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CO2 emissions mitigation potential from inter-provincial trade restructuring and technology diffusion in China: A multi-regional Leontief optimization method 中国省际贸易结构调整与技术扩散的CO2减排潜力——基于多区域Leontief优化方法
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-11-04 DOI: 10.1016/j.eiar.2025.108239
Yizhong Wang , Ye Hang , Qunwei Wang
A national unified market in China can promote inter-provincial trade restructuring and technology diffusion, which can contribute to CO2 reduction. However, existing studies paid insufficient attention to quantifying the CO2 emissions mitigation potential (CMP) of trade restructuring and technology diffusion. Therefore, this paper constructs a multi-regional Leontief input-output optimization model to accurately quantify the CMP. Further, this paper analyzes its composition from three perspectives: emission subject, driving factor, and industrial chain. The results indicate that the distribution of the CMP was uneven among emission subjects (regions and sectors) in China. Besides, due to the increasing demand for low-carbon products, the prevailing viewpoint that the more emissions, the greater the CMP, must be reconsidered. At the factor level, the CMP was concentrated on two technology-related factors. However, the CMP of trade restructuring was low, which may be related to the high degree of industrial regional agglomeration. The industrial chains associated with the construction sector, services sector, and equipment manufacturing sectors were the key to tapping the CMP. Moreover, the CMP distribution structures of various regions from the industrial chain perspective were converging, while those of various sectors were becoming increasingly different.
中国统一市场可以促进省际贸易结构调整和技术扩散,有利于二氧化碳减排。然而,现有研究对贸易结构调整和技术扩散的CO2减排潜力的量化重视不够。为此,本文构建了多区域Leontief投入产出优化模型,以准确量化CMP。并从排放主体、驱动因素和产业链三个方面分析了其构成。结果表明,中国碳排放总量在不同排放主体(地区和行业)间分布不均衡。此外,由于对低碳产品的需求不断增加,普遍认为排放越多,CMP越大的观点必须重新考虑。在因子水平上,CMP主要集中在两个与技术相关的因子上。然而,贸易结构调整的CMP较低,这可能与产业区域集聚程度较高有关。建设、服务业、装备制造业等相关产业链是撬动“一带一路”的关键。此外,从产业链角度看,各地区CMP分布结构趋同,而各部门CMP分布结构差异越来越大。
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引用次数: 0
Reforming trade governance for sustainable resource flows: Ecologically unequal exchange in Pan-Eurasia 改革贸易治理促进可持续资源流动:泛欧大陆的生态不平等交换
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-11-03 DOI: 10.1016/j.eiar.2025.108247
Jiahui Li , Lin Huang , Jun Zhai , Shihao Wang
Growing global resource demand is intensifying ecological inequality. Our integrated biophysical and governance analysis of 65 Pan-Eurasian nations shows that by 2050, under a business-as-usual pathway, 90 % of ecological overload (measured by the ecological carrying index, ECI) will occur in lower-income, agriculture-dependent countries (ECI > 1.2). Burdens are highly uneven: the poorest 50 % of countries bear 70 % of the overload, while the richest 10 % account for only 5 %. Even under a sustainability-oriented pathway, aggregate ecological pressure falls by only ∼4 %, indicating persistent governance challenges. Our governance assessment highlights that Central/Eastern Europe generally maintains sustainable ecological levels (ECI < 1.2) under decentralized-but-coordinated arrangements, while parts of South Asia exhibit fragmented institutions associated with high stress (ECI > 2.0). To address these imbalances, we outline three institutional reforms: (1) artificial-intelligence-supported land-use planning coupled with World Trade Organization-compliant ecological tariffs, (2) payment for ecosystem service mechanisms targeted to high-ECI regions, and (3) mandatory due diligence for deforestation-linked imports. These measures provide an operational pathway for implementing equitable (“just”) planetary boundaries under the post-2020 Convention on Biological Diversity, advancing accountability and fairness in Earth System Governance.
全球资源需求的增长加剧了生态不平等。我们对65个泛欧亚国家的综合生物物理和治理分析表明,到2050年,在一切照旧的道路下,90%的生态超载(由生态承载指数ECI衡量)将发生在低收入、依赖农业的国家(ECI > 1.2)。负担极不平衡:最贫穷的50%的国家承担了70%的负担,而最富有的10%的国家只承担了5%。即使在以可持续发展为导向的道路下,总生态压力也只下降了4%,这表明治理挑战依然存在。我们的治理评估强调,在分散但协调的安排下,中欧/东欧总体上保持可持续的生态水平(ECI < 1.2),而南亚部分地区则表现出与高压力相关的支离破碎的制度(ECI < 2.0)。为了解决这些不平衡,我们概述了三项制度改革:(1)人工智能支持的土地利用规划与符合世界贸易组织标准的生态关税相结合;(2)针对高eci地区的生态系统服务机制的支付;(3)对与森林砍伐相关的进口进行强制性尽职调查。这些措施为在2020年后《生物多样性公约》下实施公平(“公正”)的地球边界提供了一条可操作的途径,促进了地球系统治理的问责制和公平性。
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引用次数: 0
Corrigendum to “Recovering carbon black from end-of-life tires: A consequential life cycle assessment” [Environmental Impact Assessment Review 115 (2025) 108044] “从报废轮胎中回收炭黑:相应的生命周期评估”的勘误表[环境影响评估检讨115 (2025)108044]
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-11-01 DOI: 10.1016/j.eiar.2025.108241
Andrei Briones-Hidrovo , Sebastião M.R. Costa , Cristiana Maganinho , Clara M.C. Silva , João Rocha , Ana Cláudia Dias , Inês Portugal , Carlos M. Silva
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引用次数: 0
Coastal squeeze and multi-scenario risk assessment in China, 1985–2024 1985-2024年中国沿海挤压与多情景风险评估
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-11-01 DOI: 10.1016/j.eiar.2025.108248
Yiming Liu, Hui Zeng
The ongoing spatial squeeze of coastal areas has substantially increased ecosystem risks by weakening their natural buffering and regulatory functions, thereby intensifying negative impacts on urban societies as well as terrestrial and marine ecosystems. However, owing to the scarcity of coastline data and the complexity of its extraction, current research on coastal squeeze remains fragmented at the national scale and often overlooks marine-related risks. This study aimed to assess the spatiotemporal dynamics of coastal squeeze by generating high-accuracy, low-intervention coastline datasets for mainland China at five-year intervals from 1985 to 2024 using the random forest method, and associated multi-scenario and multi-system risks based on the evolution patterns of coastal squeeze. The results indicate that China's coastline has generally advanced seaward, with noticeable erosion during periods of low coastal construction intensity, such as 1985–1990 and 2015–2024. Approximately half of the coastal area experienced a squeeze between 1985 and 1990, followed by a significant seaward expansion until 2015 and a slight squeeze from 2015 to 2024. Bilateral squeeze is widespread south of the Zhejiang–Fujian administrative boundary, whereas to the north, squeeze patterns and intensities are more heterogeneous. High-risk areas resulting from coastal space squeeze are concentrated in economically developed coastal cities. Marine ecosystems face the highest risk, followed by terrestrial ecosystems and social systems. The findings provide theoretical support for accurate coastline extraction and offer practical guidance for sustainable coastal area management, with implications for policy development, coastline planning, and ecosystem risk mitigation.
沿海地区持续的空间挤压通过削弱其自然缓冲和调节功能大大增加了生态系统风险,从而加剧了对城市社会以及陆地和海洋生态系统的负面影响。然而,由于海岸线数据的稀缺及其提取的复杂性,目前对沿海挤压的研究在国家范围内仍然是碎片化的,并且往往忽视了与海洋有关的风险。本研究利用随机森林方法生成1985 - 2024年中国大陆5年的高精度、低干预海岸线数据集,评估沿海挤压的时空动态,并基于沿海挤压的演变模式分析相关的多情景、多系统风险。结果表明:中国海岸线总体上向海推进,在1985-1990年和2015-2024年海岸建设强度较低的时期,海岸线侵蚀较为明显;大约一半的沿海地区在1985年至1990年期间经历了挤压,随后在2015年之前向海扩张,2015年至2024年略有挤压。双边挤压在浙闽行政边界以南普遍存在,而在浙闽行政边界以北,挤压模式和强度则更为异质性。沿海空间挤压导致的高风险地区集中在经济发达的沿海城市。海洋生态系统面临的风险最高,其次是陆地生态系统和社会系统。研究结果为海岸线的精确提取提供了理论支持,并为沿海地区的可持续管理提供了实践指导,对政策制定、海岸线规划和生态系统风险缓解具有重要意义。
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引用次数: 0
Evaluating environmental impacts and public preferences in offshore wind farm decommissioning 评估海上风电场退役的环境影响和公众偏好
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-10-31 DOI: 10.1016/j.eiar.2025.108253
Liv Stranddorf , Jacob Ladenburg , Agnes Rönnblom , Lena Landström , Stig Irving Olsen
The expansion of offshore wind energy presents new challenges as many wind farms approach the end of their operational lives and will need to be decommissioned. This study presents the first multi-criteria assessment of offshore wind farm decommissioning scenarios that brings together life cycle environmental impacts, local marine benthic biodiversity impacts, and public preferences. Using Horns Rev 1 – the oldest large-scale wind farm in the North Sea - as a case study, we analyze 16 decommissioning scenarios ranging from full removal of infrastructure to partial removal strategies in which parts of the foundation, scour protection, or cables are left in place. Environmental impacts are assessed through life cycle assessment, and local marine biodiversity impacts are quantified using a newly developed method tailored to North Sea habitats. Public preferences are analyzed based on a nationally representative Danish survey. Our findings show that removing high-value recyclable materials while leaving scour protection in place yields the lowest life cycle environmental impacts due to recycling benefits and avoided removal of components with low recycling value. In contrast, full removal receives the strongest public support and best aligns with restoration of the sandy seabed but also results in higher climate impacts. Biodiversity outcomes depend on the selected reference state and desired ecological function, with trade-offs between supporting native benthic communities and preserving artificial reef structures that support diverse communities. This study demonstrates the value of a multi-criteria approach to offshore wind decommissioning and provides a transferable framework supporting decision-making by integrating environmental, ecological, and societal dimensions.
随着许多风电场的使用寿命接近尾声,需要退役,海上风能的扩张带来了新的挑战。该研究首次提出了海上风电场退役方案的多标准评估,将生命周期环境影响、当地海洋底栖生物多样性影响和公众偏好结合在一起。以北海最古老的大型风电场Horns Rev 1为例,我们分析了16种退役方案,从完全拆除基础设施到部分拆除策略,其中部分基础,冲刷保护或电缆保留在原地。通过生命周期评估评估环境影响,并使用针对北海栖息地量身定制的新开发方法量化当地海洋生物多样性影响。公众偏好的分析基于一项具有全国代表性的丹麦调查。我们的研究结果表明,去除高价值的可回收材料,同时保留冲刷保护,由于回收效益,可以产生最低的生命周期环境影响,并避免去除低回收价值的组件。相比之下,完全清除得到了最强烈的公众支持,最符合沙质海底的恢复,但也会导致更大的气候影响。生物多样性的结果取决于所选择的参考状态和期望的生态功能,在支持原生底栖生物群落和保护支持多样化群落的人工珊瑚礁结构之间进行权衡。该研究展示了海上风电退役多标准方法的价值,并提供了一个可转移的框架,通过整合环境、生态和社会维度来支持决策。
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引用次数: 0
How urban sprawl patterns shape the thermal environment during hot summers: An empirical analysis of 338 Chinese cities 城市扩张模式如何塑造夏季热环境——基于338个中国城市的实证分析
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-10-31 DOI: 10.1016/j.eiar.2025.108251
Yifeng Ji , Zhitao Li , Ying Liu , Hongyu Tang , Hao Sun , Tao Feng
With accelerating global warming trends, urban sprawl has emerged as a key driver of thermal environment changes in urban areas. However, limited attention has been given to how sprawl patterns shape the thermal environment at the city level. This study sets out to reveal the heterogeneous relationship between the spatial patterns of urban sprawl and thermal environment by analyzing 338 Chinese cities during hot summers from 1990 to 2020. Multi-source data were employed to assess the spatial arrangement and temporal dynamics of four urban sprawl patterns (centering, clustering, fragmentation, and complexity) alongside thermal conditions. A geographically weighted regression model revealed spatially varying associations between sprawl patterns and thermal environment. Results indicate a northward gradient of thermal deterioration, with the most severe warming in Northeast and Northwest China, while some southern tropical cities exhibit localized cooling. Sprawl patterns vary across regions and exhibit dual heterogeneity in their thermal impacts. Fragmentation demonstrates cooling effects in the southeastern coast, eastern Northwest, and northeastern Southwest China. Clustering improves thermal conditions in the southeastern coast, Bohai Rim, and northeastern and northwestern China, but intensifies heat stress in the southwest. Complexity worsens the thermal environment in the Yangtze River Delta and the junction of eastern Northwest and northeastern Southwest China, while slightly mitigating the thermal environment in northern cities. Centering shows limited impact, with minor improvements observed in southeastern coastal cities. Based on these findings, seven optimization zones have been identified with tailored thermal-mitigation strategies, providing evidence to guide regionally adaptive planning for climate-resilient urban development.
随着全球变暖趋势的加速,城市扩张已成为城市地区热环境变化的关键驱动因素。然而,人们对城市扩张模式如何影响城市热环境的关注有限。本文通过对1990 - 2020年中国338个城市夏季热环境的分析,揭示了城市扩张空间格局与热环境的异质性关系。利用多源数据分析了城市扩张模式(集中、聚类、碎片化和复杂性)在热条件下的空间分布和时间动态。地理加权回归模型揭示了城市扩张模式与热环境之间的空间变化关系。结果表明,中国的气候变暖趋势呈北向梯度,东北和西北地区变暖最为严重,而南方一些热带城市则呈现局部变冷。城市蔓延模式在不同地区存在差异,其热影响表现出双重异质性。在东南沿海、西北东部和西南东北部,碎裂表现出降温效应。聚集性改善了东南沿海、环渤海地区、东北和西北地区的热条件,但加剧了西南地区的热应力。复杂性加剧了长三角和西北东部与西南东北部交界处的热环境,而北方城市的热环境则略有缓解。中心化的影响有限,东南沿海城市略有改善。基于这些发现,确定了七个优化区域,并制定了量身定制的热缓解策略,为指导气候适应型城市发展的区域适应性规划提供了证据。
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引用次数: 0
Environmental challenges in advanced treatment of high-salinity mine water: A life cycle assessment perspective 高矿化度矿井水深度处理的环境挑战:生命周期评价视角
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-10-31 DOI: 10.1016/j.eiar.2025.108249
Mengqing Li , Xianfeng Tan , Jianguo Fan , Hongnian Chen , Tianzuo Zhang , Changting Li , Shuo Wang , Jinglan Hong
The treatment of high-salinity mine water (HSMW) is essential to prevent salt dispersion and protect surrounding ecosystems. However, this process involves significant energy and resource consumption, and its potential environmental impacts have not been adequately and systematically quantified. To fill this gap, this study employed a life cycle assessment approach to quantify, compare, and analyze the environmental impacts of two commonly used HSMW treatment processes: a nanofiltration-based process (S-1) and an electrodialysis-based process (S-2). Key contributing processes and substances were subsequently identified. The results indicated that S-1 exhibited lower potential environmental impacts than S-2, particularly in the categories of carcinogens and mineral resource scarcity. Most environmental burdens were concentrated in the fossil resource scarcity category (midpoint level) and resource category (endpoint level), accounting for 49.8 % and 80.2 % of total impacts in S-1, and 35.6 % and 79.3 % in S-2, respectively. Coal, oil, and carbon dioxide emissions were the key contributing substances to the overall environmental impacts. Electricity generation, chemical production, and the direct discharge of treated water were identified as the major contributing processes. Accordingly, three recommendations are proposed to mitigate environmental impacts: promoting the transition from coal-based to renewable power generation, encouraging resource recovery and by-product generation, and implementing classified treatment and graded utilization of HSMW.
高盐矿井水的治理是防止盐扩散和保护周边生态系统的重要手段。然而,这一过程涉及大量的能源和资源消耗,其潜在的环境影响尚未得到充分和系统的量化。为了填补这一空白,本研究采用了生命周期评估方法来量化、比较和分析两种常用的HSMW处理工艺的环境影响:基于纳滤的工艺(S-1)和基于电渗析的工艺(S-2)。随后确定了主要的促进过程和物质。结果表明,S-1的潜在环境影响低于S-2,特别是在致癌物和矿产资源稀缺方面。大部分环境负担集中在化石资源稀缺类别(中点水平)和资源类别(终点水平),分别占S-1和S-2总影响的49.8%和80.2%和35.6%和79.3%。煤、石油和二氧化碳的排放是造成整体环境影响的主要物质。发电、化工生产和处理后的水的直接排放被确定为主要的贡献过程。在此基础上,提出了促进煤炭发电向可再生能源发电过渡、鼓励资源回收和副产品发电、实施水煤化废水分类处理和分级利用等三点建议,以减轻环境影响。
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引用次数: 0
Unveiling the challenges and opportunities of sustainable development goals in China: Untangling the main causal relationships 揭示中国可持续发展目标的挑战与机遇:理清主要因果关系
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-10-31 DOI: 10.1016/j.eiar.2025.108246
Ting Zhou , Chunlin Huang , Fanglei Zhong , Xiaoyu Song , Jinliang Hou , Ying Zhang
Accelerating progress toward the Sustainable Development Goals (SDGs) requires a clear understanding of key causal relationships at both national and sub-national levels, which is crucial for identifying key impediments and opportunities to enhance policy coherence across sectors. However, current research on the causal interactions between SDGs and their indicators at sub-national level remains limited. This study first utilizes Multi-spatial Convergence Cross Mapping (MCCM) and network analysis methods to construct causal networks of SDGs and their indicators in China and its 31 provinces from 2000 to 2020. It analyzed the primary causal features of China's SDGs in terms of synergy and trade-off effects, as well as their spatial differences. The results show that, from 2000 to 2020, the causalities among the SDGs followed a 5:2 ratio between synergistic and trade-off effects, establishing a solid foundation for SDGs implementation. In 28 provinces, the main synergistic causality involved SDG4 and SDG17, and the bidirectional causality between them being the key causal feature in 18 provinces. The main trade-off causality across 13 provinces involved SDG12 and SDG15, indicating that trade-off between resource use, ecological protection and other SDGs remained a major challenge in achieving SDGs. Additionally, neighboring provinces exhibited similar causal loop characteristics, and prioritizing high-frequency indicators including SDG4.c.1, SDG17.8.1, SDG4.2.2, SDG9.c.1, SDG4.a.1, and SDG11.7.1 within synergistic loops were key for SDGs development. This study provides comprehensive insights into future development priorities of China and its administrative regions, offering valuable guidance for promoting policy coherence and achieving systematic coordination of the SDGs.
加快实现可持续发展目标的进程需要清楚地了解国家和国家以下各级的主要因果关系,这对于确定加强各部门政策一致性的主要障碍和机会至关重要。然而,目前在次国家层面对可持续发展目标及其指标之间因果关系的研究仍然有限。本研究首先利用多空间收敛交叉映射(MCCM)和网络分析方法构建了2000 - 2020年中国及31个省份可持续发展目标及其指标的因果网络。从协同效应和权衡效应两个方面分析了中国可持续发展目标的主要因果特征及其空间差异。结果表明,从2000年到2020年,可持续发展目标之间的因果关系在协同效应和权衡效应之间的比例为5:2,为可持续发展目标的实施奠定了坚实的基础。在28个省份中,主要的协同因果关系涉及SDG4和SDG17,两者之间的双向因果关系是18个省份的关键因果特征。13个省份的主要权衡因果关系涉及可持续发展目标12和可持续发展目标15,表明资源利用、生态保护和其他可持续发展目标之间的权衡仍然是实现可持续发展目标的主要挑战。此外,邻近省份表现出类似的因果循环特征,并优先考虑包括SDG4.c在内的高频指标。1、SDG17.8.1, SDG4.2.2, SDG9.c。1, SDG4.a。协同循环内的SDG11.7.1是可持续发展目标实现的关键。本研究对中国及其行政区域未来的发展重点提供了全面的见解,为促进政策一致性和实现可持续发展目标的系统协调提供了有价值的指导。
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引用次数: 0
Achieving the synergy of health improvements and carbon emission reductions: can food price subsidy policies work in China? 实现健康改善与碳减排的协同效应:食品价格补贴政策在中国能否奏效?
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-10-30 DOI: 10.1016/j.eiar.2025.108240
Shuang Yuan , Yu Wang , Lei Li , Mengtian Xue , Yuandong Zhao , Qiran Zhao , Shenggen Fan
Current dietary patterns in China pose challenges to both public health and environmental sustainability. Food price subsidies are widely recognized as effective tools to improve dietary quality, yet their environmental implications remain underexplored. Using household data from the Urban Household Survey (UHS, 2015) and the Fixed Observation Rural Survey (FORS, 2015 and 2021), this study estimates the price elasticities of 11 food categories with an EWL-QUAIDS model, and further evaluates the health and environmental effects of six targeted subsidy scenarios. Net changes in carbon emissions and DALYs are assessed by incorporating substitution and complementary effects captured by cross-price elasticities. Three policy optimization schemes are proposed: health-oriented, environment-oriented, and synergistic co-benefit schemes. The simulation results show that food subsidies in urban households fail to achieve synergistic co-benefits, whereas in rural households, soybean subsidies emerge as the only scenario delivering both health and environmental gains, with estimated health, carbon, and net benefits ranging from 0.21 to 15.51 CNY/capital/year under subsidy rates of 5 % to 50 % (e.g., 7.68, 0.95, and 8.55 CNY, respectively, at a 25 % subsidy rate). Subgroup analysis across household clusters confirms the broad applicability of the findings. Further simulations of 15 paired-subsidy scenarios indicate that combinations involving soybeans consistently play a central role in generating joint benefits in rural areas. These findings highlight the importance of explicitly integrating environmental considerations into food subsidy policies, adopt differentiated urban–rural strategies, and promoting targeted subsidies, particularly in rural areas, where soybean foods show strong potential to achieve synergistic health and environmental benefits and accelerate sustainable food system transitions.
中国目前的饮食模式对公众健康和环境可持续性都构成了挑战。食品价格补贴被广泛认为是改善膳食质量的有效工具,但其对环境的影响仍未得到充分探讨。本研究利用城市住户调查(UHS, 2015)和固定观察农村调查(FORS, 2015和2021)的住户数据,利用EWL-QUAIDS模型估计了11种食品类别的价格弹性,并进一步评估了6种定向补贴情景的健康和环境影响。碳排放和DALYs的净变化是通过纳入交叉价格弹性所捕获的替代和互补效应来评估的。提出了以健康为导向、以环境为导向、以协同效益为导向的三种政策优化方案。模拟结果表明,城市家庭的粮食补贴无法实现协同协同效益,而在农村家庭中,大豆补贴是唯一能够同时实现健康和环境效益的方案,在补贴率为5%至50%的情况下,健康、碳和净效益的估计范围为0.21至15.51元/资本/年(例如,在补贴率为25%的情况下,分别为7.68元、0.95元和8.55元)。跨家庭集群的亚组分析证实了研究结果的广泛适用性。对15种配对补贴情景的进一步模拟表明,涉及大豆的组合在农村地区产生共同效益方面始终发挥着核心作用。这些发现强调了将环境因素明确纳入食品补贴政策的重要性,采取差异化的城乡战略,并促进有针对性的补贴,特别是在农村地区,大豆食品显示出实现健康和环境协同效益的巨大潜力,并加速可持续粮食系统转型。
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引用次数: 0
Integrating participatory GIS, remote sensing, and explainable machine learning to assess forest provisioning services 整合参与式地理信息系统、遥感和可解释的机器学习来评估森林供应服务
IF 11.2 1区 社会学 Q1 ENVIRONMENTAL STUDIES Pub Date : 2025-10-30 DOI: 10.1016/j.eiar.2025.108245
Kamaldeen Mohammed , Daniel Kpienbaareh , Rachel Bezner Kerr , Jinfei Wang , Isaac Luginaah , Esther Lupafya , Laifolo Dakishoni , Mwapi Mkandawire
Forests play a vital role in supporting rural livelihoods by providing essential resources such as food, fuelwood, and medicine. Ensuring the sustainable utilization of these resources while balancing environmental protection requires a data-driven approach that integrates advanced technologies and local knowledge to inform forest management. This study synthesizes data from Participatory Geographic Information System (PGIS) of 66 forest plots and 1864 trees, multisource remote sensing (i.e., radar and optical) and explainable machine learning to assess forest provisioning supply for community forests management. Key findings from the inventory include the multifunctional roles of trees for medicinal, food and culinary uses. Vegetation Indices such as Transformed Soil Adjusted Vegetation Index (TSAVI) and Normalized Difference Index 45 (NDI45) were identified as useful predictors of forest provisioning supply, capturing essential attributes of vegetation dynamics using random forest (R2 = 0.76, RMSE = 4.51). Radar-derived texture metrics were equally relevant and can be especially useful under challenging climatic conditions, such as persistent cloud covers. The Shapley Additive Explanations (SHAP) and Partial Dependence Plots (PDP) revealed threshold relationships between Sentinel-2 indices and forest provisioning, with notable thresholds observed at NDI45 = 0.3 and TSAVI = 0.59. These thresholds signal possible ecological tipping points associated with forest health and productivity. Also, Independent Conditional Expectations (ICE) and Locally Interpretable Model-agnostic Explanations (LIME) provided site-specific explanations on the association between remote sensing indices and forests provisioning capacity, underscoring the spatial heterogeneity of forest ecosystems. The study fills an important research gap by providing a framework that integrates interpretable and explainable modelling with participatory geospatial methods, aiming to inform community-based forests management and support data-driven landscape and site-specific forest ecosystem management in the Miombo woodlands.
森林通过提供粮食、薪材和药品等基本资源,在支持农村生计方面发挥着至关重要的作用。在平衡环境保护的同时确保这些资源的可持续利用,需要采用数据驱动的方法,将先进技术和当地知识结合起来,为森林管理提供信息。本研究综合了参与式地理信息系统(PGIS)的66个森林样地和1864棵树的数据,多源遥感(即雷达和光学)和可解释的机器学习,以评估社区森林管理的森林供应。该清单的主要发现包括树木在药用、食品和烹饪方面的多功能作用。植被指数如转化土壤调整植被指数(TSAVI)和归一化差异指数45 (NDI45)被认为是森林供应供应的有效预测因子,它们捕捉了随机森林植被动态的基本属性(R2 = 0.76, RMSE = 4.51)。雷达衍生的纹理指标同样相关,在具有挑战性的气候条件下尤其有用,例如持续的云层覆盖。Shapley加性解释(SHAP)和部分依赖图(PDP)揭示了Sentinel-2指数与森林供应之间的阈值关系,在NDI45 = 0.3和TSAVI = 0.59处存在显著阈值。这些阈值标志着与森林健康和生产力有关的可能的生态临界点。此外,独立条件期望(ICE)和局部可解释模型不可知解释(LIME)为遥感指数与森林供应能力之间的关联提供了特定地点的解释,强调了森林生态系统的空间异质性。该研究提供了一个框架,将可解释和可解释的模型与参与式地理空间方法相结合,填补了一个重要的研究空白,旨在为基于社区的森林管理提供信息,并支持Miombo林地数据驱动的景观和特定地点的森林生态系统管理。
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Environmental Impact Assessment Review
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