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How should China exit clean heating subsidies? Policy design for the post-subsidy transition 中国应如何退出清洁供暖补贴?补贴后过渡的政策设计
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-22 DOI: 10.1016/j.enpol.2026.115094
Xiaodan Guo , Bowen Xiao , Ce Jia , Jintao Gu , Shao-Chao Ma
Initiated in 2017, China's Clean Heating Campaign (CHC) has substantially promoted the transition of heating energy use toward cleaner alternatives through extensive government subsidies. However, under growing fiscal pressure, 53 CHC pilot cities have exited the national subsidy program, confronting the critical challenge of achieving a stable transition from the “strong subsidy era” to the “post-subsidy era.” This study employs a dynamic partial equilibrium model incorporating endogenous technological innovation to evaluate subsidy phase-out strategies and alternative policies to subsidies. Results indicate that the current stepwise phase-out approach will trigger resurgences in scattered-coal use. To address this, we propose a self-feedback mechanism that adjusts subsidy levels directly with the gap between clean heating's cost competitiveness and coal heating. This adaptive mechanism enhances environmental performance while mitigating fiscal pressure and energy poverty. Furthermore, peak-valley electricity pricing emerges as a cost-effective alternative to direct subsidies by encouraging economically efficient demand-side responses. The findings offer actionable insights for designing environmentally and fiscally sustainable clean heating policies in the post-subsidy context.
2017年启动的中国清洁供暖运动(CHC)通过广泛的政府补贴,极大地推动了供暖能源向更清洁的替代能源的过渡。然而,在日益增长的财政压力下,53个城市退出了国家补贴计划,面临着从“强补贴时代”向“后补贴时代”平稳过渡的关键挑战。本研究采用一个包含内生技术创新的动态部分均衡模型来评估补贴逐步淘汰策略和补贴替代政策。结果表明,目前的逐步淘汰方法将引发散煤使用的复苏。为了解决这个问题,我们提出了一种自我反馈机制,根据清洁供暖与燃煤供暖的成本竞争力差距直接调整补贴水平。这种适应性机制提高了环境绩效,同时减轻了财政压力和能源贫困。此外,峰谷电价通过鼓励经济上有效的需求侧反应而成为直接补贴的一种具有成本效益的替代办法。研究结果为在补贴后的背景下设计环境和财政可持续的清洁供暖政策提供了可行的见解。
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引用次数: 0
Mismatch between where solar projects are proposed and approved: the case of PV acceptance in the French Alps 太阳能项目的提议和批准之间的不匹配:法国阿尔卑斯山的光伏接受情况
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-22 DOI: 10.1016/j.enpol.2026.115103
Caroline Bottu , Eric F. Lambin
As many countries worldwide accelerate renewable energy deployment to meet climate targets, understanding the factors shaping acceptance of solar PV projects is essential for effective spatial planning. This study examined 236 utility-scale solar projects (>1 MWp) across various development stages in the French Alps, aiming to identify what influences market, socio-political, and community acceptance. This study adopts a mixed-method approach, combining spatial autocorrelation analysis, logistic regression, random forest modelling, and qualitative assessment of environmental impact reports, we explored the spatial patterns of project submission and approval. Market acceptance is primarily associated with economic factors: solar irradiance, slope, grid proximity, and land costs. Developers tend to avoid agricultural areas given regulatory constraints under the Mountain law, and rather favour forested or artificial surfaces. In contrast, socio-political acceptance is determined almost exclusively by environmental protection, with biophysical integrity being the only significant predictor of project approval, whereas socio-demographic characteristics of local populations show no measurable influence. Both submitted and approved projects display significant spatial clustering, with 51 % of recent projects (since 2020) concentrated in suitable areas representing just 9 % of the territory. This reflects a learning process among developers, who increasingly target areas with higher approval rates. While this suggests opportunities for targeted spatial planning via designated acceleration areas, it also raises concerns about energy justice and uneven community burdens. The spatial mismatch between market and socio-political acceptance criteria, and the dominance of environmental over social considerations, highlight the need for more transparent and inclusive permitting processes.
随着全球许多国家加快可再生能源部署以实现气候目标,了解影响太阳能光伏项目接受度的因素对于有效的空间规划至关重要。本研究调查了法国阿尔卑斯山不同发展阶段的236个公用事业规模的太阳能项目(1mwp),旨在确定影响市场、社会政治和社区接受程度的因素。本研究采用混合方法,结合空间自相关分析、logistic回归、随机森林模型和环境影响报告定性评价等方法,探讨项目报批的空间格局。市场接受度主要与经济因素有关:太阳辐照度、坡度、电网邻近度和土地成本。由于山区法的监管限制,开发商倾向于避开农业区,而更倾向于森林或人造地面。相比之下,社会政治接受度几乎完全由环境保护决定,生物物理完整性是项目批准的唯一重要预测因素,而当地人口的社会人口特征没有显示出可衡量的影响。提交和批准的项目都显示出明显的空间集群性,51%的近期项目(自2020年以来)集中在合适的地区,仅占领土的9%。这反映了开发者之间的学习过程,他们越来越多地瞄准高认可率的领域。虽然这为通过指定加速区进行有针对性的空间规划提供了机会,但它也引发了对能源公平和社区负担不均的担忧。市场和社会政治接受标准之间的空间不匹配,以及环境因素对社会因素的主导地位,突出了对更加透明和包容的许可程序的需求。
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引用次数: 0
Good governance and energy security in OECD countries: The mediating role of environmental policy stringency 经合组织国家的善治与能源安全:环境政策严格性的中介作用
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-22 DOI: 10.1016/j.enpol.2026.115100
Kanchan Kumar Sen , Shamal Chandra Karmaker , Bidyut Baran Saha
Energy security has emerged as a central policy challenge as climate change intensifies alongside rising energy demand and increasing geopolitical uncertainty. For developed economies, ensuring secure energy systems while advancing environmental sustainability requires not only technological progress but also effective governance and regulatory frameworks. Despite this importance, empirical evidence on how governance quality influences energy security through environmental policy remains limited, and existing studies largely rely on traditional econometric approaches that struggle to capture non-linear dynamics. To address these gaps, this study examines the role of good governance in enhancing sustainable energy security in OECD countries, with a particular focus on the mediating role of environmental policy stringency. By applying both machine learning and econometric approaches, the study explored a positive and significant impact of good governance on energy security, highlighting that stronger governance enhances the resilience, efficiency, and sustainability of national energy systems. The study also found that environmental policy stringency acts as a key indirect channel through which governance quality enhances energy security. This highlights the importance of strong institutions and well-enforced environmental regulations for improving energy security in developed economies. From a policy perspective, these findings emphasize the value of integrating governance reforms with strong environmental policies. These insights offer practical guidance for policymakers aiming to strengthen energy resilience while promoting decarbonization and sustainable development goals.
随着气候变化加剧、能源需求上升和地缘政治不确定性增加,能源安全已成为一项核心政策挑战。对于发达经济体而言,在确保能源系统安全的同时推进环境可持续性,不仅需要技术进步,还需要有效的治理和监管框架。尽管如此,关于治理质量如何通过环境政策影响能源安全的经验证据仍然有限,现有的研究主要依赖于传统的计量经济学方法,难以捕捉非线性动态。为了解决这些差距,本研究考察了善治在加强经合组织国家可持续能源安全方面的作用,特别侧重于环境政策严格性的中介作用。通过应用机器学习和计量经济学方法,该研究探讨了良好治理对能源安全的积极和重大影响,强调了更强有力的治理可以提高国家能源系统的弹性、效率和可持续性。研究还发现,严格的环境政策是治理质量提高能源安全的一个关键的间接渠道。这凸显了强有力的制度和执行良好的环境法规对改善发达经济体能源安全的重要性。从政策角度来看,这些发现强调了将治理改革与强有力的环境政策相结合的价值。这些见解为旨在加强能源弹性、同时促进脱碳和实现可持续发展目标的政策制定者提供了实用指导。
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引用次数: 0
Two roads to understanding youth acceptance of energy transition policies: A symmetrical and asymmetrical perspective 了解青年对能源转型政策接受程度的两条途径:对称视角和不对称视角
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-21 DOI: 10.1016/j.enpol.2026.115102
Franco Sancho-Esper , Carla Rodriguez-Sanchez , María José Miquel-Romero , Francisco José Sarabia-Sánchez
The social acceptance of energy transition (ET) policies is essential to ensure their legitimacy and effectiveness. Drawing on cognitive and affective frameworks, this study examines how trust in government, emotional responses, and perceptions of procedural fairness shape young people's acceptance of ET policies in Spain, a country with high energy dependence and ambitious decarbonization targets within the European Union's climate agenda. Using a mixed-methods design combining structural equation modeling (CB-SEM) and fuzzy-set qualitative comparative analysis (fsQCA), we analyze data from 1707 respondents aged 18 to 30. The CB-SEM results show that trust in government enhances perceived procedural fairness, which in turn strongly predicts policy acceptance. Trust also increases positive emotions, although it does not significantly reduce negative emotions. Emotions influence fairness perceptions, with positive emotions strengthening these perceptions and negative emotions weakening them. Notably, our results reveal that positive emotions directly increase the acceptance of ET policies, whereas negative emotions do not have a significant effect. This finding suggests that general discussions about ET may evoke responses that are more hopeful than fearful. FsQCA reveals multiple causal pathways to acceptance, typically involving combinations of fairness, trust, and positive emotions. Conversely, the causal pathways leading to non-acceptance consistently involve the absence of fairness and positive emotions. Gender differences emerge, with women proving more likely to support ET policies, especially when trust and fairness are present. These findings deepen understanding of the psychological mechanisms behind policy acceptance and offer insights for designing participatory, procedurally fair, and emotionally aligned strategies to advance ET.
社会对能源转型(ET)政策的接受是确保其合法性和有效性的关键。借助认知和情感框架,本研究考察了西班牙年轻人对政府的信任、情绪反应和对程序公平的看法如何影响他们对ET政策的接受程度。西班牙是一个高度依赖能源、在欧盟气候议程中有雄心勃勃的脱碳目标的国家。采用结构方程模型(CB-SEM)和模糊集定性比较分析(fsQCA)相结合的混合方法设计,分析了1707名年龄在18至30岁之间的受访者的数据。CB-SEM结果表明,对政府的信任增强了程序公平的感知,这反过来又强烈地预测了政策的接受程度。信任也能增加积极情绪,尽管它不能显著减少消极情绪。情绪影响公平感知,积极情绪强化公平感知,消极情绪削弱公平感知。值得注意的是,我们的研究结果表明,积极情绪直接增加了环境政策的接受度,而消极情绪没有显著的影响。这一发现表明,关于外星人的一般性讨论可能会引起更多希望而不是恐惧的反应。FsQCA揭示了接受的多种因果途径,通常涉及公平、信任和积极情绪的组合。相反,导致不接受的因果途径始终涉及缺乏公平和积极情绪。性别差异出现了,女性更有可能支持ET政策,尤其是在信任和公平存在的情况下。这些发现加深了对政策接受背后的心理机制的理解,并为设计参与性、程序公平和情感一致的战略以推进环境教育提供了见解。
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引用次数: 0
Does targeted poverty alleviation promote the adoption of clean cooking fuels? Evidence from a quasi-experimental study in China 有针对性的扶贫是否促进了清洁烹饪燃料的采用?来自中国一项准实验研究的证据
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-21 DOI: 10.1016/j.enpol.2026.115084
Lu Chen, Yingcheng Wang
Based on five waves of data from the China Health and Retirement Longitudinal Study (CHARLS) between 2011 and 2020, we employ a difference-in-differences (DID) approach to examine the causal effect of the Targeted Poverty Alleviation (TPA) policy on households’ adoption of clean cooking fuels. The results show that the TPA policy significantly increased the likelihood of clean fuel use, particularly electricity, among targeted poor households. Heterogeneity analysis suggests that the policy effects are more pronounced in southern regions, in communities with higher poverty levels, among households with Internet access, and among larger households. Mechanism analyses suggest that the TPA policy promotes clean cooking fuel adoption primarily by improving household income levels and encouraging participation in off-farm employment. Further analysis shows that while absolute energy expenditures rose, their share in household income declined, indicating improved affordability. Furthermore, we find that the TPA policy can enhances subjective well-being by facilitating the transition to cleaner cooking fuels. These findings suggest that comprehensive poverty alleviation programmes such as the TPA policy can play an important role in accelerating household energy transitions.
基于2011年至2020年中国健康与退休纵向研究(CHARLS)的五波数据,我们采用差分法(DID)来检验精准扶贫(TPA)政策对家庭使用清洁烹饪燃料的因果效应。结果表明,贸易促进权政策显著提高了目标贫困家庭使用清洁燃料,特别是电力的可能性。异质性分析表明,政策影响在南方地区、贫困程度较高的社区、有互联网接入的家庭和人口较多的家庭中更为明显。机制分析表明,贸易促进权政策主要通过提高家庭收入水平和鼓励参与非农就业来促进清洁烹饪燃料的采用。进一步的分析表明,虽然绝对能源支出上升,但其在家庭收入中所占的比例下降,表明负担能力有所提高。此外,我们发现TPA政策可以通过促进向更清洁的烹饪燃料的过渡来提高主观幸福感。这些发现表明,像贸易促进权政策这样的综合扶贫方案可以在加速家庭能源转型方面发挥重要作用。
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引用次数: 0
CCUS technology diffusion and multi-agent investment behavior under policy incentives 政策激励下CCUS技术扩散与多主体投资行为
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-21 DOI: 10.1016/j.enpol.2026.115086
Yuanming Li , Bei Li , Shuangxing Liu , Ming Xue , Xingchun Li , Peng Wu
Carbon Capture, Utilization and Storage (CCUS) technology is crucial for achieving carbon neutrality, but high costs and uncertainty lead to persistent underinvestment, making coordinated investment between carbon source and sink sectors a potential solution. This study considers carbon source enterprises and carbon sink enterprises as cooperative investors under uncertain oil prices and carbon trading prices, and develops an integrated model that combines a two-player real-options framework with an evolutionary game to analyze multi-agent CCUS investment decisions and technology diffusion under differentiated subsidy policies. The results show that CCUS diffusion exhibits pronounced nonlinear and oscillatory dynamics, with initial conditions critically shaping its pathway: lower initial adoption probabilities delay convergence and amplify fluctuations, especially for capital-intensive coal-fired power plants facing high costs and uncertain returns. The revenue–cost allocation mechanism displays critical threshold effects: there exists an interior range of benefit–cost sharing that supports relatively high and stable diffusion, whereas excessive revenue claims by power plants or overly high cost-sharing, while raising average diffusion, inhibit oil companies’ participation and induce more pronounced long-term volatility. Differentiated subsidy policies also have heterogeneous effects: initial investment subsidies lower entry barriers, accelerate diffusion and dampen volatility; clean electricity price subsidies increase adoption levels but tend to magnify cyclical fluctuations; and CO2-EOR tax credits optimize the revenue structure of the sink sector and significantly promote diffusion towards a high and stable state. These findings provide a model-based rationale for designing a graduated incentive subsidy scheme, implementing a dual-threshold revenue–cost mechanism, and prioritising regional CCUS projects with scale effects.
碳捕集、利用和封存(CCUS)技术对于实现碳中和至关重要,但高昂的成本和不确定性导致持续的投资不足,这使得碳源和碳汇部门之间的协调投资成为一个潜在的解决方案。本研究将碳源企业和碳汇企业作为不确定油价和碳交易价格下的合作投资者,建立了一个将二人现实期权框架与演化博弈相结合的集成模型,分析了差异化补贴政策下的多主体CCUS投资决策与技术扩散。结果表明,CCUS扩散表现出明显的非线性和振荡动力学,初始条件对其路径至关重要:较低的初始采用概率延迟收敛并放大波动,特别是对于面临高成本和不确定回报的资本密集型燃煤电厂。收益-成本分配机制表现出临界门槛效应:存在一个内部的收益-成本分担范围,支持相对较高且稳定的扩散,而发电厂过高的收益要求或过高的成本分担在提高平均扩散的同时,抑制了石油公司的参与,并导致更明显的长期波动。差别化补贴政策也具有异质性效应:初始投资补贴降低了进入壁垒,加速了扩散,抑制了波动;清洁电价补贴提高了采用率,但往往会放大周期性波动;CO2-EOR税收抵免优化了碳汇部门的收入结构,显著促进了碳汇向高稳态扩散。这些发现为设计分级激励补贴方案、实施双门槛收入-成本机制以及优先考虑具有规模效应的区域CCUS项目提供了基于模型的理论依据。
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引用次数: 0
The crucial role of electricity bill comprehension in consumer intention of solar panel systems adoption 电费理解在消费者太阳能电池板系统采用意向中的关键作用
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-20 DOI: 10.1016/j.enpol.2025.115064
Cecilia Castro-Cárdenas , Edgardo Arturo Ayala Gaytán , Teofilo Ozuna (Jr.)
The energy transition towards renewable sources has become a key objective on the agenda of numerous nations, increasing interest in various energy generation alternatives, such as photovoltaic technologies, where domestic consumers play a crucial role. Understanding their adoption is critical to global agendas. This study investigated whether comprehension of electricity bills affects the adoption intention of solar photovoltaic energy. The research assesses seven factors that influence the adoption of solar panel systems (SPS): perceived costs, environmental concern, perceived quality and trust in the energy provider, and cognitive biases, including risk preferences, social influence bias, and inertia bias. This analysis employs Partial Least Squares Structural Equation Modeling (PLS-SEM) and Multi-Group Analysis (MGA) techniques with a data sample of 348 respondents. The results revealed that all factors, except trust in the utility provider, had a significant impact on the adoption intention of SPS. The main finding indicates that the level of influence of the studied factors on the adoption intention of SPS was significantly moderated by comprehension of electricity bills. In particular, we found that individuals with a high degree of comprehension of their electricity bills are more influenced by environmental awareness and service quality rather than perceived costs or biases such as social influence. Conversely, those who do not understand their electricity bills are primarily guided by social pressures or cost burdens which can slow down the adoption of SPS.
向可再生能源过渡已成为许多国家议程上的一个关键目标,对各种能源生产替代办法的兴趣日益增加,例如国内消费者在其中起着关键作用的光电技术。了解它们的采用对全球议程至关重要。本研究考察了电费理解是否会影响太阳能光伏能源的使用意愿。该研究评估了影响太阳能电池板系统(SPS)采用的七个因素:感知成本、环境问题、感知质量和对能源供应商的信任,以及认知偏见,包括风险偏好、社会影响偏见和惯性偏见。该分析采用偏最小二乘结构方程模型(PLS-SEM)和多组分析(MGA)技术,数据样本为348名受访者。结果显示,除对公用事业供应商的信任外,所有因素对SPS的采用意愿都有显著影响。本研究的主要发现是,对电费账单的理解显著调节了各因素对SPS采用意愿的影响程度。特别是,我们发现对电费理解程度高的个人更容易受到环境意识和服务质量的影响,而不是感知成本或社会影响等偏见。相反,那些不了解电费的人主要受到社会压力或成本负担的引导,这可能会减缓SPS的采用。
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引用次数: 0
Energy security, climate policy uncertainty, and climate transition risk: A mixed-frequency multi-dimensional spillover analysis 能源安全、气候政策不确定性和气候转型风险:一个混合频率的多维溢出分析
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-20 DOI: 10.1016/j.enpol.2026.115091
Xinfei Ge , Dequn Zhou , Liangpeng Wu , Qingyuan Zhu
Disentangling the relationship between energy security, climate policy uncertainty(CPU), and climate transition risk index (CTRI) is essential to formulating integrated strategies for energy resilience and climate mitigation. This study conducts static and dynamic analyses of the spillover relationships among the three variables, identifying their transmission paths and changes in dominant factors across different time scales, incorporating a mixed-frequency dynamic factor model, and multi-dimensional and mixed-frequency spillover analysis. The results shown that: (1) China's energy security exhibit significant volatility between 2009 and 2020, which is confirmed through a comparative analysis with the CSI energy index; (2) CPU acts as a net transmitter, dominating system volatility, while energy security and climate transition risk function as net receivers, passively influenced by policy changes and external shocks; (3) short-term spillovers are limited, while medium-term spillovers become increasingly pronounced, reflecting stronger inter-variable interactions; and (4) notably, although transition risk is policy-driven, its influence tends to lag behind immediate policy effects, continuing to affect the system over an extended period. This study offers empirical evidence to support the coordinated advancement of energy security and climate goals.
理清能源安全、气候政策不确定性(CPU)和气候转型风险指数(CTRI)之间的关系,对于制定能源弹性和气候减缓综合战略至关重要。本文对这三个变量之间的溢出关系进行了静态和动态分析,确定了它们在不同时间尺度上的传播路径和主导因素的变化,并采用混频动态因素模型,进行了多维、混频溢出分析。结果表明:(1)2009 - 2020年中国能源安全表现出显著的波动性,通过与CSI能源指数的对比分析证实了这一点;(2) CPU作为净发送者,主导系统波动,而能源安全和气候转型风险作为净接收者,受政策变化和外部冲击的被动影响;(3)短期溢出效应有限,而中期溢出效应日益明显,反映出更强的变量间相互作用;(4)值得注意的是,虽然转型风险是政策驱动的,但其影响往往滞后于直接的政策效果,并在较长时间内持续影响系统。本研究为能源安全和气候目标的协调推进提供了实证支持。
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引用次数: 0
Behavioral determinants of solar energy adoption in India: Insights for policy from an extended TPB framework 印度太阳能采用的行为决定因素:从扩展的TPB框架对政策的见解
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-20 DOI: 10.1016/j.enpol.2026.115079
Kailash Kumar Sahu , Tushar Ranjan Sahoo , Indu Santosh , Shivani Guru , Rishi Kant Chaudhary
The global transition to cleaner energy systems requires not only technological advancement but also a deeper understanding of the behavioral drivers that shape individual adoption decisions. While prior research on solar energy adoption have largely focused on financial, infrastructural, and technical determinants, behavioral and psychosocial factors remain underexplored in the Indian context, limiting effective policy design. This study addresses this gap by investigating the determinants of attitudes and behavioral intentions toward solar energy adoption in India using an extended Theory of Planned Behavior (TPB) framework. The model integrates traditional TPB constructs with contextual variables, such as perceived trust, cost, benefits, environmental concern, and government initiatives, to provide a more comprehensive behavioral explanation relevant for emerging economies. In this study, solar energy adoption refers specifically to individuals' or households’ intention to adopt household-scale solar technologies, particularly residential rooftop PV systems, solar water heaters etc. Data from 408 respondents, including students from solar training programmes and professionals working in certified solar technology firms from different states such as Rajasthan, Gujarat, Karnataka, and Uttar Pradesh, were analyzed using PLS-SEM. Findings indicate that perceived benefits, trust, environmental concern, and government initiatives significantly influence attitudes, while attitude, subjective norms, and perceived behavioral control strongly predict behavioral intention. Notably, perceived cost does not significantly affect attitude, suggesting that value-based motivations and institutional trust may outweigh financial considerations. The model explains 78 % of the variance in attitude and 50.3 % in behavioral intention, offering actionable insights for designing socially grounded and behaviourally informed solar energy policies in India.
全球向清洁能源系统的过渡不仅需要技术进步,还需要更深入地了解影响个人采用决策的行为驱动因素。虽然之前对太阳能采用的研究主要集中在金融、基础设施和技术决定因素上,但在印度的背景下,行为和社会心理因素仍未得到充分探讨,限制了有效的政策设计。本研究使用扩展的计划行为理论(TPB)框架,通过调查印度对太阳能采用的态度和行为意图的决定因素,解决了这一差距。该模型将传统的TPB结构与环境变量(如感知信任、成本、收益、环境关注和政府举措)相结合,为新兴经济体提供了更全面的行为解释。在本研究中,太阳能采用是指个人或家庭有意采用家庭规模的太阳能技术,特别是住宅屋顶光伏系统,太阳能热水器等。来自408名受访者的数据,包括来自拉贾斯坦邦、古吉拉特邦、卡纳塔克邦和北方邦等不同邦的太阳能培训项目的学生和在经过认证的太阳能技术公司工作的专业人员,使用pl - sem进行了分析。研究发现,感知利益、信任、环境关注和政府举措显著影响态度,而态度、主观规范和感知行为控制显著预测行为意愿。值得注意的是,感知成本并没有显著影响态度,这表明基于价值的动机和制度信任可能超过财务考虑。该模型解释了78%的态度差异和50.3%的行为意图差异,为印度设计基于社会和行为的太阳能政策提供了可行的见解。
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引用次数: 0
Shifting roles of renewable and fossil energy in the ENTSO-E countries: Evidence from a novel war-induced energy intensity index 可再生能源和化石能源在东东欧国家的角色转变:来自战争引发的新型能源强度指数的证据
IF 9.2 2区 经济学 Q1 ECONOMICS Pub Date : 2026-01-19 DOI: 10.1016/j.enpol.2026.115083
Guanghao Wang , Hung Xuan Do , Chenghao Liu , Erwann Sbai , Emilson Silva
The Russia-Ukraine war, escalating in February 2022, severely disrupted European energy markets. This conflict significantly increases energy security concerns and drives costs to unprecedented levels. This study investigates the evolving roles of renewable and fossil energy in mitigating this insecurity. We introduce a novel War-Induced Energy Intensity (WEI) index, constructed from over 507,574 news reports and tweets using large language models (LLMs). Our employed LLMs enable us to apply a scoring framework that precisely captures the intensity of fossil energy induced by the war. Validation tests across 24 European countries confirm that our WEI outperforms existing geopolitical risk indices in explaining wholesale electricity market dynamics. A structural break test identifies a significant market shift in early 2022, coinciding with the conflict's outbreak. This provides a statistical basis for our pre- and post-conflict analysis, which reveals a reversal of roles. Before 2022, fossil fuels played a stabilizing role in electricity markets. After the conflict began, their supply disruptions exacerbated market risks. In contrast, renewable energy sources – particularly wind, solar, and hydropower – emerged as key stabilizers, significantly reducing market instability. These findings underscore the growing importance of renewables in ensuring energy security during geopolitical crises.
2022年2月,俄乌战争升级,严重扰乱了欧洲能源市场。这场冲突大大增加了能源安全问题,并将成本推高至前所未有的水平。本研究探讨了可再生能源和化石能源在缓解这种不安全方面的作用。我们引入了一种新的战争引发的能源强度(WEI)指数,该指数使用大型语言模型(llm)从超过507,574篇新闻报道和推文中构建而成。我们雇用的法学硕士使我们能够应用一个评分框架,精确地捕捉战争引起的化石能源强度。在24个欧洲国家进行的验证测试证实,我们的WEI在解释批发电力市场动态方面优于现有的地缘政治风险指数。结构性断裂测试表明,在冲突爆发的2022年初,市场将出现重大转变。这为我们的冲突前和冲突后分析提供了统计基础,揭示了角色的颠倒。2022年之前,化石燃料在电力市场发挥了稳定作用。冲突开始后,它们的供应中断加剧了市场风险。相比之下,可再生能源——尤其是风能、太阳能和水电——成为关键的稳定因素,显著降低了市场的不稳定性。这些发现强调了可再生能源在地缘政治危机期间确保能源安全方面日益增长的重要性。
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引用次数: 0
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Energy Policy
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