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Tracing the Hotspots of Global Methane Footprint in Emerging Economies 追踪新兴经济体全球甲烷足迹热点
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-17 DOI: 10.1029/2024EF005504
Man Guo, Xudong Wu, Changxiu Cheng

The 2024 Global Economic Prospects report by the International Monetary Fund highlighted the crucial role of emerging economies in driving global economic growth. Due to their active participation in global supply chains, these emerging economies generate large amounts of methane emissions to supply the required products to the global economy. While existing research has investigated the displacement of methane emissions between nations via interregional trade, the geospatial details of global methane footprint in emerging economies, which are crucial for pinpointing location-specific mitigation strategies, remain unknown. This study addressed this gap by connecting high-resolution methane emission maps from Emissions Database for Global Atmospheric Research with the Exiobase muti-regional input-output trade database, and generated spatially explicit hotspot maps of global methane footprint in emerging economies from 1995 to 2021. Results revealed that the methane footprint of global consumption in emerging economies is primarily concentrated in resource-rich, agriculture-intensive, and well-connected areas, with major regions contributing to 70% of total methane emissions in emerging economies. The displacement of methane emissions from economically-developed regions to emerging economies has consistently increased from 1995 to 2021, with the European Union, the United States, and the Rest of the World Europe collectively accounting for 70% of global methane emissions in 2021. Evolution trends and policy implications were presented for main sectoral agents including Fuel exploitation, Enteric fermentation, and Agricultural soil. The outcomes of this study can contribute to identifying emission hotspots in emerging economies and informing international cooperation efforts aimed at reducing methane emissions.

国际货币基金组织(imf)发布的《2024年全球经济展望》报告强调了新兴经济体在推动全球经济增长中的关键作用。由于积极参与全球供应链,这些新兴经济体产生了大量的甲烷排放,为全球经济提供所需的产品。虽然现有研究调查了国家间通过区域间贸易转移甲烷排放的情况,但新兴经济体全球甲烷足迹的地理空间细节仍然未知,而这些细节对于确定具体地点的缓解战略至关重要。本研究通过将全球大气研究排放数据库中的高分辨率甲烷排放图与Exiobase多区域投入产出贸易数据库相连接,解决了这一差距,并生成了1995年至2021年新兴经济体全球甲烷足迹的空间明确热点图。结果表明,新兴经济体全球消费的甲烷足迹主要集中在资源丰富、农业密集型和交通发达的地区,主要地区占新兴经济体甲烷排放总量的70%。从1995年到2021年,经济发达地区的甲烷排放向新兴经济体的转移持续增加,欧盟、美国和欧洲其他国家合计占2021年全球甲烷排放量的70%。提出了燃料开发、肠道发酵和农业土壤等主要部门代理的发展趋势和政策影响。本研究的结果有助于确定新兴经济体的排放热点,并为旨在减少甲烷排放的国际合作提供信息。
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引用次数: 0
Undesirable Effects of Biogenic Emissions From Urban Green Spaces on Air Quality Are Counteracted by Their Transpiration and Dry Deposition 城市绿地生物源排放对空气质量的不良影响被其蒸腾和干沉降所抵消
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-17 DOI: 10.1029/2025EF006449
Liuhua Zhu, Yanli Zhang, Fan Wang, Bin Chen, Ling N. Jin, Huibin Dai, Yong Han, Xiao Lu, Tzung-May Fu, Meng Gao

Urban green spaces (UGSs) are recognized beneficial for thermal comfort, yet its potential effects on air quality due to biogenic volatile organic compounds (BVOCs) emissions have received concerns. UGSs affect air quality through multiple pathways, some of which were generally missing in existing literature. Here we assess the impacts of UGSs on regional climate and air quality in the Pearl River Delta (PRD) with a more comprehensive framework. We consider the impacts of BVOCs emissions, dry deposition, radiative effects of produced aerosols, and transpiration effects. UGSs tend to elevate fine particulate matter (PM2.5) concentrations by 5.11 μg/m3, dominated by evapotranspiration (4.62 μg/m3) that lowers mixing height and offset by additional dry deposition surfaces (−1.24 μg/m3). Although emitted BVOCs enhance ozone, evapotranspiration and dry deposition counterbalance the adverse effect by ∼87%. When considering the aerosol radiative effect, our findings indicate that both BVOC emissions and evapotranspiration contribute to mitigating the urban heat island effect between 14:00 and 16:00. Our results suggest that the air quality degradation will not be serious for cities with low aerosol concentrations if vegetations with less VOCs are planned. Additionally, UGSs can further help to alleviate urban warming.

城市绿地(UGSs)被认为有利于热舒适,但由于生物源性挥发性有机化合物(BVOCs)的排放,其对空气质量的潜在影响受到关注。UGSs通过多种途径影响空气质量,其中一些途径在现有文献中普遍缺失。在此,我们以更全面的框架,评估地表径流对珠江三角洲区域气候和空气质素的影响。我们考虑了BVOCs排放、干沉降、产生的气溶胶的辐射效应和蒸腾效应的影响。ugs会使细颗粒物(PM2.5)浓度升高5.11 μg/m3,其中蒸散作用(4.62 μg/m3)占主导地位,降低混合高度,并被额外的干沉降面(- 1.24 μg/m3)抵消。虽然排放的BVOCs增强了臭氧,但蒸散发和干沉降抵消了约87%的不利影响。在考虑气溶胶辐射效应的情况下,BVOC排放和蒸散发均有助于缓解14:00 ~ 16:00时段的城市热岛效应。研究结果表明,在低气溶胶浓度的城市,如果规划VOCs较少的植被,空气质量退化不会严重。此外,UGSs可以进一步帮助缓解城市变暖。
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引用次数: 0
Concurrent Increases of Impervious Surface Area and Vegetation Greenness and Productivity in China's Yangtze River Delta 中国长三角不透水面面积与植被绿度和生产力同步增长
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-16 DOI: 10.1029/2025EF006652
Chenglong Yin, Xiangming Xiao, Li Pan, Ruishan Chen, Yi Yin, Yuanwei Qin, Wenjiao Shi, Tim Van de Voorde, Shenglai Yin, Yuan Yao, Baihong Pan, Nan Jia, Xiaona Guo, Fei Meng

Expansion of impervious surface area (ISA) in urbanizing regions often leads to vegetation area losses, a direct impact of urbanization. Many activities driven by economic growth, population increases, targeted urban greening investments, environmental policies, and major sports events change vegetation composition, structure, and function, leading to substantial indirect (positive or negative) impacts on vegetation in urban area. In this study, we analyzed the spatial-temporal dynamics of ISA, enhanced vegetation index (EVI), and gross primary production (GPP) in the Yangtze River Delta (YRD), China, over 2000–2020. Positive indirect impacts of urbanization on EVI and GPP surged after 2011, coinciding with China's Ecological Civilization Strategy. The concurrent increases of ISA, EVI, and GPP in the YRD provide an example for our society to work and advance the UN's Sustainable Development Goal #11, “Make cities inclusive, safe, resilient, and sustainable.”

城市化地区不透水面面积的扩大往往导致植被面积的减少,这是城市化的直接影响。在经济增长、人口增长、有针对性的城市绿化投资、环境政策和重大体育赛事的驱动下,许多活动改变了城市植被的组成、结构和功能,对城市植被产生了实质性的间接(积极或消极)影响。本文分析了2000-2020年长三角地区ISA、植被增强指数(EVI)和初级生产总值(GPP)的时空变化特征。2011年以后,城市化对EVI和GPP的间接正向影响大幅增加,与中国的生态文明战略相一致。在长珠三角,ISA、EVI和GPP的同步增长为我们的社会工作和推进联合国可持续发展目标#11“建设包容、安全、有弹性和可持续的城市”提供了一个榜样。
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引用次数: 0
A Greening Future Elevates Flash Drought Risk in Northern Mid-to-High Latitudes 绿色的未来增加了北部中高纬度地区突发干旱的风险
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-15 DOI: 10.1029/2025EF006883
Zeyu Xue, L. Ruby Leung, Paul A. Ullrich

Flash droughts have become a growing concern, as they can emerge rapidly and increase the risk of crop failure. Although past studies have investigated the meteorological drivers and future changes of flash drought, why flash drought is more frequent over humid and vegetated regions remains underexplored. This study delves further into the mechanism by which vegetation regulates flash drought and its future change using observations from multiple data sets and large ensemble simulations from three Earth system models. On an interannual timescale, both observations and simulations show robust increases in flash drought frequency and a higher flash-to-sub-seasonal drought ratio during spring or antecedent conditions with dense vegetation, supporting the important role of vegetation in flash drought occurrence, especially in the northern mid-to-high latitudes. In the latter regions, the large ensemble simulations show robust increases in flash drought (e.g., 67% and 46% increases in Eastern U.S. and North Asia in 2050–2100 relative to 1950–2000 under the high emission scenario), where the growing season is lengthening. Although greening might suggest reduced drought stress, it drives precipitation-soil moisture-evapotranspiration decoupling by increasing evapotranspiration partitioning to transpiration. As transpiration can access deep soil water through the plant root system, its increased portion can weaken the constraints of concurrent precipitation on evapotranspiration, thus accelerating soil moisture depletion under high evaporative demand, driving a slow-to-rapid drought transition. How vegetation regulates flash drought by regulating surface moisture budget is supported by observations and simulations. Although warming supports early planting, agriculture may increasingly be threatened by surging flash drought risk.

突发性干旱已成为一个日益令人担忧的问题,因为它们可能迅速出现并增加作物歉收的风险。虽然过去的研究已经调查了暴发性干旱的气象驱动因素和未来的变化,但为什么暴发性干旱在潮湿和植被覆盖的地区更频繁仍未得到充分的探讨。本研究利用来自多个数据集的观测结果和来自三个地球系统模型的大集合模拟,进一步探讨了植被调节突发性干旱及其未来变化的机制。在年际时间尺度上,观测和模拟结果均表明,春季或之前植被密集的条件下,突发性干旱频率显著增加,突发性干旱与亚季干旱之比更高,支持植被在突发性干旱发生中的重要作用,特别是在北部中高纬度地区。在后一区域,大集合模拟显示突发性干旱的强劲增加(例如,在高排放情景下,2050-2100年美国东部和北亚相对于1950-2000年增加67%和46%),生长季节正在延长。虽然绿化可能表明干旱胁迫减轻,但它通过增加蒸散发对蒸腾的分配来促进降水-土壤水分-蒸散发的解耦。由于蒸腾通过植物根系进入土壤深层水分,蒸腾部分的增加可以减弱同期降水对蒸散发的约束,从而在高蒸发需求下加速土壤水分耗竭,推动缓慢到快速的干旱过渡。植被如何通过调节地表水分收支来调节突发性干旱得到了观测和模拟的支持。尽管气候变暖有利于提早播种,但农业可能越来越多地受到突如其来的干旱风险的威胁。
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引用次数: 0
Increased Streamflow Intermittence in Europe Due To Climate Change Projected by Combining Global Hydrological Modeling and Machine Learning 结合全球水文模型和机器学习预测气候变化导致欧洲水流间歇性增加
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-15 DOI: 10.1029/2024EF005868
Mahdi Abbasi, Mathis Loïc Messager, Petra Döll

Freshwater biodiversity and ecosystem services are under stress as climate change alters streamflow intermittence. We present the first continental-scale quantification of future climate change impacts on streamflow intermittence, achieved for Europe at a high spatial resolution that captures headwater streams. A hybrid modeling approach combines physics-based and data-based modeling, with a random forest model, trained on historical streamflow observations, using predictors representing the impact of climate change on high-resolution (500 m) streamflow. These predictors were derived from a low-resolution (50 km) global hydrological model, WaterGAP, which was driven by the outputs of five global climate models. The generated monthly time series of intermittence status for over 1.5 million reaches were used to calculate five ecologically relevant indicators of streamflow intermittence change. In Europe, the number of non-perennial reach-months is projected to increase in the future, for both low (SSP1-RCP2.6) and high (SSP5-RCP8.5) greenhouse gas emissions scenarios, in almost all climate zones, particularly in August and September. Under SSP1-RCP2.6, 3.8% of all reach-months may experience no-flow conditions in 2071–2100, only a small increase from 3.5% in 1985–2014. Under SSP5-8.5, however, a larger increase to 4.8% of all reach-months is expected; 2.8% of European reaches are projected to shift from being perennial to non-perennial, even where annual precipitation increases, while 0.7% are projected to shift from non-perennial to perennial. These shifts represent a fundamental change in ecological habitat and connectivity i.e. bound to erode aquatic species diversity and alter ecosystem functions across more than 87.000 km of river segments.

由于气候变化改变了河流的间歇性,淡水生物多样性和生态系统服务受到了压力。我们提出了未来气候变化对河流间歇影响的第一个大陆尺度量化,在欧洲实现了高空间分辨率,捕获了源头溪流。一种混合建模方法将基于物理和基于数据的建模与随机森林模型结合起来,该模型根据历史流量观测进行训练,使用代表气候变化对高分辨率(500米)流量影响的预测因子。这些预测因子来自一个低分辨率(50公里)的全球水文模型WaterGAP,该模型由五个全球气候模型的输出驱动。利用生成的150余万条河段间歇状态的月时间序列,计算了5个河流间歇变化的生态相关指标。在欧洲,对于低(SSP1-RCP2.6)和高(SSP5-RCP8.5)温室气体排放情景,在几乎所有气候带,特别是在8月和9月,预计未来非多年生到达月的数量都将增加。在SSP1-RCP2.6下,2071-2100年期间,3.8%的到达月可能出现无流状况,仅比1985-2014年的3.5%略有增加。然而,在SSP5-8.5下,预计所有到达月的增幅将更大,达到4.8%;即使年降水量增加,预计2.8%的欧洲河段将从多年生向非多年生转变,而0.7%的河段将从非多年生向多年生转变。这些变化代表了生态栖息地和连通性的根本变化,即必然会侵蚀水生物种多样性并改变超过8.7万公里河段的生态系统功能。
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引用次数: 0
Long-Term Exposure of Bivalves to Ocean Acidification and Warming Under Ecologically-Realistic Conditions Reveals Risks for Aquaculture by 2050 in the Mediterranean 在生态现实条件下,双壳类动物长期暴露于海洋酸化和变暖中揭示了到2050年地中海水产养殖的风险
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-13 DOI: 10.1029/2025EF005992
Fabrice Pernet, Marion Richard, Nicolas Brodu, Rémi Villeneuve, Carole Di Poi, Pierre Urrutti, Hugo Koechlin, Frédéric Gazeau

Bivalve mollusks are vital to coastal economies and food security, yet the impact of ocean warming and acidification on aquaculture remains unclear due to a lack of ground truth data on future production. Most experimental studies rely on short-term, single-factor experiments in stable and food-unlimited environments, making it difficult to provide practical guidance to growers and decision-makers. To address this knowledge gap, we developed a land-based automated system to expose bivalves to future climate scenarios under field-realistic conditions using unfiltered, ambient seawater, assessing survival, growth, reproduction, and next-generation development. Here we present the first results of exposing Pacific oysters and Mediterranean mussels, the two most cultivated species in the Mediterranean area, to present conditions and projected scenarios for the years 2050, 2075, and 2100. For the first time, our results reveal that future warming and acidification conditions have a dramatic impact on the production yield of oysters and mussels. Oysters exposed to conditions projected for 2100 exhibited a 7% reduction in survival and a 40% reduction in growth rate, along with lower reproductive maturity, which in turn negatively affected the early development of their offspring. Mussels are already experiencing summer temperatures above their upper thermal limits, with around 40% mortality observed under current conditions and near-total mortality under those projected for 2050. These patterns reflect sporadic mass-mortality events reported elsewhere in the Mediterranean and indicate that mussel farming in the region could be severely compromised by mid-century. Our results urgently call for the development of adaptation strategies in the Mediterranean.

双壳类软体动物对沿海经济和粮食安全至关重要,但由于缺乏未来产量的实地真实数据,海洋变暖和酸化对水产养殖的影响尚不清楚。大多数实验研究依赖于在稳定和食物无限的环境中进行的短期单因素实验,难以为种植者和决策者提供实用指导。为了解决这一知识缺口,我们开发了一种陆基自动化系统,将双壳类动物暴露在野外实际条件下的气候情景中,使用未经过滤的环境海水,评估其生存、生长、繁殖和下一代发育情况。在这里,我们展示了将太平洋牡蛎和地中海贻贝这两个地中海地区栽培最多的物种暴露于2050年、2075年和2100年的现状和预测情景的第一批结果。我们的研究结果首次揭示了未来的变暖和酸化条件对牡蛎和贻贝的产量产生了巨大的影响。牡蛎暴露在预计2100年的环境中,存活率降低7%,生长率降低40%,生殖成熟度降低,这反过来又对后代的早期发育产生了负面影响。贻贝的夏季温度已经超过了它们的温度上限,在目前的条件下,观察到的贻贝死亡率约为40%,而在2050年的预测中,贻贝的死亡率几乎为100%。这些模式反映了地中海其他地方报告的零星大规模死亡事件,并表明该地区的贻贝养殖可能在本世纪中叶受到严重损害。我们的研究结果迫切要求在地中海地区制定适应战略。
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引用次数: 0
New Climate Change Center of Saudi Arabia: Advancing Understanding and Prediction for the Arabian Peninsula Climate 沙特阿拉伯新气候变化中心:推进对阿拉伯半岛气候的认识和预测
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-12 DOI: 10.1029/2025EF006296
Ibrahim Hoteit, Yasser Abualnaja, Shehzad Afzal, Caspar Aman, Charls Antony, Karumuri Ashok, Mazen Ibrahim Asiri, Raju Attada, Majda Abdo Al-Azemi, Davide Bavera, Saud Al-Boqami, Christopher Castro, HSin-I Chang, Bruce Cornuelle, Wenqiang Cui, Hari Prasad Dasari, Srinivas Desamsetti, William Dougherty, Azhar Ehsan, Saber Feki, Harikishan Gandham, Bilel Hadri, Mohamad Abed El-Rahman Hammoud, Waqar Ul Hassan, Nazrul Islam, Ayman Ghulam, Prajeesh Athippatta Gopinathan, Daquan Guo, Rama Krishna Karumuri, George Krokos, Ravi Kumar Kunchala, Thang Luong, Sateesh Masabathini, Matthew Mazloff, Ramakrishna Pammi, Raju Pathak, Christoforus Bayu Risanto, Andrew Robertson, Elena Lopez Rubio, Md Saquib Saharwardi, Rui Sun, Aneesh Subramanian, Junchuan Sun, Edriss Saleh Titi, Koteswararao Vankayalapati, Yesubabu Viswanadhapalli, David Yates, Matteo Zampieri, Arjan Zamreeq, Peng Zhan

The desert climate of the Arabian Peninsula (AP), marked by sparse rainfall, extreme temperatures, and frequent dust events, significantly impacts its 80-million population, environment, and economy. Rising temperatures and dust incursions exacerbate these harsh conditions, yet the AP's climate is underrepresented in global climate research. Understanding its variability is crucial for improving predictions on subseasonal-to-seasonal timescales and for developing reliable climate change projections. Existing climate models fail to capture the region's unique environment, topography, and land-use changes, leading to poor representation of key processes like local convection, aridity, and moisture transport. To address these gaps, Saudi Arabia established the Climate Change Center (CCC) in 2022, part of the Saudi Vision 2030 initiative. The CCC aims to study climate variability and project future changes using advanced Earth system models developed in collaboration with international partners. This study presents the CCC's roadmap, focusing on its relevance for global climate research and policymaking, including the Saudi and Middle East Green Initiatives. We also discuss regional uncertainties in the IPCC's climate projections for the AP and highlight the development of high-resolution regional models that account for local atmospheric, land, and oceanic processes. The CCC is developing subseasonal-to-seasonal forecasting systems and drought monitoring tools, alongside user-friendly dashboards to offer stakeholders customized climate data. These tools, set for launch in 2025, will aid informed decision-making in addressing extreme weather events and climate-related challenges in Saudi Arabia.

阿拉伯半岛(AP)的沙漠气候以降雨稀少、极端温度和频繁的沙尘事件为特征,对其8000万人口、环境和经济产生了重大影响。气温上升和沙尘侵袭加剧了这些恶劣条件,但美联社的气候在全球气候研究中代表性不足。了解其变率对于改进亚季节到季节时间尺度的预测和制定可靠的气候变化预测至关重要。现有的气候模式无法捕捉该地区独特的环境、地形和土地利用变化,导致对当地对流、干旱和水分输送等关键过程的代表性不足。为了解决这些差距,沙特阿拉伯于2022年建立了气候变化中心(CCC),这是沙特2030年愿景倡议的一部分。气候变化中心旨在研究气候变率,并利用与国际伙伴合作开发的先进地球系统模型预测未来的变化。本研究介绍了CCC的路线图,重点关注其与全球气候研究和政策制定的相关性,包括沙特和中东绿色倡议。我们还讨论了IPCC对亚太地区的气候预测中的区域不确定性,并强调了考虑当地大气、陆地和海洋过程的高分辨率区域模式的发展。气候变化中心正在开发分季节到季节性的预报系统和干旱监测工具,以及用户友好的仪表板,为利益相关者提供定制的气候数据。这些工具将于2025年推出,将有助于沙特阿拉伯应对极端天气事件和气候相关挑战的明智决策。
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引用次数: 0
A Fire-Driven Shift in Canadian Air Quality Concerns Mirrors Trends in the US 火灾引发的加拿大空气质量担忧的转变反映了美国的趋势
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-12 DOI: 10.1029/2025EF007041
Robert D. Field, Hiren Jethva, Pamela A. Wales, Tempest McCabe, Sarah B. Henderson, Olivia E. Clifton, Konstantinos Tsigaridis, Douglas C. Morton, Norah A. MacKendrick, Elijah Orland, Cordy Tymstra, Piyush Jain, Melanie Follette-Cook, Robert C. Levy, Lesley Ott, Omar Torres

The summer of 2023 was the most significant wildfire and smoke season on record in Canada. Data from five different satellite instruments going back to 2001 show that Canada and most provinces and territories experienced peak visible-wavelength aerosol optical depth and ultraviolet aerosol index values in 2023. Longer-term, 2023 had the highest number of “smoke” or “haze” reports in weather records by a factor of two compared with the previous record in 1981, and by a factor of seven compared with the 1953–2022 average. These reports show an east-to-west shift in Canada's summer air pollution patterns. Smoke and haze in eastern Canada have decreased since the 1980s because of pollution control measures domestically and in the US. On the other hand, wildfire smoke has increased in the Northwest Territories, British Columbia, Alberta, and Saskatchewan since the 2010s, and is now the main air quality concern in western Canada. Interpreting the analysis here for Canada alongside previous work over the US, there was a shift over North America in summer air quality concerns from the east to the west. Climate model projections suggest more wildfire-driven smoke in the future throughout North America, particularly in the west. In contrast to air pollution from smokestacks and tailpipes that can be addressed at the source through government regulation, a future with more wildfire smoke will require downwind mitigation and will be the responsibility of public health officials.

2023年夏天是加拿大有记录以来最严重的野火和烟雾季节。五种不同卫星仪器自2001年以来的数据显示,加拿大和大多数省份和地区在2023年经历了可见波长气溶胶光学深度和紫外线气溶胶指数的峰值。从长期来看,2023年的“烟雾”或“雾霾”报告数量是气象记录中最多的,与1981年的记录相比增加了两倍,与1953-2022年的平均水平相比增加了七倍。这些报告显示了加拿大夏季空气污染模式从东到西的转变。自20世纪80年代以来,由于国内和美国的污染控制措施,加拿大东部的烟雾和雾霾有所减少。另一方面,自2010年代以来,西北地区、不列颠哥伦比亚省、阿尔伯塔省和萨斯喀彻温省的野火烟雾有所增加,现在是加拿大西部主要的空气质量问题。将对加拿大的分析与之前对美国的研究结合起来,北美夏季空气质量的担忧从东部转移到了西部。气候模型预测表明,未来整个北美地区,尤其是西部地区,会出现更多由野火引发的烟雾。来自烟囱和排气管的空气污染可以通过政府监管从源头上解决,与之相反,未来有更多野火烟雾将需要顺风缓解,这将是公共卫生官员的责任。
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引用次数: 0
What's Next for Snow: Insights From the NASA Terrestrial Hydrology Program Community Snow Meeting 接下来的雪是什么:来自美国宇航局陆地水文计划社区雪会议的见解
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-12 DOI: 10.1029/2025EF006460
Kate Hale, Joachim Meyer, Jack Tarricone, Carrie Vuyovich, Megan Mason, Hans-Peter Marshall, Keith N. Musselman, Noah P. Molotch, Rashmi Shah, Shadi Oveisgharan

Earth's snow cover strongly influences the climate system and represents an important resource for agricultural, industrial, and domestic water use. The last decade of snow-focused research has improved our understanding of snow across scales. These efforts have culminated in new snow measurement instruments and methods, operational models for tracking snowpack evolution and forecasting snowmelt, multi-year and international snow and remote sensing field campaigns, and satellite mission proposals to measure snowpack water resources from space, with two submitted to NASA's Earth Explorer AO and the Environment and Climate Change Canada Terrestrial Snow Mass Mission moving closer to a launch opportunity. Yet, shortcomings in each snowpack observation system still exist, including uncertainty in product performance, mission proposal advancement, and synergies across methods. The snow community aims to navigate next actionable steps toward improved and global-scale snow monitoring for climate and human purposes. Building from recent advances in snow research and operations and carrying momentum from the conclusion of the NASA SnowEx field campaigns, NASA's Terrestrial Hydrology Program (THP) sponsored a Community Snow Meeting in August 2024 in Boulder, Colorado, USA, with 200 total in-person and virtual attendees. Meeting objectives were to outline existing and ongoing snowpack monitoring techniques and identify knowledge gaps and recommended next steps for the snow community. We broadly summarize the state of numerous snow science sub-disciplines and share the insights and takeaways from the Community Snow Meeting, focused largely but not exclusively on NASA opportunities, and intended to support ongoing and future pathways toward the next decade of snow research and development.

地球的积雪对气候系统有着强烈的影响,是农业、工业和家庭用水的重要资源。过去十年以雪为重点的研究提高了我们对雪的理解。这些努力最终产生了新的积雪测量仪器和方法,跟踪积雪演变和预测积雪融化的操作模型,多年和国际积雪和遥感野外活动,以及从太空测量积雪水资源的卫星任务提案,其中两个提交给美国宇航局的地球探索者AO和加拿大环境与气候变化陆地雪团任务即将发射的机会。然而,每种积雪观测系统的不足之处仍然存在,包括产品性能的不确定性、任务提案的推进以及不同方法之间的协同作用。雪社区的目标是引导下一个可操作的步骤,以改善全球范围的气候和人类目的的雪监测。基于积雪研究和操作的最新进展,并从NASA SnowEx实地活动的结束中获得动力,NASA的陆地水文计划(THP)于2024年8月在美国科罗拉多州博尔德主办了一次社区降雪会议,共有200名面对面和虚拟与会者。会议的目标是概述现有的和正在进行的积雪监测技术,确定知识差距,并为积雪社区提出下一步的建议。我们大致总结了众多雪科学子学科的现状,并分享了社区雪会议的见解和收获,主要关注但不限于NASA的机会,并旨在支持正在进行的和未来的道路,以实现下一个十年的雪研究和发展。
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引用次数: 0
On the Use of Knowledge-Informed Machine Learning and Multisource Data for Spatially Explicit Estimation of Irrigation Water Withdrawal 基于知识的机器学习和多源数据在灌溉用水量空间显式估算中的应用
IF 8.2 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-12 DOI: 10.1029/2025EF006704
Ling Zhang, Hui Ma, Yingyi Hu, Yixiao Wang, Qimin Ma, Yanbo Zhao

Irrigation plays a crucial role in the earth system, yet our understanding of irrigation water withdrawal (IWW) remains limited due to the scarcity of spatially explicit data. While process-based models and remote sensing can bridge this data gap, their estimates often fail to capture real IWW and are associated with large uncertainties. Here, we present a knowledge-informed, explainable machine learning framework that combines random forest (RF) with Shapley additive explanations to generate spatially explicit IWW estimates across China. Our framework incorporates irrigation domain knowledge, state-of-the-art irrigated cropland maps, and various socioeconomic, hydroclimatic, and auxiliary factors. RF shows reasonable performance in spatial and temporal cross-validation, achieving a coefficient of determination exceeding 0.85 and a root mean square error below 0.45 km3/year when evaluated against held-out prefecture-level data. The predictions of IWW depth are primarily driven by geographic and knowledge-based predictors, most of which exhibit nonlinear and non-monotonic impacts on model outputs. By integrating the RF model with a temporal downscaling approach, we develop a new gridded IWW product for China (named CIWW1km), which provides monthly IWW depth and volume at 1 km resolution from 2000 to 2020. CIWW1km aligns closely with prefecture-level IWW reports and explains over 85% of the variance in independent IWW observations (i.e., data excluded from training) across over 150 basins and counties. It highlights a rapid increase in IWW in China's arid zone, driven by irrigated area expansions. CIWW1km outperforms existing products and is well-suited for hydrological and climate studies, and water-food nexus analyses.

灌溉在地球系统中起着至关重要的作用,但由于缺乏明确的空间数据,我们对灌溉取水量(IWW)的理解仍然有限。虽然基于过程的模型和遥感可以弥补这一数据差距,但它们的估计往往无法捕捉到真实的IWW,并且存在很大的不确定性。在这里,我们提出了一个知识丰富、可解释的机器学习框架,该框架将随机森林(RF)与Shapley加性解释相结合,以在中国范围内生成空间明确的IWW估计。我们的框架结合了灌溉领域的知识,最先进的灌溉农田地图,以及各种社会经济、水文气候和辅助因素。RF在时空交叉验证中表现出合理的性能,在对地级数据进行评估时,其决定系数超过0.85,均方根误差低于0.45 km3/年。IWW深度的预测主要由地理和基于知识的预测因子驱动,其中大多数对模型输出表现出非线性和非单调的影响。通过将RF模型与时间降尺度方法相结合,我们为中国开发了一个新的网格化IWW产品(命名为CIWW1km),该产品提供了2000 - 2020年1公里分辨率的月IWW深度和体积。CIWW1km与地级IWW报告密切一致,并解释了150多个流域和县独立IWW观测(即排除训练的数据)中85%以上的差异。这凸显出在灌溉面积扩张的推动下,中国干旱地区的IWW迅速增加。CIWW1km优于现有产品,非常适合水文和气候研究以及水-食物关系分析。
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