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Exploring the Behaviors of Initiated Progressive Failure and Slow-Moving Landslides in Los Angeles Using Satellite InSAR and Pixel Offset Tracking 利用卫星 InSAR 和像素偏移跟踪技术探索洛杉矶的初始渐进式崩塌和缓慢移动的山体滑坡行为
IF 4.6 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1029/2024GL108267
Xiang Li, Alexander L. Handwerger, Gilles Peltzer, Eric Fielding

Catastrophic landslides are often preceded by slow, progressive, accelerating deformation that differs from the persistent motion of slow-moving landslides. Here, we investigate the motion of a landslide that damaged 12 homes in Rolling Hills Estates (RHE), Los Angeles, California on 8 July 2023, using satellite-based synthetic aperture radar interferometry (InSAR) and pixel tracking of satellite-based optical images. To better understand the precursory motion of the RHE landslide, we compared its behavior with local precipitation and with several slow-moving landslides nearby. Unlike the slow-moving landslides, we found that RHE was a first-time progressive failure that failed after one of the wettest years on record. We then applied a progressive failure model to interpret the failure mechanisms and further predict the failure time from the pre-failure movement of RHE. Our work highlights the importance of monitoring incipient slow motion of landslides, particularly where no discernible historical displacement has been observed.

灾难性山体滑坡发生前通常会出现缓慢、渐进、加速的变形,这与缓慢移动的山体滑坡的持续运动不同。在此,我们利用卫星合成孔径雷达干涉测量法(InSAR)和卫星光学图像的像素跟踪,研究了 2023 年 7 月 8 日破坏了加利福尼亚州洛杉矶市滚山庄园(RHE)12 栋房屋的山体滑坡的运动情况。为了更好地了解 RHE 滑坡的前兆运动,我们将其行为与当地降水和附近几处缓慢移动的滑坡进行了比较。与缓慢移动的山体滑坡不同,我们发现 RHE 是在有记录以来最潮湿的年份之一发生的首次渐进式崩塌。随后,我们应用渐进式崩塌模型解释了崩塌机制,并根据 RHE 崩塌前的运动进一步预测了崩塌时间。我们的工作强调了监测山体滑坡初期缓慢运动的重要性,尤其是在没有观测到明显历史位移的情况下。
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引用次数: 0
Climate-Driven Topographic Asymmetry Enhanced by Glaciers: Implications for Drainage Reorganization in Glacial Landscapes 气候驱动的地形不对称因冰川而增强:冰川地貌对排水系统重组的影响
IF 4.6 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1029/2024GL109087
Jingtao Lai, Kimberly Huppert

Climate contrasts across drainage divides, such as orographic precipitation, are ubiquitous in mountain ranges, and as a result, mountain topography is often asymmetric. During glacial periods, these climate gradients can generate asymmetric glaciation, which may modify topographic asymmetry and drive divide migration during glacial-interglacial cycles. Here we quantify topographic asymmetry caused by asymmetric glaciation and its sensitivity to different climate scenarios. Using an analytical model of a steady-state glacial profile, we find that the degree of topographic asymmetry is primarily controlled by differences in the equilibrium line altitude across the divide. Our results show that glacial erosion can respond to the same climate asymmetry differently than fluvial erosion. When there are precipitation differences across the divide, glacial erosion produces greater topographic asymmetry than fluvial erosion, all else equal. These findings suggest that glaciations may promote drainage reorganization and landscape transience in intermittently glaciated mountain ranges.

横跨排水分界线的气候反差(如地形降水)在山脉中无处不在,因此,山脉地形通常是不对称的。在冰川期,这些气候梯度会产生非对称冰川作用,从而改变地形的非对称性,并推动冰川-间冰期周期中的分水岭迁移。在这里,我们量化了非对称冰川作用造成的地形不对称及其对不同气候情景的敏感性。利用稳态冰川剖面的分析模型,我们发现地形不对称的程度主要受控于分水岭上平衡线海拔高度的差异。我们的研究结果表明,冰川侵蚀对同一气候不对称的反应与河川侵蚀不同。当分水岭上的降水量存在差异时,在其他条件相同的情况下,冰川侵蚀产生的地形不对称性要大于河流侵蚀。这些发现表明,冰川可能会促进间歇性冰川山脉的排水重组和地貌瞬变。
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引用次数: 0
Increasing the Reproducibility and Replicability of Supervised AI/ML in the Earth Systems Science by Leveraging Social Science Methods 利用社会科学方法,提高地球系统科学中人工智能/数学模型监督的可重复性和可复制性
IF 2.9 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-07-04 DOI: 10.1029/2023EA003364
Christopher D. Wirz, Carly Sutter, Julie L. Demuth, Kirsten J. Mayer, William E. Chapman, Mariana Goodall Cains, Jacob Radford, Vanessa Przybylo, Aaron Evans, Thomas Martin, Lauriana C. Gaudet, Kara Sulia, Ann Bostrom, David John Gagne II, Nick Bassill, Andrea Schumacher, Christopher Thorncroft

Artificial intelligence (AI) and machine learning (ML) pose a challenge for achieving science that is both reproducible and replicable. The challenge is compounded in supervised models that depend on manually labeled training data, as they introduce additional decision-making and processes that require thorough documentation and reporting. We address these limitations by providing an approach to hand labeling training data for supervised ML that integrates quantitative content analysis (QCA)—a method from social science research. The QCA approach provides a rigorous and well-documented hand labeling procedure to improve the replicability and reproducibility of supervised ML applications in Earth systems science (ESS), as well as the ability to evaluate them. Specifically, the approach requires (a) the articulation and documentation of the exact decision-making process used for assigning hand labels in a “codebook” and (b) an empirical evaluation of the reliability” of the hand labelers. In this paper, we outline the contributions of QCA to the field, along with an overview of the general approach. We then provide a case study to further demonstrate how this framework has and can be applied when developing supervised ML models for applications in ESS. With this approach, we provide an actionable path forward for addressing ethical considerations and goals outlined by recent AGU work on ML ethics in ESS.

人工智能(AI)和机器学习(ML)对实现可重现和可复制的科学提出了挑战。在依赖人工标注训练数据的监督模型中,这一挑战更为严峻,因为它们引入了额外的决策和流程,需要全面的记录和报告。为了解决这些局限性,我们提供了一种为有监督人工智能手动标注训练数据的方法,该方法整合了定量内容分析(QCA)--一种来自社会科学研究的方法。定量内容分析方法提供了一种严格的、有据可查的手工标注程序,可提高地球系统科学(ESS)中有监督 ML 应用的可复制性和可重复性,以及对其进行评估的能力。具体来说,该方法需要:(a)阐明并记录用于在 "代码簿 "中分配手工标签的确切决策过程;(b)对手工标签制作者的 "可靠性 "进行实证评估。在本文中,我们概述了 QCA 对该领域的贡献,并概述了一般方法。然后,我们提供了一个案例研究,进一步展示了在为 ESS 应用开发有监督 ML 模型时,如何应用这一框架。通过这种方法,我们提供了一条可操作的前进道路,以解决伦理方面的问题,并实现 AGU 最近关于 ESS 中 ML 伦理的工作所提出的目标。
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引用次数: 0
Electron Beams at Europa 欧罗巴的电子束
IF 4.6 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1029/2024GL108422
F. Allegrini, J. Saur, J. R. Szalay, R. W. Ebert, W. S. Kurth, S. Cervantes, H. T. Smith, F. Bagenal, S. J. Bolton, G. Clark, J. E. P. Connerney, P. Louarn, B. Mauk, D. J. McComas, A. Pontoni, Y. Sarkango, P. Valek, R. J. Wilson

Jupiter's moon Europa contains a subsurface ocean whose presence is inferred from magnetic field measurements, the interpretation of which depends on knowledge of Europa's local plasma environment. A recent Juno spacecraft flyby returned new observations of plasma electrons with unprecedented resolution. Specifically, powerful magnetic field-aligned electron beams were discovered near Europa. These beams, with energies from ∼30 to ∼300 eV, locally enhance electron-impact-excited emissions and ionization in Europa's atmosphere by more than a factor three over the local space environment, and are associated with large jumps of the magnetic fields. The beams therefore play an essential role in shaping Europa's plasma and magnetic field environment and thus need to be accounted for electromagnetic sounding of Europa's ocean and plume detection by future missions such as JUICE and Europa Clipper.

木星的卫星木卫二包含一个地表下海洋,其存在是通过磁场测量推断出来的,而对磁场测量的解释取决于对木卫二当地等离子体环境的了解。朱诺号航天器最近飞越木卫二,以前所未有的分辨率对等离子体电子进行了新的观测。具体来说,在木卫二附近发现了强大的磁场对齐电子束。这些电子束的能量从30到300电子伏特不等,在木卫二大气层中局部增强了电子撞击激发的发射和电离,比当地空间环境高出三倍以上,并且与磁场的大幅跃迁有关。因此,这些光束在形成欧罗巴的等离子体和磁场环境方面起着至关重要的作用,因此,在对欧罗巴海洋进行电磁探测以及未来的飞行任务(如JUICE和Europa Clipper)进行羽流探测时,需要考虑到这些光束。
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引用次数: 0
Molecular Composition Evolution of Dissolved Organic Matter With Water Depth in Prydz Bay of East Antarctic: Carbon Export Implications 南极东部普里兹湾溶解有机物的分子组成随水深的变化:碳输出的影响
IF 3.3 2区 地球科学 Q1 OCEANOGRAPHY Pub Date : 2024-07-04 DOI: 10.1029/2023JC020571
Bin Jiang, Jun Zhao, Dong Li, Liyang Zhan, Zhongyong Gao, Heng Sun, Yuping Zhou, Jianming Pan, Yongge Sun

This study analyzes the molecular composition of dissolved organic matter (DOM) in Prydz Bay by Fourier Transform Ion Cyclotron Resonance mass spectrometry to probe the carbon sequestration capacity in the continental shelf system. Concentrations of particulate organic carbon (POC), particulate nitrogen and dissolved organic carbon (DOC) with water depth show that POC could be mainly decomposed into DOC and/or microbially degraded. Highly labile DOC is further degraded and remineralized by microorganisms within the upper 200 m, as evidenced by a downward enrichment of 13CPOC and increases in the average molecular weight, oxygen atom number (O) and double bond equivalents of DOM molecules, indicating that biodegradation is the main driver for particulate organic matter and DOM evolution with water depth. Semi-quantitative calculation demonstrates that ∼83% of POC was transformed to DOC as well as dissolved inorganic carbon (DIC), and ∼30% of DOC further to DIC via microbial degradation within the upper 200 m in summer, resulting in a relatively low total organic carbon content in sediments of Prydz Bay. The newly transformed DIC and residue DOC can be preserved in the deep layer due to the formation of well stratified and stable water body in summer of Prydz Bay, ultimately entering the regional circulation system instead of being released back into the atmosphere. This could be one of the most important processes determining the atmosphere CO2 uptake in the continental shelf system of Southern Ocean.

本研究利用傅立叶变换离子回旋共振质谱分析了普里兹湾溶解有机物(DOM)的分子组成,以探测大陆架系统的固碳能力。颗粒有机碳(POC)、颗粒氮和溶解有机碳(DOC)的浓度随水深的变化表明,POC 主要被分解成 DOC 和/或被微生物降解。高溶解性 DOC 在上层 200 米范围内被微生物进一步降解和再矿化,表现为 13CPOC 富集度下降,DOM 分子的平均分子量、氧原子数(O)和双键当量增加,表明生物降解是颗粒有机物和 DOM 随水深演变的主要驱动力。半定量计算表明,在夏季,83%的 POC 转化为 DOC 和溶解无机碳(DIC),30%的 DOC 通过微生物降解进一步转化为 DIC,因此普里兹湾沉积物中的总有机碳含量相对较低。由于普里兹湾夏季形成了分层良好的稳定水体,新转化的 DIC 和残余 DOC 可以保存在深层,最终进入区域循环系统,而不是释放回大气中。这可能是决定南大洋大陆架系统吸收大气中二氧化碳的最重要过程之一。
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引用次数: 0
Emerging Hotspots of Surface Chlorophyll Trend in the Tropical Oceans 热带海洋表面叶绿素趋势的新热点
IF 3.3 2区 地球科学 Q1 OCEANOGRAPHY Pub Date : 2024-07-04 DOI: 10.1029/2023JC020681
Feng Tian, Rong-Hua Zhang

Recent studies show that climate change signals in the long-term trend of the tropical ecosystems have emerged earlier than projected by climate models. However, it remains unclear whether tropical ocean surface chlorophyll (SChl) shows a robust trend in the available satellite data era, and what possible physical mechanisms can be responsible for this trend. Here, using combined data from observations, hindcast biogeochemical simulations, and climate model outputs, we document consistently decreasing trends of SChl in the three ocean basins (Indian Ocean, Pacific Ocean, and Atlantic Ocean) with varying magnitude from −1.6% to −10.0% per decade during 1998–2020, with tropical ocean SChl showing a decreasing trend of −7.1% per decade. In the Indo-Pacific Ocean, mechanisms for the two hotspots with significantly decreasing SChl trends are identified. (a) In the northern tropical Pacific, under the anthropogenic forcing, enhanced stratification associated with frequent interannual surface warming overwhelms the Ekman pumping effect due to positive wind stress curl, leading to a decrease in SChl. (b) In the southern tropical Indian Ocean, the downwelling process dominates the decreasing SChl trend due to the Ekman pumping associated with the negative wind stress curl prevailing in the Indian Ocean, while the contribution from the stratification change is negligible. This study identifies two hotspots with consistently decreasing SChl trends in the tropical ocean which are influenced by the complex physical processes under a warmer climate and calls for more comprehensive understanding of the interactions between physical processes and biogeochemical cycles in the tropical ocean ecosystems.

最近的研究表明,热带生态系统长期趋势中出现的气候变化信号早于气候模式的预测。然而,在现有卫星数据时代,热带海洋表层叶绿素(SChl)是否显示出强劲的趋势,以及造成这一趋势的可能物理机制是什么,目前仍不清楚。在这里,我们综合利用观测数据、后报生物地球化学模拟数据和气候模式输出数据,记录了 1998-2020 年间三个大洋盆地(印度洋、太平洋和大西洋)的 SChl 持续下降趋势,降幅从每十年-1.6%到-10.0%不等,其中热带海洋 SChl 呈每十年-7.1%的下降趋势。在印度洋-太平洋,确定了 SChl 呈显著下降趋势的两个热点的机制。(a) 在热带太平洋北部,在人为强迫作用下,与频繁的年际表层变暖相关的分层作用增强,压倒了正风压卷导致的 Ekman 泵效应,从而导致 SChl 下降。(b) 在热带印度洋南部,下沉过程主导了 SChl 的下降趋势,这是由于印度洋普遍存在的负风应力卷曲所导致的 Ekman 泵效应,而分层变化的影响可以忽略不计。这项研究发现了热带海洋中 SChl 呈持续下降趋势的两个热点,它们受到气候变暖条件下复杂物理过程的影响,因此需要更全面地了解热带海洋生态系统中物理过程与生物地球化学循环之间的相互作用。
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引用次数: 0
Reduced actual vapor pressure exerts a significant influence on maize yield through vapor pressure deficit amid climate warming. 在气候变暖的情况下,实际蒸气压降低会通过蒸气压不足对玉米产量产生重大影响。
IF 3 3区 地球科学 Q2 BIOPHYSICS Pub Date : 2024-07-04 DOI: 10.1007/s00484-024-02727-0
Yi Zhang, Yanxia Zhao, Qing Sun, Sining Chen, Shao Sun, Li Liu

Understanding the impact of climate warming on crop yield and its associated mechanisms is paramount for ensuring food security. Here, we conduct a thorough analysis of the impact of vapor pressure deficit (VPD) on maize yield, leveraging a rich dataset comprising temporal and spatial observations spanning 40 years across 31 maize-growing locations in Northeast and North China. Our investigation extends to the influencing meteorological factors that drive changes in VPD during the maize growing phase. Regression analysis reveals a linear negative relationship between VPD and maize yield, demonstrating diverse spatiotemporal characteristics. Spatially, maize yield exhibits higher sensitivity to VPD in Northeast China (NEC), despite the higher VPD levels in North China Plain (NCP). The opposite patterns reveal that high VPD not invariably lead to detrimental yield impacts. Temporal analysis sheds light on an upward trend in VPD, with values of 0.05 and 0.02 kPa/10yr, accompanied by significant abrupt changes around 1996 in NEC and 2006 in NCP, respectively. These temporal shifts contribute to the heightened sensitivity of maize yield in both regions. Importantly, we emphasize the need to pay closer attention to the substantial the impact of actual vapor pressure on abrupt VPD changes during the maize growing phase, particularly in the context of ongoing climate warming.

了解气候变暖对作物产量的影响及其相关机制对于确保粮食安全至关重要。在此,我们利用丰富的数据集,对中国东北和华北地区 31 个玉米种植区 40 年的时空观测数据进行了深入分析,探讨了水汽压差(VPD)对玉米产量的影响。我们的研究扩展到了玉米生长阶段驱动 VPD 变化的气象影响因素。回归分析表明,VPD 与玉米产量之间呈线性负相关,并表现出不同的时空特征。从空间上看,尽管华北平原(NCP)的 VPD 水平较高,但东北地区(NEC)的玉米产量对 VPD 的敏感性更高。相反的模式表明,高 VPD 并非必然导致对产量的不利影响。时间分析表明,VPD 呈上升趋势,数值分别为 0.05 和 0.02 kPa/10yr,华北平原和华北平原分别在 1996 年和 2006 年前后发生了显著的突变。这些时间上的变化导致这两个地区玉米产量的敏感性提高。重要的是,我们强调需要更密切地关注实际水汽压对玉米生长阶段 VPD 突然变化的实质性影响,尤其是在气候持续变暖的背景下。
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引用次数: 0
Dynamic and Thermodynamic Control of the Response of Winter Climate and Extreme Weather to Projected Arctic Sea-Ice Loss 冬季气候和极端天气对预测北极海冰损失响应的动态和热力学控制
IF 4.6 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1029/2024GL109271
Kunhui Ye, Tim Woollings, Sarah N. Sparrow

A novel sub-sampling method has been used to isolate the dynamic effects of the response of the North Atlantic Oscillation (NAO) and the Siberian High (SH) from the total response to projected Arctic sea-ice loss under 2°C global warming above preindustrial levels in very large initial-condition ensemble climate simulations. Thermodynamic effects of Arctic warming are more prominent in Europe while dynamic effects are more prominent in Asia/East Asia. This explains less-severe cold extremes in Europe but more-severe cold extremes in Asia/East Asia. For Northern Eurasia, dynamic effects overwhelm the effect of increased moisture from a warming Arctic, leading to an overall decrease in precipitation. We show that the response scales linearly with the dynamic response. However, caution is needed when interpreting inter-model differences in the response because of internal variability, which can largely explain the inter-model spread in the NAO and SH response in the Polar Amplification Model Intercomparison Project.

在超大型初始条件集合气候模拟中,采用了一种新颖的子取样方法,将北大西洋涛动(NAO)和西伯利亚高纬度(SH)的动态效应从对全球变暖高于工业化前水平摄氏 2 度情况下北极海冰损失预测的总响应中分离出来。北极变暖的热力学效应在欧洲更为突出,而动态效应在亚洲/东亚更为突出。这就解释了为什么欧洲的极端寒冷程度较轻,而亚洲/东亚的极端寒冷程度较重。在欧亚大陆北部,动态效应压倒了北极变暖带来的湿度增加效应,导致降水量总体减少。我们的研究表明,这种响应与动态响应成线性比例关系。然而,由于内部变率的存在,在解释模式间响应差异时需要谨慎,这在很大程度上可以解释极地放大模式相互比较项目中模式间对 NAO 和 SH 响应的差异。
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引用次数: 0
Nitrate pollution deterioration in winter driven by surface ozone increase 地表臭氧增加导致冬季硝酸盐污染恶化
IF 8.5 1区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-07-04 DOI: 10.1038/s41612-024-00667-5
Zekun Zhang, Bingqing Lu, Chao Liu, Xue Meng, Jiakui Jiang, Hartmut Herrmann, Jianmin Chen, Xiang Li
Recently, nitrate (NO3–) levels in winter pollution in eastern China have been increasing yearly and have become the main component of PM2.5. The factors contributing to this rise in surface NO3– concentrations remain unclear, complicating the development of targeted pollution control measures. This study utilizes observational data from Shanghai during the winter 2019, alongside box model simulations, to recreate the NO3− pollution event and identify the key factors in the growth process. The analysis demonstrated that a rise in winter ozone levels significantly promotes NO3– production by facilitating NOx conversion via gas-phase and heterogeneous reactions. These findings could explain the correlation between the synchronous increase of surface ozone and NO3− in recent years. Furthermore, simulation of control strategies for NOx and volatile organic compounds (VOCs) identified an approach centered on ozone reduction as notably effective in mitigating winter NO3– pollution in the Yangtze River Delta.
最近,中国东部地区冬季污染中的硝酸盐(NO3-)含量逐年上升,已成为 PM2.5 的主要成分。导致地表 NO3- 浓度上升的因素尚不明确,使得制定有针对性的污染控制措施变得更加复杂。本研究利用 2019 年冬季上海的观测数据和箱式模型模拟,再现了 NO3- 污染事件,并确定了增长过程中的关键因素。分析表明,冬季臭氧水平的升高通过气相和异相反应促进了氮氧化物的转化,从而显著促进了 NO3-的生成。这些发现可以解释近年来地表臭氧和 NO3- 同步增长之间的相关性。此外,通过模拟氮氧化物和挥发性有机化合物(VOCs)的控制策略,发现以减少臭氧为中心的方法在缓解长江三角洲地区冬季 NO3- 污染方面效果显著。
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引用次数: 0
Aggressive Aerosol Mitigation Policies Reduce Chances of Keeping Global Warming to Below 2C 积极的气溶胶减缓政策降低了将全球变暖控制在 2C 以下的可能性
IF 7.3 1区 地球科学 Q1 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-04 DOI: 10.1029/2023EF004233
R. Wood, M. A. Vogt, I. L. McCoy

Aerosol increases over the 20th century delayed the rate at which Earth warmed as a result of increases in greenhouse gases (GHGs). Aggressive aerosol mitigation policies arrested aerosol radiative forcing from ∼1980 to ∼2010. Recent evidence supports decreases in forcing magnitude since then. Using the approximate partial radiative perturbation (APRP) method, future shortwave aerosol effective radiative forcing changes are isolated from other shortwave changes in an 18-member ensemble of ScenarioMIP projections from phase 6 of the Coupled Model Intercomparison Project (CMIP6). APRP-derived near-term (2020–2050) aerosol forcing trends are correlated with published model emulation values but are 30%–50% weaker. Differences are likely explained by location shifts of aerosol-impacting emissions and their resultant influences on susceptible clouds. Despite weaker changes, implementation of aggressive aerosol cleanup policies will have a major impact on global warming rates over 2020–2050. APRP-derived aerosol radiative forcings are used together with a forcing and impulse response model to estimate global temperature trends. Strong mitigation of GHGs, as in SSP1-2.6, likely prevents warming exceeding 2C since preindustrial but the strong aerosol cleanup in this scenario increases the probability of exceeding 2C by 2050 from near zero without aerosol changes to 6% with cleanup. When the same aerosol forcing is applied to a more likely GHG forcing scenario (i.e., SSP2-4.5), aggressive aerosol cleanup more than doubles the probability of reaching 2C by 2050 from 30% to 80%. It is thus critical to quantify and simulate the impacts of changes in aerosol radiative forcing over the next few decades.

20 世纪气溶胶的增加推迟了地球因温室气体增加而变暖的速度。积极的气溶胶减缓政策阻止了1980至2010年间的气溶胶辐射强迫。最近的证据表明,气溶胶辐射强迫的幅度自那时起有所下降。利用近似部分辐射扰动(APRP)方法,在耦合模式相互比较项目(CMIP6)第6阶段的ScenarioMIP预测的18个成员集合中,将未来短波气溶胶有效辐射强迫变化从其他短波变化中分离出来。APRP 得出的近期(2020-2050 年)气溶胶强迫趋势与已公布的模式模拟值相关,但弱 30%-50%。造成差异的原因可能是气溶胶影响排放的位置变化及其对易受影响云层的影响。尽管变化较弱,但实施积极的气溶胶清理政策将对 2020-2050 年的全球变暖率产生重大影响。APRP 气溶胶辐射强迫与强迫和脉冲响应模型一起用于估算全球温度趋势。在 SSP1-2.6 中,温室气体的强力减缓可能会防止自工业化前以来的升温超过 2C,但在该情景中,气溶胶的强力净化会使 2050 年升温超过 2C 的概率从没有气溶胶变化时的接近于零增加到有净化时的 6%。如果将同样的气溶胶作用力应用于更可能的温室气体作用力情景(即 SSP2-4.5),积极的气溶胶清理会使到 2050 年达到 2C 的概率增加一倍以上,从 30% 增加到 80%。因此,量化和模拟未来几十年气溶胶辐射强迫变化的影响至关重要。
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