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Large Reductions in Temperate Rainforest Biome Due to Unmitigated Climate Change 气候变化导致温带雨林生物群落大量减少
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-12 DOI: 10.1029/2024EF004812
Ben Silver, Dominick V. Spracklen, Dominick A. DellaSala, Callum Smith

Temperate rainforests are rare ecosystems globally; restricted to cool, moist conditions that are sensitive to a changing climate. Despite their crucial conservation importance, a global assessment of how temperate rainforests will be impacted by climate change is lacking. We calculated historical (1970–2000) climate conditions for the temperate rainforest biome using ERA5 reanalysis data for three key bioclimatic variables: warmest quarter temperature, annual precipitation and proportion of rainfall during warmest quarter. We used high-spatial resolution climate projections for these variables to identify regions likely to become unsuitable for temperate rainforests under four future shared socioeconomic pathway (SSP) scenarios. We predict unmitigated climate change (SSP 5–8.5) would lead to a 68.3 (95% confidence interval (95 CI): 53.4–81.3)% loss in the existing temperate rainforest biome by 2100 at a global scale with some national-level reductions exceeding 90%. Restricting global warming to <2°C (consistent with SSP 1–2.6), limits loss of global temperate rainforest biome to 9.7 (95 CI: 7.8–13.3)% by 2100 and is crucial to ensuring temperate rainforest persistence. Deforestation has resulted in loss of up to 43% of the current temperate rainforest biome with only 37% of primary forest remaining, and some regions like Europe with virtually none. Protection and restoration of the temperate rainforest biome, along with emissions reductions, are vital to its climate future.

温带雨林是全球罕见的生态系统,局限于凉爽、潮湿的环境,对不断变化的气候非常敏感。尽管温带雨林具有重要的保护意义,但目前还缺乏对气候变化将如何影响温带雨林的全球评估。我们利用ERA5再分析数据计算了温带雨林生物群落的历史(1970-2000年)气候条件,其中包括三个关键的生物气候变量:最暖季度气温、年降水量和最暖季度降水比例。我们利用这些变量的高空间分辨率气候预测,确定了在未来四种共同社会经济路径(SSP)情景下可能变得不适合温带雨林生长的地区。我们预测,未缓解的气候变化(SSP 5-8.5)将导致现有温带雨林生物群落到 2100 年在全球范围内减少 68.3%(95% 置信区间:53.4-81.3),一些国家级别的减少幅度超过 90%。将全球变暖限制在摄氏 2 度(符合 SSP 1-2.6),到 2100 年全球温带雨林生物群落的损失将限制在 9.7% (95 CI: 7.8-13.3),这对确保温带雨林的持续存在至关重要。森林砍伐导致目前温带雨林生物群落损失高达 43%,原始森林仅剩 37%,欧洲等一些地区几乎没有原始森林。保护和恢复温带雨林生物群落,同时减少排放,对其气候未来至关重要。
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引用次数: 0
Exploring the Spatially Compounding Multi-Sectoral Drought Vulnerabilities in Colorado's West Slope River Basins 探索科罗拉多州西坡河流流域多部门干旱脆弱性的空间复合性
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-09 DOI: 10.1029/2024EF004841
David F. Gold, Rohini S. Gupta, Patrick M. Reed

The state of Colorado's West Slope Basins are critical headwaters of the Colorado River and play a vital role in supporting Colorado's local economy and natural environment. However, balancing the multi-sectoral water demands in the West Slope Basins while maintaining crucial downstream deliveries to Lake Powell is an increasing challenge for water managers. Internal variability of the hydroclimatic system and climate change complicate future vulnerability assessments. This work contributes a detailed accounting of multi-sectoral drought vulnerability in the West Slope Basins and the impacts of drought on downstream deliveries. We first introduce a novel multi-site Hidden Markov Model (HMM)-based synthetic streamflow generator to create an ensemble of streamflows for all West Slope basins that better characterizes the region's drought extremes. We capture the effects of climate change by perturbing the HMM to generate an ensemble of streamflows reflecting plausible changes in climate. We then route both ensembles through StateMod, Colorado's water allocation model, to evaluate spatially compounding drought impacts across the West Slope Basins. Our results illustrate how drought events emerging from the system's stationary internal variability in the absence of climate change can significantly impact local water uses and deliveries to Lake Powell, exceeding extreme conditions in the historical record. Further, we find that even modest climate change can cause a regime shift where historically low downstream delivery volumes and extreme drought impacts become routine. These results can inform future Colorado River planning efforts, and our methodology can be expanded to other snow-dominated regions that face persistent droughts.

科罗拉多州的西坡盆地是科罗拉多河的重要源头,在支持科罗拉多州的地方经济和自然环境方面发挥着至关重要的作用。然而,在保持向鲍威尔湖的重要下游输水的同时,平衡西坡盆地的多部门用水需求对水资源管理者来说是一个日益严峻的挑战。水文气候系统的内部变异性和气候变化使未来的脆弱性评估变得更加复杂。本研究详细阐述了西坡盆地多部门干旱脆弱性以及干旱对下游输水的影响。我们首先引入了一种基于隐马尔可夫模型(HMM)的新型多站点合成流量生成器,为所有西坡流域创建了一个流量集合,更好地描述了该地区的极端干旱情况。我们通过对 HMM 进行扰动来捕捉气候变化的影响,从而生成一个反映合理气候变化的流量集合。然后,我们将这两个集合通过科罗拉多州的水资源分配模型 StateMod 来评估整个西坡盆地的空间复合干旱影响。我们的研究结果表明,在没有气候变化的情况下,系统静态内部变率产生的干旱事件会对当地用水和向鲍威尔湖的输水产生重大影响,超过历史记录中的极端情况。此外,我们还发现,即使是轻微的气候变化也会导致制度转变,使历史上较低的下游输水量和极端干旱影响成为家常便饭。这些结果可以为科罗拉多河未来的规划工作提供参考,我们的方法也可以推广到其他面临持续干旱的以雪为主的地区。
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引用次数: 0
Cities Are Concentrators of Complex, MultiSectoral Interactions Within the Human-Earth System 城市是人与地球系统内复杂的多部门互动的集中地
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-07 DOI: 10.1029/2024EF004481
Christa Brelsford, Andrew Jones, Bhartendu Pandey, Pouya Vahmani, Melissa Allen-Dumas, Deeksha Rastogi, Kevin Sparks, Melissa Bukovsky, Iryna Dronova, Tianzhen Hong, David M. Iwaniec, Michelle E. Newcomer, Sean C. Reid, Zhonghua Zheng

Cities are concentrators of complex, multi-sectoral interactions. As keystones in the interconnected human-Earth system, cities have an outsized impact on the Earth system. We describe a multi-lens framework for organizing our understanding of the complexity of urban systems and scientific research on urban systems, which may be useful for natural system scientists exploring the ways their work can be made more actionable. We then describe four critical dimensions along which improvements are needed to advance the urban research that addresses urgent climate challenges: (a) solutions-oriented research, (b) equity-centered assessments which rely on fine-scale human and ecological data, (c) co-production of knowledge, and (d) better integration of human and natural systems occurring through theory, observation, and modeling.

城市是复杂的多部门互动的集中地。作为相互联系的人类-地球系统中的重要基石,城市对地球系统有着巨大的影响。我们描述了一个多视角框架,用于组织我们对城市系统复杂性的理解以及对城市系统的科学研究,该框架可能对自然系统科学家探索如何使其工作更具可操作性很有帮助。然后,我们描述了需要改进的四个关键方面,以推进城市研究,应对紧迫的气候挑战:(a)以解决方案为导向的研究,(b)以公平为中心的评估,依赖于精细尺度的人类和生态数据,(c)知识的共同生产,以及(d)通过理论、观测和建模更好地整合人类和自然系统。
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引用次数: 0
Land Reclamation Controls on Multi-Centennial Estuarine Evolution 填海造地对多世纪河口演变的影响
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-06 DOI: 10.1029/2024EF005080
R. A. Schrijvershof, D. S. van Maren, M. Van der Wegen, A. J. F. Hoitink

Land reclamations influence the morphodynamic evolution of estuaries and tidal basins, because an altered planform changes tidal dynamics and associated residual sediment transport. The morphodynamic response time to land reclamation is long, impacting the system for decades to centuries. Other human interventions (e.g., deepening of fairways or port construction) will add more morphodynamic adaptation timescales. Our understanding of the cumulative effects of anthropogenic interference with estuaries is limited because observations usually do not cover the complete morphological adaptation period. We aim to assess the impact of land reclamation works and other human interventions on an estuarine system by means of digital reconstructions of historical morphologies of the Ems Estuary over the past 500 years. Our analysis demonstrates that the intertidal-subtidal area ratio altered due to land reclamation works and that the ratio partly restored after land reclamation ended. The land reclamation works have led to the degeneration of an ebb and flood channel system, transitioning the estuary from a multichannel to a single channel system. We infer that the 20th-century intensification of channel dredging and re-alignment works accelerated rather than caused this development. The centennial-scale observations show that the Ems estuary evolution corresponds to a land reclamation response following tidal asymmetry-based stability theory as it moves toward a new equilibrium configuration with modified tidal flats and channels. Considering the long history of land reclamation in the Ems Estuary, it provides an analogy for expected developments in comparable tidal systems where land reclamations were recently carried out.

填海造地会影响河口和潮汐盆地的形态演变,因为平面形态的改变会改变潮汐动力学和相关的残余沉积物运移。填海造地的形态动力学响应时间较长,对系统的影响可达数十年至数百年。其他人类干预措施(如球道加深或港口建设)将增加更多的形态动力适应时间尺度。我们对河口人为干扰累积效应的了解十分有限,因为观测通常无法涵盖完整的形态适应期。我们旨在通过对埃姆斯河口过去 500 年的历史形态进行数字重建,评估填海工程和其他人为干预对河口系统的影响。我们的分析表明,潮间带-潮下带的面积比例因填海工程而发生了变化,填海工程结束后,这一比例又得到了部分恢复。填海工程导致退潮和洪水河道系统退化,使河口从多河道系统过渡到单河道系统。我们推断,20 世纪加强河道疏浚和重新定线工程加速了这一发展,而不是造成这一发展的原因。百年尺度的观测结果表明,埃姆斯河口的演变符合基于潮汐不对称稳定性理论的陆地开垦反应,它正朝着具有改良滩涂和河道的新平衡配置方向发展。考虑到埃姆斯河口填海造地的悠久历史,它为最近进行填海造地的可比潮汐系统的预期发展提供了类比。
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引用次数: 0
The Shifting Distribution of Arctic Daily Temperatures Under Global Warming 全球变暖下北极日温度分布的变化
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-05 DOI: 10.1029/2024EF004961
Céline Giesse, Dirk Notz, Johanna Baehr

We examine daily surface air temperatures (SAT) in the Arctic under global warming, synthesizing changes in mean temperature, variability, seasonality, and extremes based on five Earth system model large ensembles from the Coupled Model Intercomparison Project Phase 6. Our analysis shows that the distribution of daily Arctic SAT changes substantially, with Arctic mean temperatures being distinguishable from pre-industrial levels on 84% and 97% of days at 1.5 and 2°C of global warming, respectively, and on virtually every day at 3°C of global warming. This shift is primarily due to the rapid rise in average temperature resulting from Arctic amplification and is exacerbated by a decrease in the variability of daily Arctic SAT of approximately 8.5% per degree of global warming. The changes in mean temperature and variability are more pronounced in the cold seasons than in summer, resulting in a weakened and shifted seasonal cycle of Arctic SAT. Moreover, the intensity and frequency of warm and cold extreme events change to varying degrees. The hottest days warm slightly more, while the coldest days warm 4–5 times more than the global average temperature, making extreme cold events rare. Changes in local SAT vary regionally across the Arctic and are most significant in areas of sea-ice loss. Our findings underscore the Arctic's amplified sensitivity to global warming and emphasize the urgent need to limit global warming to mitigate impacts on human and natural systems.

我们根据耦合模式相互比较项目第六阶段的五个地球系统模式大集合,综合平均温度、变异性、季节性和极端温度的变化,研究了全球变暖下北极地区的日表面气温(SAT)。我们的分析表明,北极每天的 SAT 分布发生了很大变化,在全球变暖 1.5℃和 2℃的情况下,分别有 84% 和 97% 的天数北极平均气温与工业化前的水平不同,而在全球变暖 3℃的情况下,几乎每天的平均气温都与工业化前的水平不同。这种变化主要是由于北极放大导致平均气温快速上升,而全球变暖每升高一度,北极 SAT 的日变化率下降约 8.5%,加剧了这种变化。平均温度和变率的变化在寒冷季节比夏季更明显,导致北极 SAT 的季节周期减弱和偏移。此外,冷暖极端事件的强度和频率也发生了不同程度的变化。最热的日子气温略高,而最冷的日子气温是全球平均气温的 4-5 倍,因此极寒事件很少发生。在整个北极地区,当地 SAT 的变化因地区而异,在海冰消失的地区变化最为显著。我们的研究结果凸显了北极对全球变暖的敏感性,并强调迫切需要限制全球变暖,以减轻对人类和自然系统的影响。
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引用次数: 0
Two-Way Option Contracts That Facilitate Adaptive Water Reallocation in the Western United States 促进美国西部适应性水资源再分配的双向期权合同
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-04 DOI: 10.1029/2024EF004434
Zachary M. Hirsch, Harrison B. Zeff, Rohini S. Gupta, Chris R. Vernon, Patrick M. Reed, Gregory W. Characklis

Many water markets in the western United States (U.S.) have the ability to reallocate water temporarily during drought, often as short-term water rights leases from lower value irrigated activities to higher value urban uses. Regulatory approval of water transfers, however, typically takes time and involves high transaction costs that arise from technical and legal analyses, discouraging short-term leasing. This leads municipalities to protect against drought-related shortfalls by purchasing large volumes of infrequently used permanent water rights. High transaction costs also result in municipal water rights rarely being leased back to irrigators in wet or normal years, reducing agricultural productivity. This research explores the development of a multi-year two-way option (TWO) contract that facilitates leasing from agricultural-to-urban users during drought and leasing from urban-to agricultural users during wet periods. The modeling framework developed to assess performance of the TWO contracts includes consideration of the hydrologic, engineered, and institutional systems governing the South Platte River Basin in Colorado where there is growing competition for water between municipalities (e.g., the city of Boulder) and irrigators. The modeling framework is built around StateMod, a network-based water allocation model used by state regulators to evaluate water rights allocations and potential rights transfers. Results suggest that the TWO contracts could allow municipalities to maintain supply reliability with significantly reduced rights holdings at lower cost, while increasing agricultural productivity in wet and normal years. Additionally, the TWO contracts provide irrigators with additional revenues via net payments of option fees from municipalities.

美国西部的许多水市场都有能力在干旱期间临时重新分配水量,通常是以短期水权租赁的形式将价值较低的灌溉活动的水量分配给价值较高的城市用水。然而,水权转让的监管审批通常需要很长时间,并涉及技术和法律分析所产生的高昂交易成本,这阻碍了短期租赁。这导致市政当局通过购买大量不经常使用的永久水权来防止干旱造成的水量短缺。高昂的交易成本也导致市政水权很少在雨季或正常年份回租给灌溉者,从而降低了农业生产率。本研究探讨了多年期双向选择(TWO)合同的开发问题,该合同有利于在干旱期从农业用户向城市用户出租水权,以及在丰水期从城市用户向农业用户出租水权。为评估 TWO 合同的性能而开发的建模框架包括对管理科罗拉多州南普拉特河流域的水文、工程和机构系统的考虑,在该流域,市政当局(如博尔德市)和灌溉者之间对水的竞争日益激烈。建模框架以 StateMod 为基础,StateMod 是一种基于网络的水资源分配模型,由州监管机构用于评估水权分配和潜在的水权转让。结果表明,TWO 合同可以使市政当局以较低的成本大幅减少水权持有量,从而保持供水的可靠性,同时在雨季和正常年份提高农业生产率。此外,TWO 合同还可通过市政当局支付的期权费净额为灌溉者提供额外收入。
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引用次数: 0
Greening-Induced Biophysical Impacts Lead to Earlier Spring and Autumn Phenology in Temperate and Boreal Forests 绿化引起的生物物理影响导致温带和北方森林的春秋季节提前
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-04 DOI: 10.1029/2024EF004618
Jing Guo, Jinmei Wang, Yuxin Qiao, Xu Huang, Nicholas G. Smith, Zhiyong Liu, Rui Zhang, Xiuzhi Chen, Chaoyang Wu, Josep Peñuelas, Lei Chen

Tree phenology, the timing of periodic biological events in trees, is highly sensitive to climate change. Previous studies have indicated that forest greening can impact the local climate by modifying the seasonal surface energy budget. However, the understanding of tree phenological responses to forest greening at large spatial scales remains limited. Utilizing satellite-derived phenological and leaf area index data spanning from 2001 to 2021, herein we show that forest greening led to earlier spring and autumn phenology in both temperate and boreal forests. Our findings demonstrated that forest greening during winter and spring contributed to a reduction in surface albedo, resulting in biophysical warming and consequently advancing spring leaf phenology. Conversely, forest greening in summer and autumn induced biophysical cooling through increased evapotranspiration, leading to an earlier onset of autumn leaf phenology. Our findings highlight the significant impact of forest greening-induced local seasonal climate changes on shaping tree phenology in temperate and boreal forests. It is crucial to consider these greening-induced alterations in microclimate conditions when modeling changes in tree phenology under future climate warming scenarios.

树木物候,即树木周期性生物活动的时间,对气候变化高度敏感。以往的研究表明,森林绿化可通过改变季节性地表能量预算来影响当地气候。然而,在大空间尺度上,人们对树木物候对森林绿化反应的了解仍然有限。利用从 2001 年到 2021 年的卫星物候和叶面积指数数据,我们在本文中表明,森林绿化导致温带和北方森林的春季和秋季物候提前。我们的研究结果表明,冬季和春季的森林绿化导致地表反照率降低,造成生物物理变暖,从而使春季叶片物候提前。相反,夏季和秋季的森林绿化则通过增加蒸散作用引起生物物理降温,导致秋季叶片物候期提前到来。我们的研究结果凸显了森林绿化引起的当地季节性气候变化对温带和北方森林树木物候形成的重大影响。在模拟未来气候变暖情景下的树木物候变化时,考虑这些绿化引起的小气候条件变化至关重要。
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引用次数: 0
Remotely Sensed Variables Predict Grassland Diversity Better at Scales Below 1,000 km as Opposed to Abiotic Variables That Predict It Better at Larger Scales 遥感变量能更好地预测 1000 公里以下尺度的草原多样性,而非生物变量则能更好地预测更大尺度的草原多样性
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-04 DOI: 10.1029/2024EF004648
Yujin Zhao, Bernhard Schmid, Zhaoju Zheng, Yang Wang, Jin Wu, Yao Wang, Ziyan Chen, Xia Zhao, Dan Zhao, Yuan Zeng, Yongfei Bai

Global spatial patterns of vascular plant diversity have been mapped at coarse grain based on climate-dominated environment–diversity relationships and, where possible, at finer grain using remote sensing. However, for grasslands with their small plant sizes, the limited availability of vegetation plot data has caused large uncertainties in fine-grained mapping of species diversity. Here we used vegetation survey data from 1,609 field sites (>4,000 plots of 1 m2), remotely sensed data (ecosystem productivity and phenology, habitat heterogeneity, functional traits and spectral diversity), and abiotic data (water- and energy-related, characterizing climate-dominated environment) together with machine learning and spatial autoregressive models to predict and map grassland species richness per 100 m2 across the Mongolian Plateau at 500 m resolution. Combining all variables yielded a predictive accuracy of 69% compared with 64% using remotely sensed variables or 65% using abiotic variables alone. Among remotely sensed variables, functional traits showed the highest predictive power (55%) in species richness estimation, followed by productivity and phenology (48%), spectral diversity (48%) and habitat heterogeneity (48%). When considering spatial autocorrelation, remotely sensed variables explained 52% and abiotic variables explained 41%. Moreover, Remotely sensed variables provided better prediction at smaller grain size (<∼1,000 km), while water- and energy-dominated macro-environment variables were the most important drivers and dominated the effects of remotely sensed variables on diversity patterns at macro-scale (>∼1,000 km). These findings indicate that while remotely sensed vegetation characteristics and climate-dominated macro-environment provide similar predictions for mapping grassland plant species richness, they offer complementary explanations across broad spatial scales.

全球维管植物多样性的空间模式是根据气候主导的环境-多样性关系粗粒度绘制的,并在可能的情况下利用遥感技术进行细粒度绘制。然而,对于植株较小的草地来说,植被小区数据的有限性给物种多样性的精细绘制带来了很大的不确定性。在这里,我们利用来自 1,609 个野外地点的植被调查数据(4,000 个 1 平方米的小块)、遥感数据(生态系统生产力和物候学、栖息地异质性、功能特征和光谱多样性)以及非生物数据(与水和能源相关的、描述气候主导环境特征的数据),结合机器学习和空间自回归模型,以 500 米的分辨率预测和绘制了蒙古高原每 100 平方米草地的物种丰富度。结合所有变量得出的预测准确率为 69%,而使用遥感变量得出的准确率为 64%,或单独使用非生物变量得出的准确率为 65%。在遥感变量中,功能特征对物种丰富度估计的预测能力最高(55%),其次是生产力和物候(48%)、光谱多样性(48%)和生境异质性(48%)。考虑到空间自相关性,遥感变量的解释率为 52%,非生物变量的解释率为 41%。此外,遥感变量在较小粒度(<∼1,000 千米)上提供了更好的预测,而以水和能量为主的宏观环境变量是最重要的驱动因素,并主导了遥感变量在宏观尺度(>∼1,000 千米)上对多样性模式的影响。这些研究结果表明,遥感植被特征和以气候为主的宏观环境为绘制草原植物物种丰富度地图提供了相似的预测,它们在广阔的空间尺度上提供了互补的解释。
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引用次数: 0
Persistent Water Scarcity Due To High Irrigation Demand in Arid China: A Case Study in the North Slope of the Tianshan Mountains 中国干旱地区高灌溉需求导致的持续缺水:天山北坡案例研究
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-11-01 DOI: 10.1029/2024EF005070
Xingcai Liu, Qiuhong Tang, Ying Zhao, Puyu Wang

Water scarcity is a critical threat in arid regions in China due to dry climate and rising human water demand. The sustainability of a recent wetter trend and its impact on future water security remain uncertain. This case study focuses on a hotspot region, the North Slope of the Tianshan Mountains (NSTM), to assess water scarcity in the coming decades (2030–2050) under two climate scenarios. To this end, we developed an integrated agro-hydrological model to simulate historical and future hydrological processes and crop water dynamics in arid regions. Our results indicate nonsignificant increases in precipitation (around 3%) and evident rising temperatures (0.9–1.5°C) in the NSTM compared to the present-day (2011–2020) climate. This translates to a projected increase in water availability (5.6%–11.2%) during 2030–2050, with slightly larger increases (6.3%–14%) in glacier runoff. However, the spatial mismatch between precipitation increases and water demand makes this potential gain largely offset by rising irrigation water demand (over 7%) if cropland remains constant from 2020 onwards. As a result, the current annual water deficit (3.3 km3) is likely to increase by 5%–11%, with 32% of NSTM basins facing persistent water scarcity. Most croplands are at high risk of groundwater depletion and 17%–34% of basins will experience intensified water scarcity. These findings highlight the urgent need for comprehensive water management strategies, including improved irrigation efficiency and exploration of alternative water sources, to ensure water security and sustainable development in arid China facing a changing climate.

由于气候干燥和人类对水的需求不断增加,缺水已成为中国干旱地区的一个严重威胁。近期气候转湿趋势的可持续性及其对未来水资源安全的影响仍不确定。本案例研究以热点地区--天山北坡(NSTM)为重点,评估了未来几十年(2030-2050 年)在两种气候情景下的水资源短缺问题。为此,我们开发了一个农业水文综合模型,以模拟干旱地区历史和未来的水文过程及作物水分动态。我们的研究结果表明,与现今(2011-2020 年)的气候相比,NSTM 的降水量没有显著增加(约 3%),气温明显升高(0.9-1.5°C)。这意味着 2030-2050 年期间可用水量预计将增加(5.6%-11.2%),冰川径流量的增幅略大(6.3%-14%)。然而,如果耕地面积从 2020 年起保持不变,降水量的增加与水资源需求之间的空间不匹配使得灌溉用水需求的增加(超过 7%)在很大程度上抵消了这一潜在增益。因此,目前的年缺水量(3.3 千立方米)可能会增加 5%-11%,32% 的国家干旱和半干旱地区盆地将面临持续缺水。大多数耕地面临地下水枯竭的高风险,17%-34%的流域将加剧缺水状况。这些研究结果突出表明,面对不断变化的气候,干旱的中国迫切需要全面的水资源管理战略,包括提高灌溉效率和开发替代水源,以确保水资源安全和可持续发展。
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引用次数: 0
Quantifying Global Wetland Methane Emissions With In Situ Methane Flux Data and Machine Learning Approaches 利用原位甲烷通量数据和机器学习方法量化全球湿地甲烷排放量
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-31 DOI: 10.1029/2023EF004330
Shuo Chen, Licheng Liu, Yuchi Ma, Qianlai Zhuang, Narasinha J. Shurpali

Wetland methane (CH4) emissions have a significant impact on the global climate system. However, the current estimation of wetland CH4 emissions at the global scale still has large uncertainties. Here we developed six distinct bottom-up machine learning (ML) models using in situ CH4 fluxes from both chamber measurements and the Fluxnet-CH4 network. To reduce uncertainties, we adopted a multi-model ensemble (MME) approach to estimate CH4 emissions. Precipitation, air temperature, soil properties, wetland types, and climate types are considered in developing the models. The MME is then extrapolated to the global scale to estimate CH4 emissions from 1979 to 2099. We found that the annual wetland CH4 emissions are 146.6 ± 12.2 Tg CH4 yr−1 (1 Tg = 1012 g) from 1979 to 2022. Future emissions will reach 165.8 ± 11.6, 185.6 ± 15.0, and 193.6 ± 17.2 Tg CH4 yr−1 in the last two decades of the 21st century under SSP126, SSP370, and SSP585 scenarios, respectively. Northern Europe and near-equatorial areas are the current emission hotspots. To further constrain the quantification uncertainty, research priorities should be directed to comprehensive CH4 measurements and better characterization of spatial dynamics of wetland areas. Our data-driven ML-based global wetland CH4 emission products for both the contemporary and the 21st century shall facilitate future global CH4 cycle studies.

湿地甲烷(CH4)排放对全球气候系统有重大影响。然而,目前对全球范围内湿地甲烷(CH4)排放量的估算仍存在很大的不确定性。在此,我们利用室内测量和 Fluxnet-CH4 网络的原位 CH4 通量,开发了六个不同的自下而上的机器学习 (ML) 模型。为了减少不确定性,我们采用了多模型集合(MME)方法来估算 CH4 排放量。在开发模型时考虑了降水、气温、土壤特性、湿地类型和气候类型。然后将 MME 推断到全球范围,以估算 1979 年至 2099 年的甲烷排放量。我们发现,从 1979 年到 2022 年,湿地每年的 CH4 排放量为 146.6 ± 12.2 Tg CH4 yr-1(1 Tg = 1012 g)。在 SSP126、SSP370 和 SSP585 情景下,未来 21 世纪最后 20 年的排放量将分别达到 165.8 ± 11.6、185.6 ± 15.0 和 193.6 ± 17.2 Tg CH4 yr-1。北欧和近赤道地区是当前的排放热点。为了进一步限制量化的不确定性,研究重点应放在全面测量 CH4 和更好地描述湿地区域的空间动态特征上。我们以数据为驱动、基于 ML 的当代和 21 世纪全球湿地 CH4 排放产品将有助于未来的全球 CH4 循环研究。
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Earths Future
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