型(glmm),展示了关键叶温、风速、地表压力和水分有效性预测因子的标准化效应大小(β值)。为了提高可解释性,每个气候变量都与其相应的β系数一起被清楚地标记。叶温对两种生态系统的植被健康均有正向影响,其中森林(β = 0.45)的影响强于城市(β = 0.32)。同样,与城市地区(β = 0.30)相比,森林(β = 0.39)对水分有效性的影响更为显著。风速对树木健康产生负面影响,在城市环境中的影响(β = - 0.21)比在森林环境中的影响(β = - 0.17)更为明显。地表压力在两种环境中都表现出较小但积极的影响(城市:β = 0.17;森林:β = 0.14)。从森林一侧的冷蓝绿色到城市一侧的暖橙红色的渐变背景,以及蓝色和红色的温度计,分别代表了与温暖的城市地区相比,森林中更冷的环境。在热浪图和空间地图旁边,有一个温度计图标,上面显示着正在变暖的地球,从视觉上突出了极端高温事件。
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引用次数: 0
Effective Removal of Arsenic (III) From Aqueous Solution and Salt Lake Water Using Novel Calcium Alginate/Modified Biochar Aerogel Spheres 新型海藻酸钙/改性生物炭气凝胶球对水溶液和盐湖水中砷(III)的有效去除
Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-09 DOI: 10.1007/s41748-025-00789-7
Israr Masood ul Hasan, Bo Li, Niu Zhengrong, Dandan Gao, Yaoling Zhang, Xinqian Li, Muhammad Zubair Nawaz, Muhammad Ikram, Muhammad Irfan, Khalid Hussain, Hai‐Tao Feng
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引用次数: 1
Investigating the Role of the Key Conditioning Factors in Flood Susceptibility Mapping Through Machine Learning Approaches 通过机器学习方法研究洪水易感性绘图中关键条件因素的作用
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-01-08 DOI: 10.1007/s41748-023-00369-7
Khalifa M. Al-Kindi, Zahra Alabri
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引用次数: 0
Early Warning Potential of Regional Seismic Network: Seismic Assessment of One of the Precursors of Chamoli 2021 Disaster 区域地震网络的预警潜力:查莫利 2021 年灾难前兆之一的地震评估
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-01-08 DOI: 10.1007/s41748-023-00364-y
Deepak Rawat, M. L. Sharma, D. Varade, Roshan Kumar, D. P. Kanungo, Rayees Ahmed, S. C. Gupta, Hemant Singh, Nishant Saxena
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引用次数: 0
Impact of the El Niño on Fire Dynamics on the African Continent 厄尔尼诺现象对非洲大陆火灾动态的影响
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-01-03 DOI: 10.1007/s41748-023-00363-z
José Francisco Oliveira-Júnior, David Mendes, Szilard Szabo, Sudhir Kumar Singh, P. Jamjareegulgarn, Kelvy Rosalvo Alencar Cardoso, Laszlo Bertalan, Marcos Vinicius Silva, Alexandre Maniçoba Rosa Ferraz Jardim, Jhon Lennon Bezerra Silva, G. Lyra, Marcel Carvalho Abreu, Washington Luiz Félix Correia Filho, Amaury Sousa, Dimas de Barros Santiago, Iwldson Guilherme Silva Santos, Vafaeva Khristina Maksudovna
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引用次数: 0
Exploring Climate Change Effects on Drought Patterns in Bangladesh Using Bias-Corrected CMIP6 GCMs 利用经偏差校正的 CMIP6 全球环流模型探索气候变化对孟加拉国干旱模式的影响
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2023-12-26 DOI: 10.1007/s41748-023-00362-0
Shabista Yildiz, H. M. T. Islam, Towhida Rashid, Abdus Sadeque, Shamsuddin Shahid, Mohammad Kamruzzaman
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引用次数: 0
Air Pollution Declines During Restriction Phases in China 中国限行阶段空气污染下降
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2023-12-08 DOI: 10.1007/s41748-023-00359-9
Yuanzhi Ma, Hongbo Ling, Xiaoya Deng, Junjie Yan, Guangpeng Zhang, Yanming Gong, Chao Ling, Feifei Han
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引用次数: 0
Precipitation Diurnal Cycle Assessment in Convection-Permitting Simulations in Southeastern South America 南美洲东南部对流模拟中的降水日周期评估
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2023-12-08 DOI: 10.1007/s41748-023-00361-1
R. D. da Rocha, M. Llopart, M. Reboita, M. Bettolli, Silvina Solman, Jesús Fernández, J. Milovac, Martín Feijoó, Erika Coppola
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引用次数: 0
Evaluating Flood Susceptibility in the Brahmaputra River Basin: An Insight into Asia's Eastern Himalayan Floodplains Using Machine Learning and Multi-Criteria Decision-Making 评估雅鲁藏布江流域的洪水敏感性:利用机器学习和多标准决策深入了解亚洲东部喜马拉雅洪泛区
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2023-12-08 DOI: 10.1007/s41748-023-00358-w
J. Debnath, Dhrubajyoti Sahariah, Meghna Mazumdar, Durlov Lahon, Gowhar Meraj, Shizuka Hashimoto, Pankaj Kumar, S. Singh, S. Kanga, Kesar Chand, Anup Saikia
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引用次数: 0
Elevating Health of the Turag River: A Synergistic Water Quality Assessment Approach 提升图拉格河的健康水平:协同水质评估方法
IF 7.2 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2023-11-30 DOI: 10.1007/s41748-023-00357-x
Md. Monirul Islam, Mahfuzur Rahman, Selina Nargis, Md. Rayhan Ahamed, Rifat Sumona Mollik, Nusrat Jahan Khan Boby, Matiur Rahman Raju, Ram Proshad, Md. Abdul Aziz
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引用次数: 0
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Earth Systems and Environment
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