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The African fulcrum to bend the curve of the climate crisis to a just transition 使气候危机曲线向公正过渡的非洲支点
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-21 DOI: 10.1088/2515-7620/ad61c3
Oluwagbemisola D Akinsipe and Daniel M Kammen
From a current impact of under 4% of global greenhouse gas emissions, rapid industrialization and population growth in Africa could dramatically change the continent’s emissions profile. In this study, we develop an analytic framework to quantify future scenarios and project that, in mid- and green-growth scenarios, Africa’s emissions would amount to just 4%–13% of the planned carbon savings in major economies. However, in a high-growth scenario without climate-conscious development, African emissions could jeopardize global mitigation efforts. Less than 20 nations could account for 80%–90% of the continent’s emissions, highlighting the critical role of green growth pathways centered on rapid clean energy adoption in just a few countries to transform the continent’s energy landscape. A 20-fold increase in investment and project completion rates is required to meet the renewable energy targets in these countries’ Nationally Determined Contributions (NDCs). Our analysis underscores the need for nuanced country-specific strategies that prioritize equity and financial support for optimal climate and development progress in Africa.
非洲目前的温室气体排放量不到全球排放量的 4%,快速的工业化和人口增长将极大地改变非洲大陆的排放状况。在这项研究中,我们建立了一个分析框架来量化未来的情景,并预测在中速增长和绿色增长情景下,非洲的排放量将仅占主要经济体计划碳减排量的 4%-13%。然而,在没有气候意识发展的高增长情景下,非洲的排放量可能会危及全球减排努力。不到 20 个国家的排放量可能占非洲大陆排放量的 80%-90%,这凸显了以少数几个国家快速采用清洁能源为中心的绿色增长途径在改变非洲大陆能源格局方面的关键作用。要实现这些国家的 "国家减排目标"(NDCs)中的可再生能源目标,需要将投资和项目完成率提高 20 倍。我们的分析强调,需要制定细致入微的国别战略,优先考虑公平和资金支持,以实现非洲气候和发展的最佳进展。
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引用次数: 0
The effects of land subsidence and its mitigating measures on shallow groundwater salinization in the low-lying coastal plain of East Japan 东日本低洼沿海平原土地沉降及其缓解措施对浅层地下水盐碱化的影响
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-18 DOI: 10.1088/2515-7620/ad5951
ChiSan Tsai, Yuka Ito, Jiaqi Liu and Tomochika Tokunaga
Land subsidence in low-lying coastal regions results from geological and human factors, causing inundation during high tides. Mitigation measures, like pumping stations and ditch systems, aim to address this challenge. However, their impact on groundwater salinity near tidal rivers is understudied. Using a coupled surface-subsurface model, we investigate this issue in the lower Nabaki River region, Shirako Town, Japan. The simulation reveals adverse effects of pumping stations that induce intrusion of saline water from the tidal river into surrounding groundwater. While they are designed to prevent floods, these stations and ditches may inadvertently raise groundwater vulnerability to saltwater contamination. Despite 2D model limitations, it offers valuable insights into coastal groundwater dynamics and salinization. This study provides important information for policymakers and land managers to better understand the consequences of flood mitigation strategies on groundwater quality in vulnerable coastal areas.
地质和人为因素导致沿海低洼地区的土地下沉,在涨潮时造成淹没。泵站和沟渠系统等缓解措施旨在应对这一挑战。然而,这些措施对潮汐河流附近地下水盐度的影响研究不足。利用地表-地下耦合模型,我们对日本白子镇那泷川下游地区的这一问题进行了研究。模拟结果表明,抽水站会导致潮汐河中的盐水侵入周围的地下水,从而产生不利影响。虽然设计这些泵站和沟渠的目的是为了防止洪水,但它们可能会无意中增加地下水受盐水污染的可能性。尽管二维模型存在局限性,但它为了解沿岸地下水动态和盐碱化提供了宝贵的信息。这项研究为政策制定者和土地管理者提供了重要信息,使他们更好地了解防洪减灾战略对沿海脆弱地区地下水质量的影响。
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引用次数: 0
Land use patterns influence in the soil microbial composition 土地利用模式对土壤微生物组成的影响
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-16 DOI: 10.1088/2515-7620/ad5b3e
Donglin Zong, Yefu Zhou, Jing Zhou, Xiaokang Hu, Tao Wang
Studies on the impact of land-use patterns on soil health and sustainability have indicated that land-use changes and unsuitable agricultural practices are key driving factors in the degradation of soil. However, the impact of land-use patterns on soil microbial diversity is not entirely consistent or known, and the specific effects of environmental factors need to be further considered. This study explored the impact of three different land-use patterns—rotation land (RL), garden land (GL), and uncultivated land (UL)—on soil health in a farming region by analyzing the soil physicochemical properties and the diversity of the soil bacterial and fungal communities. In this study, the results showed that the soil pH of GL was significantly lower than that of RL and UL, total nitrogen was lowest in GL, and available potassium and soil organic carbon were higher in RL and GL than in UL. The impact of the land-use patterns on microbial diversity was somewhat inconsistent, but greater on soil bacteria than fungi, with 17 bacterial and 4 fungal metabolic pathways showing significant differences. In particular, a decrease in the relative abundance of dominant bacteria was observed in GL. The land-use patterns had little impact on fungal functional genes; however, plant pathogen-related fungi were significantly higher in GL than in RL and UL. Overall, these results indicate that while the soil basic nutrients in different land-use patterns were high, long-term single planting (GL) still had a negative impact on the health and sustainability of the soil, especially owing to low soil pH. Therefore, when evaluating the effect of different planting systems on soil health, it is necessary to consider the true effect of local agricultural measures on soil properties and microbial community composition, and monitor for microbial diseases in the field to determine the impact of land-use patterns on crop production.
有关土地利用模式对土壤健康和可持续性影响的研究表明,土地利用变化和不适宜的农业耕作方式是导致土壤退化的关键驱动因素。然而,土地利用模式对土壤微生物多样性的影响并不完全一致,也不完全为人所知,环境因素的具体影响需要进一步考虑。本研究通过分析土壤理化性质以及土壤细菌和真菌群落的多样性,探讨了三种不同的土地利用模式--轮作地(RL)、园地(GL)和未开垦地(UL)--对某农耕地区土壤健康的影响。研究结果表明,GL 的土壤 pH 值明显低于 RL 和 UL,GL 的全氮含量最低,RL 和 GL 的可利用钾和土壤有机碳高于 UL。土地利用模式对微生物多样性的影响并不一致,但对土壤细菌的影响大于真菌,17 种细菌和 4 种真菌的代谢途径存在显著差异。特别是,在 GL 中观察到优势细菌的相对丰度下降。土地利用模式对真菌功能基因的影响不大;但是,与植物病原体相关的真菌在 GL 地区的含量明显高于 RL 和 UL 地区。总之,这些结果表明,虽然不同土地利用模式下的土壤基础养分较高,但长期单一种植(GL)仍会对土壤的健康和可持续性产生负面影响,特别是由于土壤 pH 值较低。因此,在评估不同种植系统对土壤健康的影响时,有必要考虑当地农业措施对土壤性质和微生物群落组成的真正影响,并监测田间微生物病害,以确定土地利用模式对作物生产的影响。
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引用次数: 0
Deforestation drivers in northern Morocco: an exploratory spatial data analysis 摩洛哥北部毁林驱动因素:探索性空间数据分析
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-10 DOI: 10.1088/2515-7620/ad5ad6
Hamid Boubekraoui, Yazid Maouni, Abdelilah Ghallab, Mohamed Draoui and Abdelfettah Maouni
Formulating effective policies to address or mitigate deforestation requires a comprehensive understanding of the contributing factors. This study examines the drivers of deforestation from 2001 to 2020 in the Tangier-Tetouan-Al Hoceima (TTA) region, a northern Moroccan area distinguished by the country’s highest deforestation rate. Through an extensive review of existing literature and employing Geist and Lambin’s deforestation framework, we identified five key causes: infrastructure extension, agricultural expansion, logging, wildfires as direct causes, and demographic factors as an indirect cause. Data on deforestation and its contributing factors were sourced from diverse databases, including Global Forest Change (GFC), Global Land Analysis and Discovery (GLAD), Burned Area Product (MODIS Fire_CCI51), World Population, Forest Proximate People (FPP), and National Forest Inventory (NFI) datasets. Pixel-level analysis of GFC data indicated that wildfires are the primary driver of deforestation in the region, accounting for 35.2%, followed by agricultural expansion (30.6%), logging (13.2%), and infrastructure extension (10.1%). The remaining 10.9% of losses were attributed to other disturbances, such as illegal extraction, pests, and dieback. Spatial patterns were further analyzed through Exploratory Spatial Data Analysis (ESDA) methods at a 1 km2 gridded scale, revealing strong clustering for all studied factors. Spatial relationships were explored using the bivariate local Moran’s index, which highlighted the highest spatial dependence between deforestation and fires (I = 0.21). Correlations between deforestation and other factors, including agricultural expansion, logging, infrastructure extension, and demographic pressure, were assessed at 0.18, 0.17, 0.08, and 0.05, respectively. Landscape pressures (LSP), encompassing deforestation, agricultural expansion, fires, infrastructure extension, and demographic pressure, were analyzed using the local Geary index, revealing a positive correlation in approximately 59% of spatial units. Last, a composite map of LSP clusters and an explanatory diagram illustrating dominant patterns in the TTA region were generated based on the results from local Geary’s multivariate and local Moran’s univariate tests.
要制定有效的政策来解决或减缓毁林问题,就必须全面了解各种因素。本研究探讨了 2001 年至 2020 年丹吉尔-德图安-胡塞马(TTA)地区森林砍伐的驱动因素,该地区是摩洛哥北部森林砍伐率最高的地区。通过广泛查阅现有文献并采用盖斯特和兰宾的森林砍伐框架,我们确定了五个主要原因:基础设施扩建、农业扩张、伐木、野火是直接原因,人口因素是间接原因。有关森林砍伐及其诱因的数据来自不同的数据库,包括全球森林变化(GFC)、全球土地分析与发现(GLAD)、烧毁面积产品(MODIS Fire_CCI51)、世界人口、森林近似人(FPP)和国家森林资源清查(NFI)数据集。对全球森林覆盖率数据的像素级分析表明,野火是该地区森林砍伐的主要驱动因素,占 35.2%,其次是农业扩张(30.6%)、伐木(13.2%)和基础设施扩展(10.1%)。其余 10.9% 的损失归因于其他干扰因素,如非法采伐、虫害和枯死。通过探索性空间数据分析(ESDA)方法,在 1 平方公里的网格尺度上对空间模式进行了进一步分析,结果显示所有研究因素都具有很强的聚类性。利用二元局部莫兰指数探讨了空间关系,结果表明,森林砍伐与火灾之间的空间依赖性最高(I = 0.21)。森林砍伐与其他因素(包括农业扩张、伐木、基础设施扩展和人口压力)之间的相关性分别为 0.18、0.17、0.08 和 0.05。景观压力(LSP)包括森林砍伐、农业扩张、火灾、基础设施扩展和人口压力,使用当地 Geary 指数进行分析,结果显示约 59% 的空间单位存在正相关关系。最后,根据当地 Geary 多变量检验和当地 Moran 单变量检验的结果,绘制了一张 LSP 群组综合图和一张说明 TTA 地区主要模式的解释图。
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引用次数: 0
Quantifying the impact of earthquakes on urban energy consumption and carbon emissions in Tokyo from a nexus perspective 从关联角度量化地震对东京城市能源消耗和碳排放的影响
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-10 DOI: 10.1088/2515-7620/ad5c60
Xujie Hu and Wanglin Yan
Unexpected events can have profound impacts on urban resource supply and consumption. The Great East Japan Earthquake (3.11 hereafter) triggered not only the planned blackout in the Tokyo Metropolitan Region soon after the disaster but also the energy shift to fossil fuels to recover from the disfunction of Fukushima nuclear power plants. Previous research has mainly focused on the direct energy consumption and carbon emissions of different sectors while the intensity and extensity of the impact on industries and the environment have never been empirically addressed. This study explores energy-use efficiency and carbon emissions in Tokyo from 2011 to 2015 through a lens of nexus using environmentally extended input-output analysis and community-wide carbon analytic approaches. Results show that the energy consumption is the largest exporter and importer of carbon emissions, whereas energy losses and carbon emissions caused by energy conversion and transmission are almost twice as much as those caused by the direct parts. Strong nexus effects among building and material, transportation, and energy consumption were observed. The 3.11 greatly impacted the energy structure and carbon emission patterns because of the increased consumption of coal for electricity. The share of energy consumption and carbon emissions by raw materials for construction also increased because of the increased demand for the reparation and reconstruction of buildings and transport systems. This structural change provided new scientific evidence for governments to implement decarbonization policies while preparing for unprecedented events.
突发事件会对城市资源供应和消费产生深远影响。东日本大地震(以下简称 "3.11")不仅引发了灾后不久东京首都圈的计划性停电,还引发了为恢复福岛核电站故障而向化石燃料的能源转移。以往的研究主要集中在不同部门的直接能源消耗和碳排放上,而对产业和环境影响的强度和广度却从未进行过实证研究。本研究采用环境扩展投入产出分析和全社会碳分析方法,从关联视角探讨了 2011 年至 2015 年东京的能源利用效率和碳排放。结果表明,能源消耗是最大的碳排放出口国和进口国,而能源转换和传输造成的能源损失和碳排放几乎是直接部分造成的能源损失和碳排放的两倍。建筑与材料、交通和能源消耗之间存在着强烈的关联效应。3.11 极大地影响了能源结构和碳排放模式,因为电力煤炭消耗增加。由于建筑物和交通系统的修复和重建需求增加,建筑原材料的能源消耗和碳排放份额也随之增加。这一结构性变化为各国政府实施去碳化政策提供了新的科学依据,同时也为前所未有的事件做好了准备。
{"title":"Quantifying the impact of earthquakes on urban energy consumption and carbon emissions in Tokyo from a nexus perspective","authors":"Xujie Hu and Wanglin Yan","doi":"10.1088/2515-7620/ad5c60","DOIUrl":"https://doi.org/10.1088/2515-7620/ad5c60","url":null,"abstract":"Unexpected events can have profound impacts on urban resource supply and consumption. The Great East Japan Earthquake (3.11 hereafter) triggered not only the planned blackout in the Tokyo Metropolitan Region soon after the disaster but also the energy shift to fossil fuels to recover from the disfunction of Fukushima nuclear power plants. Previous research has mainly focused on the direct energy consumption and carbon emissions of different sectors while the intensity and extensity of the impact on industries and the environment have never been empirically addressed. This study explores energy-use efficiency and carbon emissions in Tokyo from 2011 to 2015 through a lens of nexus using environmentally extended input-output analysis and community-wide carbon analytic approaches. Results show that the energy consumption is the largest exporter and importer of carbon emissions, whereas energy losses and carbon emissions caused by energy conversion and transmission are almost twice as much as those caused by the direct parts. Strong nexus effects among building and material, transportation, and energy consumption were observed. The 3.11 greatly impacted the energy structure and carbon emission patterns because of the increased consumption of coal for electricity. The share of energy consumption and carbon emissions by raw materials for construction also increased because of the increased demand for the reparation and reconstruction of buildings and transport systems. This structural change provided new scientific evidence for governments to implement decarbonization policies while preparing for unprecedented events.","PeriodicalId":48496,"journal":{"name":"Environmental Research Communications","volume":"13 1","pages":""},"PeriodicalIF":2.9,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141613948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Asian summer monsoon responses under RCP4.5 and RCP8.5 scenarios in CESM large ensemble simulations CESM 大集合模拟中 RCP4.5 和 RCP8.5 情景下的亚洲夏季季风响应
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-09 DOI: 10.1088/2515-7620/ad5b3b
Devanil Choudhury, Debashis Nath, Wen Chen
The response of the Asian Summer Monsoon (ASM) circulation to the Representative Concentration Pathway 4.5 and 8.5 (RCP4.5 and RCP8.5) forcing scenarios is examined using the CESM1 state-of-the-art global circulation model from 2021 to 2050. The projections show that monsoon precipitation will increase over East Asia, the North Pacific Ocean, the Indian Peninsula, and the Bay of Bengal under the RCP4.5 scenario. Conversely, the South Indian Ocean, West Asia, the Middle East, and the Central Pacific Ocean exhibit a decreasing trend in precipitation. Under the RCP8.5 scenario, precipitation is projected to increase over a wider swath of the Indian Ocean and the Middle East Asia. In the RCP4.5 scenario, the low-level wind circulation is likely to strengthen over the entire northern Indian Ocean, extending to the South China Sea, thereby increasing moisture transport from the Indian Ocean to peninsular India and the South China Sea. Conversely, in the RCP8.5 scenario, easterly winds strengthen over the South Indian Ocean, leading to an increase in moisture transport from the equatorial West Pacific Ocean to the Indian Ocean. A weak (strong) cyclonic circulation in response to the east-centered (west-centered) low sea level pressure trend over the North Pacific in RCP4.5 (RCP8.5) scenario is projected to help maintaining a strong (weak) ASM circulation from the India to east Asia. Internal climate variability is also calculated, revealing that the North Pacific Ocean near the Bering Sea is likely to play a dominating role and contribute significantly to the future ASM dynamics. In both scenarios, internal variability is found to substantially contribute to changes in monsoon circulation over the Indian Ocean.
利用 CESM1 最先进的全球环流模式,研究了 2021 至 2050 年亚洲夏季季风环流对代表性浓度途径 4.5 和 8.5(RCP4.5 和 RCP8.5)强迫情景的响应。预测结果显示,在 RCP4.5 情景下,东亚、北太平洋、印度半岛和孟加拉湾的季风降水量将增加。相反,南印度洋、西亚、中东和中太平洋的降水量则呈下降趋势。在 RCP8.5 情景下,预计印度洋和亚洲中东部更大范围的降水量将增加。在 RCP4.5 情景下,整个印度洋北部的低层风环流可能会加强,并延伸至中国南海,从而增加从印度洋到印度半岛和中国南海的水汽输送。相反,在 RCP8.5 情景中,南印度洋上空的东风增强,导致从赤道西太平洋到印度洋的水汽输送增加。在 RCP4.5(RCP8.5)情景下,北太平洋上空以东为中心(以西为中心)的低海平面气压趋势预计将导致弱(强)气旋环流,有助于维持从印度到东亚的强(弱)ASM 环流。对内部气候变率也进行了计算,结果表明,白令海附近的北太平洋可能会发挥主导作用,并对未来的 ASM 动力做出重大贡献。在这两种情况下,内部变率都会对印度洋季风环流的变化产生重大影响。
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引用次数: 0
Impact of global warming on labor productivity in the Chengdu-Chongqing economic circle, China 全球变暖对中国成渝经济圈劳动生产率的影响
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-08 DOI: 10.1088/2515-7620/ad5ccd
Jiajin Wang, Jie Guo, Chunxue Wang, Yanmei Pang
In recent years, the Chengdu-Chongqing Economic Circle (CCEC) has experienced frequent heat events, significantly impacting labor productivity. The CCEC is an important economic growth pole in western China. Therefore, an in-depth study of the impact of heat stress on labor productivity holds great significance for climate change adaptation and enhancing economic efficiency. Based on the relationship between the wet-bulb globe temperature (WBGT) and labor productivity of different industries, the labor productivity loss caused by heat in the CCEC was estimated using the observation data of the meteorological station and the projection results of the BCC-CSM2-MR model from the Coupled Model Intercomparison Project Phase 6 (CMIP6). The results showed that the impact of heat on the labor productivity of different industries in the CCEC mainly occurs from June to August, with the largest impact on agriculture, followed by industry, and the smallest impact on service sectors. Losses from heat stress to labor productivity in agriculture, industry, and services showed a significant increasing trend from 1980 to 2020 but a decreasing trend in comprehensive labor productivity loss. From 2020–2100, labor productivity losses in different industries due to heat stress show an increasing and then decreasing trend in the low emissions scenario, productivity losses in the medium emissions scenario are characterized by an increasing and then sustained change, and labor productivity losses in the high emissions scenario show a sustained increasing trend from 2020. By the end of the 21st century, the increase in labor productivity losses across different industries under the high emission scenario is approximately 15%–23%, and the large value center shifts slightly to the west. In most areas, the losses of agricultural, industrial, service, and comprehensive labor productivity exceed 45%, 32%, 20%, and 24%, respectively.
近年来,成渝经济圈(CCEC)高温天气频发,严重影响了劳动生产率。成渝经济圈是中国西部重要的经济增长极。因此,深入研究热应激对劳动生产率的影响,对适应气候变化、提高经济效益具有重要意义。基于湿球温度(WBGT)与不同行业劳动生产率之间的关系,利用气象站观测资料和耦合模式相互比较项目第六阶段(CMIP6)BCC-CSM2-MR模式的预测结果,估算了高温对CCEC地区劳动生产率造成的损失。结果表明,高温对 CCEC 地区各行业劳动生产率的影响主要发生在 6 月至 8 月,对农业的影响最大,其次是工业,对服务业的影响最小。从1980年到2020年,高温对农业、工业和服务业劳动生产率的损失呈显著上升趋势,但综合劳动生产率损失呈下降趋势。从 2020 年到 2100 年,在低排放情景下,不同行业因热应力造成的劳动生产率损失呈现先增加后减少的趋势,在中排放情景下,劳动生产率损失呈现先增加后持续的变化,而在高排放情景下,劳动生产率损失从 2020 年开始呈现持续增加的趋势。到 21 世纪末,在高排放情景下,不同行业的劳动生产率损失增幅约为 15%-23%,大的价值中心略微向西部转移。在大多数地区,农业、工业、服务业和综合劳动生产率的损失分别超过 45%、32%、20% 和 24%。
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引用次数: 0
Qualifying uncertainty of precipitation projections over China: mitigating uncertainty with emergent constraints 对中国降水预测的不确定性进行定性:利用突发制约因素降低不确定性
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-05 DOI: 10.1088/2515-7620/ad5ad9
Jinge Zhang, Chunxiang Li, Tianbao Zhao
Predicting future mean precipitation poses significant challenges due to uncertainties among climate models, complicating water resource management. In this study, we introduce a novel methodology to mitigate uncertainty in future mean precipitation projections over China on a grid-by-grid basis. By constraining precipitation parameters of the Gamma distribution, we establish emergent constraints on parameters, revealing significant correlations between historical and future simulations. Our analysis spans the periods 2040–2069 and 2070–2099 under low-to-moderate and high emission scenarios. We observe reductions in uncertainty across most regions of China, with constrained mean precipitation indicating increases in monsoon regions and decreases in non-monsoon zones relative to raw projections. Notably, the observed 30%–40% increase in mean precipitation for the whole of China underscores the efficacy of our methodology. These observationally constrained results provide valuable insights into current precipitation projections, offering actionable information for water resource planning and climate adaptation strategies amidst future uncertainties.
由于气候模式之间的不确定性,预测未来平均降水量面临巨大挑战,使水资源管理变得更加复杂。在本研究中,我们引入了一种新方法,以逐个网格为基础,减少中国未来平均降水预测的不确定性。通过对伽马分布的降水参数进行约束,我们建立了对参数的新兴约束,揭示了历史模拟与未来模拟之间的显著相关性。我们的分析跨越了中低排放和高排放情景下的 2040-2069 年和 2070-2099 年。与原始预测相比,我们观察到中国大部分地区的不确定性有所降低,受约束的平均降水量表明季风区降水量增加,非季风区降水量减少。值得注意的是,观测到的全中国平均降水量增加了 30%-40%,这凸显了我们方法的有效性。这些观测约束结果为当前的降水预测提供了宝贵的见解,在未来的不确定性中为水资源规划和气候适应战略提供了可操作的信息。
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引用次数: 0
Extraction of building footprint using MASK-RCNN for high resolution aerial imagery 使用 MASK-RCNN 提取高分辨率航空图像中的建筑物足迹
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-03 DOI: 10.1088/2515-7620/ad5b3d
Jenila Vincent M and Varalakshmi P
Extracting individual buildings from satellite images is crucial for various urban applications, including population estimation, urban planning, and other related fields. However, Extracting building footprints from remote sensing data is a challenging task because of scale differences, complex structures and different types of building. Addressing these issues, an approach that can efficiently detect buildings in images by generating a segmentation mask for each instance is proposed in this paper. This approach incorporates the Regional Convolutional Neural Network (MASK-RCNN), which combines Faster R-CNN for object mask prediction and boundary box recognition and was evaluated against other models like YOLOv5, YOLOv7 and YOLOv8 in a comparative study to assess its effectiveness. The findings of this study reveals that our proposed method achieved the highest accuracy in building extraction. Furthermore, we performed experiments on well-established datasets like WHU and INRIA, and our method consistently outperformed other existing methods, producing reliable results.
从卫星图像中提取单个建筑物对于各种城市应用(包括人口估计、城市规划和其他相关领域)至关重要。然而,由于尺度差异、结构复杂和建筑物类型不同,从遥感数据中提取建筑物足迹是一项具有挑战性的任务。为了解决这些问题,本文提出了一种方法,通过为每个实例生成一个分割掩码来有效检测图像中的建筑物。这种方法结合了区域卷积神经网络(MASK-RCNN),将用于对象掩码预测和边界框识别的 Faster R-CNN 结合在一起,并与 YOLOv5、YOLOv7 和 YOLOv8 等其他模型进行了对比研究,以评估其有效性。研究结果表明,我们提出的方法在建筑物提取方面达到了最高的准确率。此外,我们还在 WHU 和 INRIA 等成熟的数据集上进行了实验,结果表明我们的方法始终优于其他现有方法,结果可靠。
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引用次数: 0
Developing a transdisciplinary tool for water risk management and decision-support in Ontario, Canada 为加拿大安大略省水风险管理和决策支持开发跨学科工具
IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-03 DOI: 10.1088/2515-7620/ad5b3f
Guneet Sandhu, Olaf Weber, Michael O Wood, Horatiu A Rus and Jason Thistlethwaite
Extant literature reveals limited examination of risk management strategies and tools to support decision-making for sustainable water management in the private sector in Ontario, Canada. Moreover, a gap persists in understanding how water risks are prioritized and managed in the private sector. Addressing these gaps, this transdisciplinary study applied a novel normative-analytical risk governance theoretical framework to water security risks, which combines analytical risk estimation with normative priorities and insights of practitioners, to examine contextually-attuned water risk management strategies and develop a decision-support tool. Using mixed methods, the study first employed a survey to elicit practitioner priorities for seven water risk indicators and investigated water risk management approaches. Then, interviews were conducted to obtain in-depth understanding about the priorities, strategies, opportunities, and role of trust in water risk management. The study found that a combination of regulatory, voluntary, and multi-stakeholder participatory approaches is needed, contingent on the severity of water risks, sector, location, and context. Moreover, the criteria of flexibility, efficiency, strategic incentives, and economic and regulatory signals, are essential. Finally, using secondary data analysis, the study integrated interdisciplinary risk data with practitioner priorities to develop a first-of-a-kind decision-support tool for water risk management in Ontario, ‘WATR-DST’. WATR-DST is an automated tool that applies the study’s findings and assists multi-sector water-related decisions, practices, and investments by providing contextually-attuned risk information in a user-friendly format. Based on the user inputs (location, sector, and source type), it displays the severity of seven water risks, qualitative themes under public and media attention, and recommends water risk management strategies. Thus, the study contributes to knowledge in sustainability management, risk analysis, and environmental management by demonstrating the novel application of the normative-analytical framework for water risk management in the private sector. WATR-DST is a key contribution envisioned to improve multi-sector water-related decisions in Ontario.
现有文献对加拿大安大略省私营部门支持可持续水资源管理决策的风险管理策略和工具的研究十分有限。此外,在了解私营部门如何优先考虑和管理水资源风险方面仍然存在差距。为了弥补这些差距,这项跨学科研究针对水安全风险采用了一种新颖的规范-分析风险治理理论框架,该框架将分析性风险评估与规范性优先事项和从业人员的见解相结合,以研究与具体情况相适应的水风险管理策略并开发决策支持工具。研究采用混合方法,首先通过调查了解从业人员对七项水风险指标的优先考虑,并调查水风险管理方法。然后进行访谈,深入了解水风险管理的优先事项、战略、机遇和信任的作用。研究发现,根据水风险的严重程度、行业、地点和背景,需要将监管、自愿和多方利益相关者参与的方法结合起来。此外,灵活性、效率、战略激励以及经济和监管信号等标准也至关重要。最后,该研究利用二手数据分析,将跨学科风险数据与实践者的优先事项相结合,开发出安大略省首个水风险管理决策支持工具 "WATR-DST"。WATR-DST 是一种自动化工具,它应用了研究结果,并通过以用户友好的格式提供与具体情况相适应的风险信息,协助多部门进行与水有关的决策、实践和投资。根据用户输入的信息(地点、部门和水源类型),该工具可显示七种水风险的严重程度、公众和媒体关注的定性主题,并推荐水风险管理策略。因此,本研究通过展示规范分析框架在私营部门水风险管理中的新应用,为可持续管理、风险分析和环境管理方面的知识做出了贡献。WATR-DST 对改善安大略省与水有关的多部门决策做出了重要贡献。
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Environmental Research Communications
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