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Assessing factors influencing flood preparedness among Jakarta residents: A multilayer perceptron artificial neural network based on protection motivation theory 雅加达居民防洪准备影响因素评估:基于保护动机理论的多层感知器人工神经网络
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-25 DOI: 10.1016/j.envdev.2025.101358
Babtista Putri Grahani , Fernan Patrick Flores , Yogi Tri Prasetyo , Maela Madel L. Cahigas , Reny Nadlifatin , Ma Janice J. Gumasing
As Greater Jakarta is highly vulnerable to flood disasters that pose significant economic risks, enhancing residents' preparedness has become a critical policy priority. This study extended the Protection Motivation Theory (PMT) by incorporating both external factors and PMT constructs to examine their influence on flood preparedness intentions. While PMT has been commonly applied using traditional methods like Structural Equation Modeling, such approaches often assume linear relationships and rely on rigid model structures. To overcome these limitations, this study integrated Artificial Neural Networks (ANN) as a flexible, data-driven method for identifying influential predictors. Following hyperparameter experimentation, the optimal Multilayer Perceptron model was configured with one hidden layer comprising forty nodes, using the Adam optimizer and Swish-Sigmoid activation functions for both hidden and output layers. The results showed that Coping Appraisal, Threat Appraisal, Flood Experience, Media Exposure, Geographical Perspective, and Government Action all positively influenced respondents’ Protection Motivation, with Coping Appraisal identified as the most influential factor. These findings provide actionable insights for local policymakers and organizations, while also demonstrating the potential of ANN as a powerful tool in behavioral disaster preparedness research.
由于大雅加达地区极易受到洪水灾害的影响,从而带来重大的经济风险,因此加强居民的防灾准备已成为一项关键的政策优先事项。本研究扩展了保护动机理论(PMT),将外部因素和保护动机结构结合起来,考察了它们对洪水准备意愿的影响。虽然PMT通常使用结构方程建模等传统方法进行应用,但这些方法通常假设线性关系并依赖于刚性模型结构。为了克服这些限制,本研究将人工神经网络(ANN)作为一种灵活的、数据驱动的方法来识别有影响力的预测因子。在超参数实验之后,最优的多层感知器模型配置了一个包含40个节点的隐藏层,对隐藏层和输出层都使用Adam优化器和Swish-Sigmoid激活函数。结果表明,应对评价、威胁评价、洪水经历、媒体曝光、地理视角和政府行为对被调查者的保护动机均有正向影响,其中应对评价是影响最大的因素。这些发现为当地政策制定者和组织提供了可行的见解,同时也展示了人工神经网络作为行为备灾研究的强大工具的潜力。
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引用次数: 0
Joined-up governance and sustainable finance for inclusive ridge-to-reef conservation in Southwest Papua, Indonesia 联合治理和可持续融资,以实现印度尼西亚巴布亚西南部的包容性脊礁保护
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-24 DOI: 10.1016/j.envdev.2025.101360
Ahmad Dhiaulhaq , Maxensius Tri Sambodo , Syarif Hidayat , Nicholas Stacher , Dewi Sari , Tomi Haryadi , Eve McDonald-Madden , Anna Gero , Tamara Megaw , Cynthia Maharani , Meirella Rumfabe
Sustainable development aims to reconcile the complex, often competing goals of ecosystem preservation, socio-economic development, and resource management. This article presents insights from Southwest Papua province, Indonesia, home to globally significant terrestrial and marine ecosystems that are critical for biodiversity, carbon storage, and the livelihoods of Indigenous peoples and local communities (IPLCs). Increasing exploitation of natural resources, environmental degradation and socio-economic inequities pose serious challenges to sustainable development in this region. The study focuses on integrating Ridge to Reef (R2R) governance frameworks and sustainable finance mechanisms to address the dual challenges of biodiversity loss and socio-economic disparities. Specifically, we investigate how ‘joined-up government’ and innovative financial strategies can support sustainable and inclusive management of Southwest Papua's interconnected ecosystems. The study examines governance gaps and sustainable financing approaches to propose an institutional model for integrated R2R management. Using a mixed-methods approach, including interviews, focus group discussions, and participatory workshops, we developed a proposed governance framework and financing strategies tailored to Southwest Papua's unique ecological and cultural contexts. This research highlights the need to establish the Ridge to Reef Collaboration Agency (R2R-CA) as an entry point to strengthen capabilities and resources. This institution can also open up opportunities to build innovative R2R financing models. It suggests that a blended finance model, where public sector results-based payment schemes help de-risk private capital, can significantly enhance holistic R2R conservation while promoting more equitable resource sharing. Findings emphasize the importance of inclusive governance structures, such as the proposed R2R-CA, to bridge sectoral divides, foster community participation, and empower local perspectives in decision-making.
可持续发展旨在协调生态系统保护、社会经济发展和资源管理等复杂的、经常相互竞争的目标。本文介绍了来自印度尼西亚西南巴布亚省的见解,该省是全球重要的陆地和海洋生态系统的所在地,对生物多样性、碳储存以及土著人民和当地社区(iplc)的生计至关重要。对自然资源的日益开发、环境退化和社会经济不平等对该区域的可持续发展构成严重挑战。本研究的重点是整合脊礁(R2R)治理框架和可持续融资机制,以应对生物多样性丧失和社会经济差异的双重挑战。具体来说,我们研究了“联合政府”和创新的金融战略如何支持巴布亚西南部相互关联的生态系统的可持续和包容性管理。该研究考察了治理差距和可持续融资方法,提出了R2R综合管理的制度模型。采用混合方法,包括访谈、焦点小组讨论和参与式研讨会,我们根据巴布亚西南部独特的生态和文化背景制定了拟议的治理框架和融资策略。这项研究强调需要建立脊礁合作机构(R2R-CA),作为加强能力和资源的切入点。该机构还可以开辟机会,建立创新的R2R融资模式。研究表明,混合融资模式(公共部门基于结果的支付方案有助于降低私人资本的风险)可以显著增强整体的R2R保护,同时促进更公平的资源共享。研究结果强调了包容性治理结构的重要性,如拟议的R2R-CA,以弥合部门鸿沟,促进社区参与,并赋予决策中的地方观点。
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引用次数: 0
A proposal for an environmental currency: Integrating natural wealth into monetary policy 环保货币的建议:将自然财富纳入货币政策
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-23 DOI: 10.1016/j.envdev.2025.101322
A.S. Amaral , S.P. Milián , F.F. Ferreira , G.E. Silva Jr. , P.F. Amaral
The paper proposes a framework for integrating natural capital into the accounting structures of monetary authorities to formulate exchange, fiscal, monetary, and social policies. It starts by highlighting the importance of currency from an economic perspective and introduces a methodology for calculating natural capital. This model aims to influence the consolidated balance sheet of monetary authorities, offering new insights different from traditional annuity-based accounting prices. By quantifying environmental wealth similarly to financial assets on central bank balance sheets, the framework intends to reflect real economic values and guide macroeconomic policy. The study suggests that an increase in environmental wealth could enhance the real value of a environmental currency, contrary to inflationary pressures. The paper also proposes future research directions, including the potential for an environmental cryptocurrency. Ultimately, this approach seeks to support sustainable development and improve societal well-being by aligning economic activities with environmental preservation.
本文提出了一个框架,将自然资本纳入货币当局的会计结构,以制定外汇、财政、货币和社会政策。文章首先从经济角度强调了货币的重要性,并介绍了一种计算自然资本的方法。该模型旨在影响货币当局的合并资产负债表,提供不同于传统的基于年金的会计价格的新见解。通过量化环境财富,类似于央行资产负债表上的金融资产,该框架旨在反映实际经济价值并指导宏观经济政策。研究表明,与通胀压力相反,环境财富的增加可以提高环境货币的实际价值。该论文还提出了未来的研究方向,包括环境加密货币的潜力。最终,这种方法旨在通过将经济活动与环境保护结合起来,支持可持续发展和改善社会福祉。
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引用次数: 0
Sustainable Development Goals at regional level: Case study for enhancing performance assessment 区域一级的可持续发展目标:加强绩效评估的案例研究
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-19 DOI: 10.1016/j.envdev.2025.101355
María Grijelmo , MªBegoña Etxebarria , Astrid Barona , Naiara Rojo , Francisco Sánchez-Fuente
While the 2030 Agenda for Sustainable Development provides a global framework for progress, assessing the achievement of the 17 Sustainable Development Goals (SDGs) at regional level remains a challenge. Methodological difficulties arise in indicator selection, data processing, and result interpretation, which must account for each region's unique social, economic, and political context. In this study, the United Nations' (UN) Sustainable Development Goals Report methodology is tested and adapted for regional application to enhance its suitability and comparability. The Basque Country, a region in northern Spain, serves as case study, where the performance of all SDGs and the overall SDG Index are calculated based on a non-compensatory approach. In the case study, the region reached an overall SDG Index of 40.69 %. Performance across the individual SDGs varied considerably, ranging from 0 % for SDG14 (Live below water) to 81.89 % for SDG12 (Responsible consumption and production). Given the level of industrial development in the Basque Country, it is also worth noting that SDG 9 (Industry, innovation, and infrastructure) performed relatively well, achieving a score of 76.44 %. The non-compensatory approach used in this study not only provides a robust basis for evaluating SDG progress at the regional level but also serves as a proposal for inter-territorial comparisons, with potential implications for national assessments.
虽然《2030年可持续发展议程》为进展提供了一个全球框架,但在区域层面评估17项可持续发展目标的实现情况仍然是一项挑战。方法上的困难出现在指标选择、数据处理和结果解释方面,这必须考虑到每个地区独特的社会、经济和政治背景。在本研究中,联合国(UN)可持续发展目标报告的方法进行了测试和适应区域应用,以提高其适用性和可比性。西班牙北部的巴斯克地区作为案例研究,所有可持续发展目标的绩效和整体可持续发展目标指数都是基于非补偿性方法计算的。在案例研究中,该地区实现了40.69%的总体可持续发展目标指数。各个可持续发展目标的表现差异很大,从可持续发展目标14(水下生活)的0%到可持续发展目标12(负责任的消费和生产)的81.89%不等。考虑到巴斯克地区的工业发展水平,同样值得注意的是,可持续发展目标9(工业、创新和基础设施)表现相对较好,得分为76.44%。本研究中使用的非补偿性方法不仅为评估区域层面的可持续发展目标进展提供了坚实的基础,而且还可以作为区域间比较的建议,对国家评估具有潜在影响。
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引用次数: 0
How economic choices affect livelihoods in Madagascar's park-adjacent communities and what it means for conservation and development 经济选择如何影响马达加斯加公园附近社区的生计,对保护和发展意味着什么
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-18 DOI: 10.1016/j.envdev.2025.101357
Cortni Borgerson , Katherine J. Kling , Amie Wuchter , Elison Pascal , Ellie M. Paschalis , Be Noel Razafindrapaoly , Timothy M. Eppley
While conservation livelihood programs aim to reduce both poverty and unsustainable land-based economies, interventions often remain dependent on land availability. However, land is a limited resource, especially for those living near the world's protected areas. Therefore, to plan effective conservation and livelihood programs, it is important to understand how livelihood decisions are made under land limitations and their effects on human welfare and natural resource use. We interviewed 892 people living within 3 km of Madagascar's Anjanaharibe-Sud Special Reserve to examine: (1) how income is earned while navigating land limitations and easy access to both forests and markets; (2) the correlations between different income-earning strategies, land and natural resource use, and human wellbeing; and (3) the barriers and opportunities for livelihood interventions within this connected rural system. We found that families relied on diverse income-earning strategies best characterized by salaried labor and entrepreneurship and the sale of dual-subsistence and cash crops. Families with insufficient land relied heavily on salaried labor and entrepreneurship. However, this was not a choice of preferred market- over land-based income opportunities, but instead an insufficient fallback strategy that increased poverty and natural resource extraction. Entrepreneurship appears to be constrained by insufficient access to both capital goods (incl. infrastructure) and human capital (incl. education), limiting opportunities for skilled labor. Until entrepreneurship and skilled labor opportunities in park-adjacent Madagascar are improved, families will continue to face strong incentives to clear forests for agriculture and rely on the natural resources within them. Culturally-aware livelihoods interventions which support non-land-based production are urgently needed to secure a sustainable future for Madagascar's people and forests alike.
虽然保护生计项目旨在减少贫困和不可持续的土地经济,但干预措施往往依赖于土地供应。然而,土地是一种有限的资源,特别是对那些生活在世界保护区附近的人来说。因此,为了规划有效的保护和生计计划,了解在土地限制下如何做出生计决策及其对人类福利和自然资源利用的影响是很重要的。我们采访了892位居住在马达加斯加anjanaharibe - south特别保护区3公里范围内的人,以研究:(1)如何在土地限制和通往森林和市场的便利条件下赚取收入;(2)不同收入策略、土地和自然资源利用与人类福祉的相关性;(3)在这个相互联系的农村系统中,生计干预的障碍和机会。我们发现,这些家庭依赖于多样化的收入策略,其中最具特征的是受薪劳动和创业,以及出售双重生计和经济作物。土地不足的家庭严重依赖受薪劳动力和创业。然而,这并不是选择以市场为基础的收入机会而不是以土地为基础的收入机会,而是一种不充分的后撤战略,增加了贫困和自然资源的开采。企业家精神似乎因无法充分获得资本货物(包括基础设施)和人力资本(包括教育)而受到限制,从而限制了获得熟练劳动力的机会。在毗邻公园的马达加斯加,除非企业家精神和熟练劳动力的机会得到改善,否则当地家庭将继续受到强烈的激励,为农业砍伐森林,并依赖森林中的自然资源。迫切需要具有文化意识的生计干预措施,支持非土地生产,以确保马达加斯加人民和森林的可持续未来。
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引用次数: 0
Law 22017/2023: a dire threat to the Cerrado's survival and Brazil's environmental leadership 第22017/2023号法律:对塞拉多生存和巴西环境领导的严重威胁
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-17 DOI: 10.1016/j.envdev.2025.101337
Luciane Martins de Araújo , Manuel Eduardo Ferreira , José Antônio Tietzmann e Silva , Giovanni Martins de A. Mascarenhas , Altair Sales Barbosa , Mariana Pires de Campos Telles , José Alexandre Felizola Diniz-Filho , Ludgero Cardoso Galli Vieira , Geraldo Wilson Fernandes , Stephannie Fernandes , José Aluízio Ferreira Lima , Flávia de Figueiredo Machado
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引用次数: 0
Living on top of water: Public attitude toward floating houses in North Jakarta, Indonesia 生活在水面上:公众对印尼雅加达北部漂浮房屋的态度
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-16 DOI: 10.1016/j.envdev.2025.101354
Rukuh Setiadi , Joerg Baumeister , Alex Y. Lo , Luna Perita
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引用次数: 0
Advancing towards Large Marine Ecosystem sustainability 迈向大型海洋生态系统的可持续性
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-16 DOI: 10.1016/j.envdev.2025.101356
Kenneth Sherman , Kevin Donnelly
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引用次数: 0
Colonialism, justice, and Indigenous knowledge: A critical analysis of climate change adaptation scholarship on U.S. territories 殖民主义、正义和土著知识:美国领土上气候变化适应学术的批判性分析
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-10 DOI: 10.1016/j.envdev.2025.101353
Kieren Rudge
Adapting to climate change is crucial for islands, as they are disproportionately vulnerable to climate threats that are often exacerbated by processes of colonialism. Non-self-governing territories face additional barriers due to their liminal political statuses being neither independent nations nor fully incorporated states. This causes territories and the peoples who live there to have minimal self-determination in decision-making processes. Indigenous communities in territories are further marginalized by power structures that favor Western scientific-technical climate solutions over Indigenous ontological approaches. To foster just adaptation, scholars studying non-self-governing territories must consider these forms of marginalization. This review focuses on the five U.S.-controlled unincorporated territories. Through a systematic review, I examine whether and how climate adaptation research on U.S. territories discusses the following three themes: (1) colonialism and political status, (2) justice, and (3) Indigenous knowledge. The analysis reveals that while justice is discussed in most studies, colonialism and political status are less commonly grappled with, and Indigenous knowledge is highly understudied. Further, different concepts of justice are incorporated to varying degrees with emphasis being placed on recognition, procedural, and distributive justice, while restorative and transformative justice are rarely considered. By analyzing the current state of climate change adaptation research on U.S. territories, I produce insights into the omissions and inclusions of key themes in existing research. I argue that adaptation scholars must pay greater attention to non-self-governing territories where colonialism and climate change are reproducing injustices. Finally, I propose new directions for adaptation research on colonized islands and territories more broadly.
适应气候变化对岛屿来说至关重要,因为它们特别容易受到气候威胁的影响,而殖民主义进程往往会加剧气候威胁。非自治领土面临着额外的障碍,因为它们的政治地位有限,既不是独立的国家,也不是完全合并的国家。这导致领土和居住在那里的人民在决策过程中只有最低限度的自决权。由于权力结构倾向于西方科技气候解决方案,而不是土著本体论方法,领土上的土著社区进一步被边缘化。为了促进公正的适应,研究非自治领土的学者必须考虑这些边缘化形式。这篇评论的重点是五个美国控制的未合并领土。通过系统回顾,我研究了美国领土上的气候适应研究是否以及如何讨论以下三个主题:(1)殖民主义和政治地位,(2)正义,(3)土著知识。分析表明,虽然大多数研究都讨论了正义,但殖民主义和政治地位却很少被讨论,土著知识也很少被研究。此外,不同的正义概念在不同程度上被纳入,重点放在承认、程序和分配正义上,而很少考虑恢复性和变革性正义。通过分析美国领土上气候变化适应研究的现状,我对现有研究中关键主题的遗漏和包含产生了深刻的见解。我认为,适应学者必须更多地关注殖民主义和气候变化正在再现不公正的非自治领土。最后,提出了在更大范围内对被殖民岛屿和领地进行适应性研究的新方向。
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引用次数: 0
Barriers to China's wind power target: waste generation and supply risks analysis 中国风电目标的障碍:废物产生和供应风险分析
IF 5.3 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-10 DOI: 10.1016/j.envdev.2025.101352
Fei Huang, Yangyang Liang, Jinhui Li, Lili Liu
The large-scale development of wind power is a critical pathway for achieving China's carbon neutrality goals. However, its rapid expansion faces multiple challenges, including constraints in material supply and end-of-life (EoL) management. This study develops a top-down dynamic material flow analysis (dMFA) model and systematically assesses the intensity of material demand, the spatial and temporal distribution of EoL wind turbines, and supply risks by integrating multiple energy and technology scenarios. Our study reveals that the primary barriers lie in the heavy reliance on rare earth elements (REEs) and EoL management in the North, Northwest, and East China. By 2050, the cumulative REEs demand would be 155.1–246.8 kt, with dysprosium (Dy) and terbium (Tb) facing high risks. Recycling EoL turbines in key regions could mitigate material shortages by contributing 28 %, 22 %, and 18 % of national secondary supply by 2050. This reduces the supply pressure for Dy from 55.6 % to 49.6 %, although a shortfall remains for Tb. To ensure long-term material security, it is imperative to further expand REEs recycling or explore recovery through urban mining.
大规模开发风电是实现中国碳中和目标的重要途径。然而,其快速扩张面临着多方面的挑战,包括材料供应和报废管理方面的限制。本研究建立了自顶向下的动态物料流分析(dMFA)模型,通过整合多个能源和技术场景,系统评估了物料需求强度、EoL风力发电机组的时空分布以及供应风险。研究表明,华北、西北和华东地区对稀土元素的严重依赖和EoL管理是主要障碍。到2050年,稀土的累计需求量将达到155.1-246.8 kt,其中镝(Dy)和铽(Tb)面临高风险。到2050年,在重点地区回收EoL涡轮机将贡献28%、22%和18%的全国二次供应,从而缓解材料短缺问题。这将镝的供应压力从55.6%降低到49.6%,尽管结核病仍然短缺。为确保物资的长期安全,进一步扩大稀土资源的回收利用或探索城市采矿回收利用势在必行。
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引用次数: 0
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Environmental Development
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