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'Two sides of the same coin'? Bridging water accounting and valuation for better decision-making 一枚硬币的两面"?衔接水资源核算与评估,更好地进行决策
Pub Date : 2024-07-24 DOI: 10.1088/1748-9326/ad66e7
Ana Manero, Anna Normyle, M. Vardon, Quentin Grafton
No abstract for Perspectives
没有 "视角 "的摘要
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引用次数: 0
Effects of tropical cyclone intensity on spatial footprints of storm surges: an idealized numerical experiment 热带气旋强度对风暴潮空间足迹的影响:理想化数值实验
Pub Date : 2024-07-24 DOI: 10.1088/1748-9326/ad66e8
Chuangwu Deng, Shifei Tu, Guoping Gao, Jianjun Xu
Storm surges caused by tropical cyclones (TCs) have long ranked first among all types of marine disasters in casualties and economic losses, and can lead to further regional exacerbation of consequences stemming from these losses along different coastlines. Understanding the spatial footprints of storm surges is thus highly important for developing effective risk management and protection plans. To this end, we designed an ideal storm surge model based on FVCOM to explore the relationship between TC intensity and the spatial footprint of storm surges, and its intrinsic mechanism. The spatial footprints of both positive and negative storm surges were positively correlated with TC intensity; however, the latter was more sensitive to the intensity when the TC intensity is weaker than CAT3 TC’s. The average positive storm surge footprint of CAT1 was 574 km, with CAT3 and CAT5 increasing by 6% and 25%, respectively, compared to CAT1. The average spatial footprint of the negative storm surge of CAT1 was 1,407 km, with CAT3 and CAT5 increasing by 18% and 29%, respectively, compared to CAT1. The decomposition and mechanism analysis of the storm surge show that the main contributing component of the total surge at the south end of the storm’s landfall and during the time of the forerunner was the Ekman surge, whereas the contribution of the normal surge component to the north and during the time of the main surge and resurgence was dominant. In addition, not all the spatial footprints of the storm surge components increased with the TC intensity, as the total surge did, similar to the Ekman surge. These quantitative analyses and intrinsic mechanisms provide a theoretical basis for predicting and evaluating storm surge risks.
长期以来,热带气旋(TC)引起的风暴潮在各类海洋灾害中造成的人员伤亡和经济损失居首位,并可能导致这些损失在不同海岸线造成的后果在区域范围内进一步加剧。因此,了解风暴潮的空间足迹对于制定有效的风险管理和保护计划非常重要。为此,我们设计了一个基于 FVCOM 的理想风暴潮模型,以探讨 TC 强度与风暴潮空间足迹之间的关系及其内在机制。正风暴潮和负风暴潮的空间足迹均与TC强度呈正相关;然而,当TC强度弱于CAT3 TC时,后者对强度更为敏感。CAT1 的平均正风暴潮足迹为 574 公里,与 CAT1 相比,CAT3 和 CAT5 分别增加了 6% 和 25%。CAT1 负面风暴潮的平均空间足迹为 1,407 公里,CAT3 和 CAT5 与 CAT1 相比分别增加了 18% 和 29%。风暴潮的分解和机理分析表明,在风暴登陆的南端和先导期,总浪涌的主要贡献成分是埃克曼浪涌,而在北端和主浪涌及回升期,正常浪涌成分的贡献则占主导地位。此外,并非所有风暴潮成分的空间足迹都随着 TC 强度的增加而增加,总浪涌也是如此,这与埃克曼浪涌类似。这些定量分析和内在机制为预测和评估风暴潮风险提供了理论依据。
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引用次数: 0
Unsupervised deep learning bias correction of CMIP6 global ensemble precipitation predictions with Cycle Generative Adversarial Network 利用循环生成对抗网络对 CMIP6 全球降水集合预测进行无监督深度学习纠偏
Pub Date : 2024-07-24 DOI: 10.1088/1748-9326/ad66e6
Bohan Huang, Zhuo Liu, Qingyun Duan, A. Rajib, Jina Yin
Climate change significantly impacts agricultural production, ecosystem stability, and socioeconomic development. Global Climate Models (GCMs) serve as the primary tool for simulating historical and future precipitation patterns. However, due to issues such as coarse resolution, boundary condition, and parameterization, model outputs require bias correction. With the evolution of deep learning techniques, supervised Convolutional Neural Network (CNN) frameworks have gained popularity in the area of climate model bias correction but face limitations in spatial correlation assumptions and data sparsity, particularly for extreme precipitation This study proposed an unsupervised learning approach using Cycle Generative Adversarial Network (CycleGAN) to correct the ensemble mean bias of models and compare its performance with CNN and Quantile Mapping methods. The results demonstrate that the proposed CycleGAN approach outperforms both CNN and Quantile Mapping in ensemble mean bias correction. It effectively learns the overall distribution of precipitation through an adversarial process and yields better extreme precipitation predictions.
气候变化对农业生产、生态系统稳定和社会经济发展产生重大影响。全球气候模型是模拟历史和未来降水模式的主要工具。然而,由于粗分辨率、边界条件和参数化等问题,模型输出需要进行偏差校正。随着深度学习技术的发展,有监督的卷积神经网络(CNN)框架在气候模式偏差校正领域越来越受欢迎,但面临着空间相关性假设和数据稀疏性的限制,尤其是在极端降水方面。结果表明,在修正集合均值偏差方面,所提出的 CycleGAN 方法优于 CNN 和量子映射法。它通过对抗过程有效地学习了降水的整体分布,并获得了更好的极端降水预测结果。
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引用次数: 0
Constraining future surface air temperature change on the Tibetan Plateau 青藏高原未来地表气温变化的制约因素
Pub Date : 2024-07-23 DOI: 10.1088/1748-9326/ad6677
Jianyu Wang, P. Zhai, Baiquan Zhou, Chao Li, Yang Chen
The rapid warming of the Tibetan Plateau (TP) in recent decades has led to severe consequences, including the melting of glaciers and snow cover, which further accelerates warming. Accurately projecting the magnitude of future warming is crucial for effective climate change adaptation. However, the projection of future temperature change is model dependent. In this study, we demonstrate a significant correlation between the historical intermodel warming trend and future temperature change, suggesting this relationship could be used to calibrate the best estimate of projections and reduce the uncertainty by observations. For a high emission scenario, the constraint helps to narrow down the uncertainty range of annual and summer temperature change on the western TP by up to 2 °C and 4 °C, respectively, in the end of this century. The most substantial calibrated increase of future change is in winter up to 2 °C, followed by autumn with an increase of up to about 1 °C. Discrepancies of historical warming trend among different observation datasets expose the largest impact on the constrained best estimate compared with emergent relationship derived from different climate models and historical periods.
近几十年来,青藏高原(TP)迅速变暖,导致了严重后果,包括冰川和积雪融化,进一步加速了气候变暖。准确预测未来变暖的程度对于有效适应气候变化至关重要。然而,对未来气温变化的预测取决于模型。在本研究中,我们证明了历史模式间变暖趋势与未来气温变化之间的显著相关性,这表明这种关系可用于校准预测的最佳估计值,并通过观测减少不确定性。在高排放情景下,该约束条件有助于缩小本世纪末西部TP年和夏季气温变化的不确定性范围,最高分别为2℃和4℃。经校核,未来气温变化增幅最大的是冬季,可达 2 ℃,其次是秋季,增幅可达约 1 ℃。不同观测数据集之间历史变暖趋势的差异,与不同气候模式和历史时期得出的显现关系相比,对约束最佳估计值的影响最大。
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引用次数: 0
An assessment of recent peat forest disturbances and their drivers in the Cuvette Centrale, Africa 对非洲中部盆地近期泥炭森林扰动及其驱动因素的评估
Pub Date : 2024-07-23 DOI: 10.1088/1748-9326/ad6679
Karimon Nesha, Martin Herold, Johannes Reiche, Robert N. Masolele, K. Hergoualc’h, E. Swails, Daniel Murdiyarso, C. Ewango
The largest tropical peatland complex in the Cuvette Centrale, is marked by persistent knowledge gaps. We assessed recent peat forest disturbances and their direct drivers from 2019 to 2021 in Cuvette Centrale, spanning the Republic of Congo (ROC) and the Democratic Republic of Congo (DRC). Utilizing peatland extent and Radar for Detecting Deforestation (RADD) alert data, we analyzed spatial and temporal patterns of disturbances. Further, we examined 2,267 randomly sampled peat forest disturbance events through visual interpretation of monthly Planet and Sentinel 2A data to identify direct drivers. Our findings revealed that between 2019 and 2021, about 91% of disturbances occurred in DRC, with hotspots concentrated in the northwest Sud-Ubangi district. Disturbances predominantly followed a sharp seasonal pattern, recurring during the first half of each year with temporal hotspots emerging between February and May, closely associated with smallholder agriculture activities. Smallholder agriculture accounted for over 88% of disturbances in Cuvette Centrale, representing a leading role both in ROC (~77%) and DRC (~89%). While, small-scale logging contributed 7% to disturbances in the region, it constituted an important driver (18 %) in the ROC. Other drivers included flood, roads and settlements. Approximately 77% of disturbances occurred outside managed forest concessions in Cuvette Centrale, with 40% extending into protected areas. About 90% of disturbances were concentrated within 1 km of peat forest edges and ~76% of the disturbances occurred within 5 km of road or river networks. The insights underscore the crucial need for effective peat forest conservation strategies in Cuvette Centrale and can inform national policies targeting peatland protection, aligning with commitments in the Brazzaville Declaration and Paris Agreement. Further, our findings on direct driver assessment could serve as a reference dataset for machine learning models to automate the visual interpretation and upscale the assessment across the entire region.
中部盆地是最大的热带泥炭地复合体,其特点是持续存在知识空白。我们评估了横跨刚果共和国(ROC)和刚果民主共和国(DRC)的中央盆地最近发生的泥炭森林扰动及其直接驱动因素。利用泥炭地范围和雷达探测毁林(RADD)警报数据,我们分析了扰动的空间和时间模式。此外,我们还通过对 Planet 和哨兵 2A 的月度数据进行可视化解读,检查了 2267 个随机抽样的泥炭林干扰事件,以确定直接驱动因素。我们的研究结果表明,2019 年至 2021 年期间,约 91% 的扰动事件发生在刚果民主共和国,热点地区集中在西北部的南乌班吉区。骚乱主要遵循鲜明的季节性模式,在每年上半年反复发生,时间热点出现在 2 月至 5 月,与小农农业活动密切相关。小农农业占中央盆地扰动的 88% 以上,在中部非洲区域(约 77%)和刚果民主共和国(约 89%)均占主导地位。在该地区,小规模伐木占干扰事件的 7%,但在中华民国则是一个重要的驱动因素(18%)。其他驱动因素包括洪水、道路和定居点。约 77% 的干扰事件发生在中天鹅绒地区受管理的森林特许经营区外,其中 40% 的干扰事件延伸到了保护区内。约 90% 的扰动集中在泥炭森林边缘 1 公里范围内,约 76% 的扰动发生在道路或河流网络 5 公里范围内。这些见解强调了中央省对有效泥炭林保护战略的迫切需要,并可为针对泥炭地保护的国家政策提供信息,从而与《布拉柴维尔宣言》和《巴黎协定》中的承诺保持一致。此外,我们在直接驱动因素评估方面的发现可作为机器学习模型的参考数据集,以实现可视化解读的自动化,并在整个地区推广评估工作。
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引用次数: 0
Fire is associated with forest degradation and economic land concessions, but not land conversion in the rapidly transforming Cambodian landscape 在柬埔寨迅速变化的地貌中,火灾与森林退化和经济用地租让有关,但与土地转换无关
Pub Date : 2024-07-23 DOI: 10.1088/1748-9326/ad6678
Edward Layman Webb, J. Jamaludin
Cambodia is beset by high deforestation rates and fire frequencies. From 2001–2020, forest cover declined by 34%, and cropland and rubber expanded by 31,401 km2 and 4,530 km2, respectively; meanwhile nearly 8.7 million fires burned 41.6% of the land. Fires may be associated with deliberate land change, stable land management systems, and unplanned forest degradation. We integrated annual land cover and monthly burned area data from 2001–2020 to test three hypotheses. First, if fire is used during land conversion, there would be a detectable pulse in fire activity in the year immediately prior to, and the year of land cover change. Our temporal analysis found statistically elevated burn rates in five of 16 transition tests, however, they were typically <1% outside the predicted range, indicating no practical significance in the association of fire with land cover change. Second, fire prevalence would be lower in land managed for conservation or agricultural production than unclassified or unmanaged land. persistent forest and shrubland burned at significantly higher rates than expected, cropland burned significantly less, burning was almost absent from rubber plantations, and forests in protected areas (PAs) exhibited lower total burn percentages than unclassified land or industrial economic land concessions (ELCs), thus supporting the fire-land management hypothesis. However, total burned area in ELCs was greater than unclassified land for several persistent land cover classes, suggesting that local landowners may prevent fire in commercially valuable private agricultural land, but there may be no such prevention measures in industrial ELCs. Anti-fire policy enforcement in ELCs should be enhanced. Third, forests that converted into (degraded) shrublands would experience increasing fire frequency in the years leading up to transition, a hypothesis we found strong support for through our temporal analysis. Cambodia’s 2013 Law on Fire Prevention and Fire Fighting deputizes the public to enforce its provision, however given that the vast majority of fires occur in persistent forest in state-owned land, collective action problems are likely to hinder its effective implementation.
柬埔寨森林砍伐率高,火灾频发。2001-2020 年间,森林覆盖率下降了 34%,耕地和橡胶面积分别扩大了 31,401 平方公里和 4,530 平方公里;与此同时,近 870 万次火灾烧毁了 41.6% 的土地。火灾可能与蓄意的土地变化、稳定的土地管理系统和无计划的森林退化有关。我们整合了 2001-2020 年的年度土地覆被和月度烧毁面积数据,以检验三个假设。首先,如果在土地转换过程中使用了火,那么在土地覆被发生变化的前一年和当年就会出现可检测到的火灾活动脉冲。我们的时间分析发现,在 16 个过渡测试中,有 5 个测试的燃烧率在统计意义上升高了,但它们通常在预测范围之外小于 1%,这表明火灾与土地覆被变化的关联没有实际意义。持久性森林和灌木林地的燃烧率明显高于预期,耕地的燃烧率明显低于预期,橡胶种植园几乎没有燃烧,保护区(PA)内森林的总燃烧率低于未分类土地或工业经济租让地(ELC),因此支持火灾-土地管理假说。然而,在几种持久性土地覆被等级中,经济租让地的总燃烧面积大于未分类土地,这表明当地土地所有者可能会防止具有商业价值的私人农田发生火灾,但在工业经济租让地中可能没有此类预防措施。因此,应加强生态保护区防火政策的执行。第三,转型为(退化的)灌木林的森林在转型前几年的火灾频率会越来越高,我们通过时间分析发现这一假设得到了有力支持。柬埔寨 2013 年颁布的《防火和灭火法》授权公众执行该法的规定,但鉴于绝大多数火灾都发生在国有土地上的持久性森林中,集体行动问题很可能会阻碍该法的有效实施。
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引用次数: 0
Ocean feedback on 50–80-day boreal winter intraseasonal oscillation in the Indian Ocean: Comparison of atmospheric and coupled CESM2 simulations 海洋对印度洋 50-80 天寒带冬季季内振荡的反馈:大气模拟与 CESM2 耦合模拟的比较
Pub Date : 2024-07-23 DOI: 10.1088/1748-9326/ad667a
Yun Liang, Ruixue Xia, Yan Du
The role of sea surface temperature (SST) variability in the boreal winter intraseasonal oscillation (ISO) over the tropical Indian Ocean (TIO) is investigated in this study using the Community Earth System Model Version 2 (CESM2). An atmospheric general coupled model (AGCM) run forced by daily SSTs derived from a parallel coupled circulation model (CGCM) run is compared with reanalysis and the original coupled simulation. The comparison of atmospheric-coupled GCMs reveals the frequency and spatial tendency of the SST effect on the atmospheric ISO. The lower-frequency component of the ISO over the TIO is significantly intensified in the AGCM run. The SST-to-atmosphere effect is most prominent over the southeastern TIO. In the AGCM run, low-level wind anomalies related to SST appear west of the ISO convection center, contrasting with the previous findings that the SST effect appears east of the convection center.
本研究利用共同体地球系统模式第 2 版(CESM2)研究了热带印度洋(TIO)上空北半球冬季季内振荡(ISO)中海面温度(SST)变率的作用。在平行耦合环流模式(CGCM)运行得出的日海温的强迫下,对大气一般耦合模式(AGCM)运行与再分析和原始耦合模拟进行了比较。大气耦合 GCM 的比较揭示了 SST 对大气 ISO 影响的频率和空间趋势。在 AGCM 运行中,TIO 上的 ISO 低频成分明显增强。海温对大气的影响在 TIO 东南部最为突出。在 AGCM 运行中,与 SST 有关的低层风异常出现在 ISO 对流中心以西,这与之前的发现形成了鲜明对比,即 SST 效应出现在对流中心以东。
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引用次数: 0
Overlooked cooling effects of albedo in terrestrial ecosystems 陆地生态系统中被忽视的反照率冷却效应
Pub Date : 2024-07-22 DOI: 10.1088/1748-9326/ad661d
Jiquan Chen, Cheyenne Lei, Housen Chu, Xianglan Li, Margaret Susan Torn, Yingping Wang, P. Sciusco, G. P. Robertson
Radiative forcing (RF) resulting from changes in surface albedo is increasingly recognized as a significant driver of global climate change but has not been adequately estimated, including by IPCC assessment reports, compared with other warming agents. Here, we first present the physical foundation for modeling albedo-induced radiative forcing (RF¬) and the consequent global warming impact (GWI∆α). We then highlight the shortcomings of available current databases and methodologies for calculating GWI∆α at multiple temporal scales. There is a clear lack of comprehensive in situ measurements of albedo due to sparse geographic coverage of ground-based stations, whereas estimates from satellites suffer from biases due to the limited frequency of image collection, and estimates from Earth System Models suffer from very coarse spatial resolution land cover maps and associated albedo values in pre-determined lookup tables. Field measurements of albedo show large differences by ecosystem type and large diurnal and seasonal changes. As indicated from our findings in southwest Michigan, GWI∆α is substantial, exceeding the RF∆α values of IPCC reports. Inclusion of GWIΔα to landowners and carbon credit markets for specific management practices are needed in future policies. We further identify four pressing research priorities: developing a comprehensive albedo database, pinpointing accurate reference sites within managed landscapes, refining algorithms for remote sensing of albedo by integrating geostationary and other orbital satellites, and integrating the GWI∆α component into future Earth System Models.
由地表反照率变化引起的辐射强迫(RF)越来越被认为是全球气候变化的一个重要驱动因素,但与其他变暖因素相比,它还没有被充分估计,包括IPCC评估报告。在此,我们首先介绍了模拟反照率引起的辐射强迫(RF¬)和由此产生的全球变暖影响(GWI∆α)的物理基础。然后,我们强调了目前可用的数据库和方法在多个时间尺度上计算 GWI∆α 的不足之处。由于地面站的地理覆盖范围稀疏,显然缺乏对反照率的全面实地测量,而卫星的估算由于图像收集频率有限而存在偏差,地球系统模型的估算由于空间分辨率非常粗糙的土地覆盖图和预先确定的查找表中的相关反照率值而受到影响。对反照率的实地测量显示,不同生态系统类型的反照率差异很大,昼夜和季节变化也很大。我们在密歇根州西南部的研究结果表明,GWIΔα 很大,超过了 IPCC 报告中的 RFΔα 值。未来的政策需要将 GWIΔα 纳入土地所有者和特定管理实践的碳信用市场。我们进一步确定了四个紧迫的研究重点:开发一个全面的反照率数据库,在受管理的景观中精确定位参考点,通过整合地球静止卫星和其他轨道卫星完善反照率遥感算法,以及将 GWI∆α 部分整合到未来的地球系统模型中。
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引用次数: 0
Comparing assumptions and applications of dynamic vegetation models used in the Arctic-Boreal Zone of Alaska and Canada. 比较阿拉斯加和加拿大北极-北方地区使用的动态植被模型的假设和应用。
Pub Date : 2024-07-22 DOI: 10.1088/1748-9326/ad6619
Elise Heffernan, Howard E. Epstein, T. D. McQuinn, David Lutz, Brendan M Rogers, Anna‐Maria Virkkala, Amanda H Armstrong
Modeling Arctic-Boreal vegetation is a challenging but important task, since this highly dynamic ecosystem is undergoing rapid and substantial environmental change. In this work, we synthesized information on 18 dynamic vegetation models that can be used to project vegetation structure, composition, and function in North American Arctic-Boreal ecosystems. We reviewed the ecosystem properties and scaling assumptions these models make, reviewed their applications from the scholarly literature, and conducted a survey of expert opinion to determine which processes are important but lacking in dynamic vegetation models. We then grouped the models into four categories (specific intention models, forest species models, cohort models, and carbon tracking models) using cluster analysis to highlight similarities among the models. Our application review identified 48 papers that addressed vegetation dynamics either directly (22) or indirectly (26). The expert survey results indicated a large desire for increased representation of active layer depth and permafrost in future model development. Ultimately, this paper serves as a summary of dynamic vegetation model development and application in Arctic-Boreal environments and can be used as a guide for potential model users, thereby prioritizing options for model development.
北极-北方植被建模是一项具有挑战性的重要任务,因为这个高度动态的生态系统正在经历快速而巨大的环境变化。在这项工作中,我们综合了 18 个动态植被模型的信息,这些模型可用于预测北美北极-北方生态系统的植被结构、组成和功能。我们回顾了这些模型的生态系统属性和比例假设,查阅了学术文献中的应用,并对专家意见进行了调查,以确定哪些过程是重要的,但在动态植被模型中却缺乏。然后,我们利用聚类分析将模型分为四类(特定意向模型、森林物种模型、群落模型和碳追踪模型),以突出模型之间的相似性。我们的应用综述确定了 48 篇直接(22 篇)或间接(26 篇)涉及植被动态的论文。专家调查结果表明,在未来的模型开发中,人们非常希望增加对活动层深度和永久冻土的表述。最终,本文可作为北极-北方环境中动态植被模型开发和应用的总结,并可作为潜在模型用户的指南,从而确定模型开发的优先选项。
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引用次数: 0
The unintended consequences of production bans: the case of the 2018 Kenya logging moratorium 生产禁令的意外后果:2018 年肯尼亚暂停伐木的案例
Pub Date : 2024-07-22 DOI: 10.1088/1748-9326/ad661c
Anne L. Bartlett, J. Alix-Garcia, Alejandro Abarca, Sarah Walker, Jamon Van Den Hoek, Paulo J. Murillo-Sandoval, Hannah K. Friedrich
Production bans are a common way for governments to address issues of social concern. However, when consumer demand for banned items is insensitive to price changes, cross-border trade may undermine these efforts. We examine the effects of Kenya's 2018 moratorium on the extraction of wood products, including logs and charcoal, from public and community forests. The data show an immediate 36% increase in the domestic charcoal price in Kenya, where over 80% of consumers use it as their primary energy source. Subsequently, we document an increase of 133% percent in charcoal imports from Uganda to Kenya during the first 6 months of the ban. Further, we estimate that avoided deforestation in Kenya was likely displaced to Uganda such that net carbon emissions increased. These findings demonstrate the ineffectiveness of the ban as a mechanism to decrease greenhouse gas emissions and biodiversity loss from deforestation.
生产禁令是政府解决社会关切问题的一种常见方式。然而,当消费者对被禁物品的需求对价格变化不敏感时,跨境贸易可能会破坏这些努力。我们研究了肯尼亚 2018 年暂停从公共和社区森林中提取木制品(包括原木和木炭)的影响。数据显示,肯尼亚国内木炭价格立即上涨了 36%,而该国超过 80% 的消费者将木炭作为主要能源。随后,我们记录了在禁令实施的前 6 个月,从乌干达到肯尼亚的木炭进口量增加了 133%。此外,我们估计肯尼亚避免的森林砍伐很可能转移到了乌干达,从而增加了净碳排放量。这些发现表明,禁令作为一种减少温室气体排放和森林砍伐造成的生物多样性损失的机制是无效的。
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引用次数: 0
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Environmental Research Letters
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