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Social acceptance of a hydrogen-driven industrial transition in North Rhine-Westphalia, Germany 德国北莱茵-威斯特伐利亚州对氢驱动工业转型的社会接受度
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2026-01-06 DOI: 10.1186/s13705-025-00557-5
Laura Altstadt, Aileen Reichmann, Nora Weber, Katja Witte

Background

Germany’s commitment to climate neutrality by 2045 poses significant challenges for its energy-intensive industries, especially in North Rhine-Westphalia, where green hydrogen is essential for the decarbonisation of basic industries. In this study, we investigate social acceptance of the hydrogen-driven industrial transition, focusing on public perspectives and the perspectives of stakeholders in industry, non-governmental organisations, trade unions, and political administration.

Results

The results indicate broad support for industrial green hydrogen use but also highlight acceptance issues along its value chain. Key challenges emerge in political, economic, social, and environmental dimensions, with notable public risk perception of hydrogen transport. Our analysis shows that increasing concerns tend to be accompanied by a willingness to protest, while knowledge is associated with acceptance of industrial hydrogen use.

Conclusions

Stakeholders must find ways to gather and address local public concerns. Moreover, the results indicate the need to assess green hydrogen along its entire value chain and on an international scale.

德国承诺到2045年实现气候中和,这对其能源密集型产业构成了重大挑战,尤其是在北莱茵-威斯特伐利亚州,在那里,绿色氢对基础工业的脱碳至关重要。在本研究中,我们调查了社会对氢驱动的工业转型的接受程度,重点关注公众观点和行业利益相关者、非政府组织、工会和政治管理的观点。结果表明工业绿色氢使用得到广泛支持,但也突出了其价值链上的接受问题。主要挑战出现在政治、经济、社会和环境方面,公众对氢运输的风险认知显著。我们的分析表明,越来越多的担忧往往伴随着抗议的意愿,而知识与接受工业氢使用有关。利益相关者必须找到收集和解决当地公众关注的问题的方法。此外,研究结果表明,需要在整个价值链和国际范围内评估绿色氢。
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引用次数: 0
The policy landscape of agrivoltaics: a systematic review 农业发电的政策前景:系统回顾
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-12-29 DOI: 10.1186/s13705-025-00555-7
André Alves, Eduarda Marques da Costa, Igor Sirnik

Background

Agrivoltaics, the dual use of land for both agriculture and solar energy production, has gained increasing attention in recent years. However, its large-scale implementation is constrained by policy challenges. Despite growing interest, limited research has systematically examined how agrivoltaics are incorporated into policy frameworks worldwide. This study systematically reviews the scientific literature on agrivoltaic policies and the policy frameworks supporting their implementation.

Main text

Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA 2020) framework, peer-reviewed literature from Scopus and Web of Science was analysed, including journal articles, review papers, and conference proceedings in English. Out of 308 publications, 12 focused on policy instruments for agrivoltaics and met the inclusion criteria. The selected studies, published between 2021 and 2024, were examined to identify recurring policy themes, instruments, and implementation approaches. The review identified two main research approaches: one assessing the potential of agrivoltaics within legal frameworks through policy adjustments of existing legislation, and the other addressing policy instruments specific to agrivoltaics. A compilation of policies from several countries was conducted, encompassing different types of instruments, with economic and financial incentives being the most frequently identified. Key literature gaps included limited geographic coverage and inadequately addressed issues. The lack of policy integration across the energy, agriculture, and land use sectors, coupled with unclear guidelines regarding agrivoltaics, was identified as a constraint to its upscaling.

Conclusions

The study highlights the fragmented nature of agrivoltaic policy and the need for more policy-integrated frameworks to support its expansion. The findings underscore the importance of addressing policy effectiveness, stakeholder roles, business models, and strategies in underrepresented regions. Limitations of this review stem from the limited geographic scope of the literature analysed and the non-inclusion of grey literature. Future research should examine how different policy instruments influence the adoption of agrivoltaics and how cross-sector coordination can support its development. These insights contribute to advancing research on agrivoltaics and policymaking, supporting the broader energy transition.

近年来,农业和太阳能发电的双重利用越来越受到人们的关注。然而,其大规模实施受到政策挑战的制约。尽管人们对农业发电越来越感兴趣,但有限的研究系统地研究了如何将农业发电纳入全球的政策框架。本研究系统地回顾了有关农业光伏政策及其实施支持政策框架的科学文献。根据系统评价和元分析的首选报告项目(PRISMA 2020)框架,我们分析了来自Scopus和Web of Science的同行评议文献,包括期刊文章、综述论文和英文会议论文集。在308份出版物中,有12份侧重于农业发电的政策工具,符合列入标准。选定的研究发表于2021年至2024年之间,对其进行了审查,以确定反复出现的政策主题、工具和实施方法。审查确定了两种主要的研究方法:一种是通过对现有立法进行政策调整来评估农业发电在法律框架内的潜力,另一种是针对农业发电的具体政策工具。对几个国家的政策进行了汇编,其中包括不同类型的工具,最常确定的是经济和财政奖励。主要的文献空白包括有限的地理覆盖和未充分解决的问题。能源、农业和土地利用部门之间缺乏政策整合,再加上关于农用光伏的指导方针不明确,被认为是制约其升级的因素。该研究强调了农业光伏政策的碎片化性质,以及需要更多的政策整合框架来支持其扩展。研究结果强调了在代表性不足的地区解决政策有效性、利益相关者角色、商业模式和战略的重要性。本综述的局限性源于所分析文献的地理范围有限和未纳入灰色文献。未来的研究应该考察不同的政策工具如何影响农业发电的采用,以及跨部门协调如何支持其发展。这些见解有助于推进农业发电研究和政策制定,支持更广泛的能源转型。
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引用次数: 0
Multi-criteria feasible optimisation of a sustainable aquaponic system for rural areas in Cape Verde 佛得角农村地区可持续水培系统的多标准可行优化
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-12-29 DOI: 10.1186/s13705-025-00553-9
Luis Mazorra-Aguiar, Fabian Deniz, Priscila Velazquez, Eduardo Vega-Fuentes, Lidia Robaina

Background

Climate change is exacerbating the lack of fertile land and the scarcity of irrigation water. To guarantee food security in this context, aquaponic systems have been developed. An aquaponic system achieves the simultaneous production of plants and fish by recirculating water through both subsystems. Combining these two production technologies provides an efficient and sustainable method of growing fish and producing plants. These types of systems are often installed in rural areas, where the electrical grid is not completely reliable.

Methods

This work assesses a Hybrid Renewable Energy System to improve the sustainability and efficiency of isolated aquaponic production systems. The simulated systems are based on renewable energy sources using photovoltaic, wind, diesel and battery technologies. The main contribution of this study is the improvement in the decision-making process for selecting the optimal hybrid system for each project. A multi-criteria decision-making procedure based on technical and economic variables of the project is proposed. The criteria used in this study are NPC (20 and 10 years), payback, initial cost, O&M cost and renewable fraction (%) cover by the system. The procedure requires calculating hourly simulations of the energy flow in the installation with different hybrid configurations. In this work, a case of a hybrid system located on the island of Santo Domingo (Cape Verde) is presented using more than 1680 different sizing configurations.

Results

The solution obtained improves the results offered by other hybrid system optimisation software. The investment in the multi-criteria solution is 20 k€ less expensive than that obtained using other software and provides a payback period of four years, half a year less without affecting the rest of the decision criteria. Compared to the diesel base case, the solution saves more than 200 k€ in 20 years and will save more than 28 tonnes of CO(_2) per year. Moreover, this approach ensures the selection of a technically feasible configuration that aligns with the constraints of each project.

Conclusions

This study will have an impact on the circular economy of experimental aquaponic farming production systems, making them more accessible in agricultural areas with energy problems.

气候变化正在加剧肥沃土地的缺乏和灌溉用水的短缺。为了在这种情况下保证粮食安全,人们开发了水培系统。水共生系统通过循环水通过两个子系统来实现植物和鱼类的同时生产。结合这两种生产技术提供了一种高效和可持续的养鱼和生产植物的方法。这些类型的系统通常安装在电网不完全可靠的农村地区。方法本研究评估了一种混合可再生能源系统,以提高隔离水培生产系统的可持续性和效率。模拟系统基于使用光伏、风能、柴油和电池技术的可再生能源。本研究的主要贡献在于改进了为每个项目选择最优混合系统的决策过程。提出了一种基于项目技术经济变量的多准则决策程序。本研究中使用的标准是NPC(20年和10年)、回报、初始成本、运营成本和可再生比例(%) cover by the system. The procedure requires calculating hourly simulations of the energy flow in the installation with different hybrid configurations. In this work, a case of a hybrid system located on the island of Santo Domingo (Cape Verde) is presented using more than 1680 different sizing configurations.ResultsThe solution obtained improves the results offered by other hybrid system optimisation software. The investment in the multi-criteria solution is 20 k€ less expensive than that obtained using other software and provides a payback period of four years, half a year less without affecting the rest of the decision criteria. Compared to the diesel base case, the solution saves more than 200 k€ in 20 years and will save more than 28 tonnes of CO(_2) per year. Moreover, this approach ensures the selection of a technically feasible configuration that aligns with the constraints of each project.ConclusionsThis study will have an impact on the circular economy of experimental aquaponic farming production systems, making them more accessible in agricultural areas with energy problems.
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引用次数: 0
Socioeconomic divide and environmental impact: how income inequality shapes energy and emissions patterns 社会经济鸿沟和环境影响:收入不平等如何影响能源和排放模式
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-12-02 DOI: 10.1186/s13705-025-00554-8
Lina Volodzkiene, Dalia Streimikiene

Background

Understanding the influence of economic inequality on energy consumption, greenhouse gas emissions, and the uptake of renewable energy is becoming increasingly important as the European Union (EU) intensifies its efforts towards climate neutrality and sustainable development. Despite recent shifts in the income distribution, persistent disparities among social groups remain a critical factor with respect to energy behaviour and environmental outcomes. This research article explores how income inequality affects per capita energy consumption, carbon dioxide emissions from energy use, and the share of renewable energy in the EU. Additionally, it examines how these variables relate to economic performance by using gross domestic product (GDP) as a benchmark.

Results

This study applies ordinary least squares (OLS) regression to panel data covering 27 EU member states for the period 1990–2023. The results reveal a U-shaped relationship between income inequality and energy consumption per capita. At moderate levels, inequality is associated with reduced energy use; however, beyond a certain threshold, greater inequality leads to increased energy consumption, which is driven primarily by the high demand from wealthy population segments. Furthermore, per capita energy consumption is a strong predictor of emissions, although the marginal impact weakens at higher consumption levels, thus suggesting diminishing returns. Renewable energy significantly helps decrease per capita emissions, but its effectiveness also marginally decreases as its share increases, thus indicating saturation effects. Diagnostic tests for autocorrelation, heteroskedasticity, and cross-sectional dependence confirm the statistical robustness and reliability of the model.

Conclusions

This study highlights the necessity of integrating social equity into climate and energy policy frameworks. Reducing income inequality can promote energy efficiency and reduce carbon emissions, thereby contributing to the EU’s dual objectives of environmental sustainability and inclusive economic growth. These findings suggest that energy transition policies are more effective when they are complemented by measures that address economic disparities. Future research should explore inequality thresholds that alter environmental impacts and identify policy synergies that maximize both climate and social outcomes.

背景:随着欧盟加大对气候中和和可持续发展的努力,了解经济不平等对能源消费、温室气体排放和可再生能源利用的影响变得越来越重要。尽管最近收入分配发生了变化,但社会群体之间持续存在的差距仍然是影响能源行为和环境结果的关键因素。这篇研究文章探讨了收入不平等如何影响欧盟的人均能源消费、能源使用产生的二氧化碳排放以及可再生能源的份额。此外,它还通过使用国内生产总值(GDP)作为基准来研究这些变量与经济表现的关系。结果本研究对欧盟27个成员国1990-2023年的面板数据进行了普通最小二乘(OLS)回归。结果显示,收入不平等与人均能源消耗之间呈u型关系。在中等程度上,不平等与能源使用减少有关;然而,超过一定的阈值,更大的不平等导致能源消耗增加,这主要是由富裕人群的高需求驱动的。此外,人均能源消费是排放的有力预测指标,尽管边际影响在较高的消费水平上减弱,从而表明收益递减。可再生能源显著降低了人均排放量,但其有效性也随着份额的增加而小幅下降,显示出饱和效应。自相关、异方差和横截面相关性的诊断检验证实了模型的统计稳健性和可靠性。本研究强调了将社会公平纳入气候和能源政策框架的必要性。减少收入不平等可以提高能源效率并减少碳排放,从而有助于欧盟实现环境可持续性和包容性经济增长的双重目标。这些发现表明,当能源转型政策与解决经济差距的措施相辅相成时,它们将更加有效。未来的研究应该探索改变环境影响的不平等阈值,并确定将气候和社会结果最大化的政策协同效应。
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引用次数: 0
Are alternative fuels considered a game changer? Benefit and barrier perceptions and the acceptance of alternative fuels for road transport 替代燃料被认为是游戏规则的改变者吗?利益和障碍观念以及对道路运输替代燃料的接受
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-12-01 DOI: 10.1186/s13705-025-00552-w
Anika Linzenich, Linda Engelmann, Martina Ziefle

Background

Replacing diesel and gasoline in combustion engines with fuels from renewable resources can reduce emissions in the transport sector. This study investigated public perceptions of alternative fuels to reveal potential adoption drivers and barriers for a successful introduction in road transport.

Results

The findings point towards a high acceptance of alternative fuels in road transport. Benefits for the environment and drivers were acknowledged, whereas barrier perceptions were comparably low. The acceptance of alternative fuels was affected by perceived environmental benefits and environment-related attitudes. Higher environmental awareness and perceived responsibility for environmental problems were related to higher acceptance, higher benefit perceptions, and lower barrier ratings.

Conclusions

Considering the key finding that environment-related attitudes and the perception of environmental benefits were factors positively impacting the acceptance of alternative fuels, communication concepts should be designed to inform transparently and comprehensibly about the environmental effects of alternative fuels. Where applicable and possible, fuel design should reduce user-perceived barriers—such as high costs and infrastructure incompatibility. Policy making should furthermore support planning security via long-term framework design in order to enable heightened fuel adoption and positive climatic impacts of alternative fuels.

背景:用可再生资源燃料替代内燃机中的柴油和汽油可以减少运输部门的排放。这项研究调查了公众对替代燃料的看法,以揭示在道路运输中成功引入替代燃料的潜在采用驱动因素和障碍。研究结果表明,道路运输对替代燃料的接受程度很高。对环境和司机的好处得到了承认,而对障碍的认识相对较低。对替代燃料的接受受到环境利益和与环境有关的态度的影响。更高的环境意识和对环境问题的责任感知与更高的接受度、更高的利益感知和更低的障碍评级有关。考虑到与环境相关的态度和对环境效益的感知是替代燃料接受度的积极影响因素的关键发现,应设计传播概念,以透明和全面地告知替代燃料的环境影响。在适用和可能的情况下,燃料设计应减少用户感知的障碍,如高成本和基础设施不兼容。此外,政策制定应通过长期框架设计来支持规划安全,以提高替代燃料的采用率和对气候的积极影响。
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引用次数: 0
When promises are not (yet) met: local dysphoria, contestations, and the struggle for survival amidst large-scale solar energy development in Kenya 当承诺(尚未)实现时:在肯尼亚大规模太阳能开发中,当地的焦虑、争论和生存斗争
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-11-24 DOI: 10.1186/s13705-025-00550-y
Frankline A. Ndi

Background

Across Africa, employment and corporate social responsibility (CSR) promises are used by land investors to mobilize community support for large-scale renewable energy projects. Often times, when such promises are backpedaled or do not materialize as anticipated, local contestations become imminent. Using the case of Alten Solar energy in Kenya, this article aims to show how the energy investor appears to be struggling to deliver on its promises – and how this has provoked local contestations. While local contests linked to energy projects constructed on communally-owned land are not uncommon in the country and have been widely documented, contestations regarding projects constructed on privately-owned land are yet to receive sufficient scholarly attention despite similar equity stakes. This paper aims to bridge this gap and is guided by basic ideas drawn from theories of peasant resistance to offer insights into the micro politics around solar energy development in the specific context of private land ownership. Data was elicited using semi-structured interviews and focus group discussions conducted on two occasions: from February – March 2023 and November – December 2023, with a follow-up visit in February 2025.

Results

The results show that local contests are about the benefits that people anticipate from the solar project, rather than seeking to prevent it. Rural people, despite being critical of the project, struggle with the company through their relations with the county government and local elites, to demand a new memorandum of understanding (MoU) that could offer them more opportunities and address unintended socio-environmental challenges.

Conclusions

The study suggests the need for the energy investor to respect its CSR promises, and to adhere to its time plan, as specified in the new MoU signed with the communities. It also emphasizes the need for the government to implement policies ensuring that communities benefit directly from energy investments. Ensuring a proper benefit-sharing mechanism, fulfilling CSR promises, and addressing socio-environmental impacts linked to the solar project would (re)present more attractive ‘terms of incorporation’, and possibly reduce societal resistance ‘from below’.

在整个非洲,土地投资者利用就业和企业社会责任(CSR)承诺来动员社区对大型可再生能源项目的支持。通常情况下,当这些承诺被推翻或没有像预期的那样实现时,当地的争论就会迫在眉睫。本文以肯尼亚Alten Solar energy的案例为例,旨在展示这个能源投资者如何难以兑现其承诺——以及这如何引发了当地的争议。虽然与在公有土地上建设的能源项目有关的地方竞赛在该国并不罕见,并已被广泛记录,但关于在私有土地上建设的项目的争论尚未得到足够的学术关注,尽管有类似的股权。本文旨在弥合这一差距,并以农民抵抗理论的基本思想为指导,为在土地私有制的特定背景下围绕太阳能发展的微观政治提供见解。数据通过两次半结构化访谈和焦点小组讨论获得:2023年2月至3月和2023年11月至12月,并于2025年2月进行随访。结果表明,当地的竞争是关于人们期望从太阳能项目中获得的好处,而不是试图阻止它。尽管农村居民对该项目持批评态度,但他们通过与县政府和当地精英的关系,与公司进行斗争,要求签署新的谅解备忘录(MoU),为他们提供更多机会,解决意想不到的社会环境挑战。研究表明,能源投资者需要尊重其企业社会责任承诺,并遵守与社区签署的新谅解备忘录中规定的时间计划。报告还强调,政府需要实施政策,确保社区从能源投资中直接受益。确保适当的利益分享机制,履行企业社会责任承诺,解决与太阳能项目相关的社会环境影响,将(代表)提供更有吸引力的“合并条款”,并可能减少“来自底层”的社会阻力。
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引用次数: 0
Assessment of the decarbonization efficiency in the European Union: machine learning approach 欧盟脱碳效率评估:机器学习方法
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-11-23 DOI: 10.1186/s13705-025-00549-5
Goran Šimić, Mirjana Radovanović, Sanja Filipović

Background

The European Union has established a strategic objective to attain carbon neutrality across the continent by the year 2050; however, this complex undertaking is shaped by a variety of influencing factors. It is particularly important to monitor the effects of such a long-term strategy, as it will influence all aspects of the European Union’s sustainable energy development as well as the welfare of its citizens. Since no universally accepted methodology exists for tracking the effects of decarbonization, the use of machine learning as a method of artificial intelligence is proposed—not only to generate concrete results but also to evaluate its applicability for this purpose. The main objective of this research is to assess the trends of 13 selected energy indicators that are vital to the decarbonization initiative. The research was conducted on a sample of 27 countries for the period from 2013 to 2030 using a novel predictive model developed in the Python runtime environment.

Results

The primary findings of the research indicate that the EU is likely to experience significant fluctuations in the values of specific indicators. The anticipated progressive rise in electricity prices is expected across all EU countries, accompanied by an increase in consumption. In addition, the projected growth in energy imports presents a significant challenge that will affect the competitiveness of the European economy and the social standing of its citizens. Particularly disadvantaged in the implementation of the decarbonization strategy will be landlocked countries that are highly dependent on energy imports and therefore vulnerable to fluctuations in prices and security of supply. Also at risk are countries facing difficulties in the deployment and exploitation of renewable energy sources, as well as those with weaker socioeconomic indicators. The results further indicate a rising risk to energy security, even in the wealthiest EU countries. Overall, the projections suggest an increase in CO₂ levels up to 2030, followed by a gradual decline thereafter. A particular challenge for managing the decarbonization strategy lies in the significant fluctuations of the monitored parameters, which hinder planning in every respect.

Conclusions

In light of the geopolitical and supply chain shifts post-2022, it is clear that a comprehensive reassessment of the strategies for managing the decarbonization of the European Union economy is necessary. The research findings demonstrated the effectiveness of the proposed machine learning approach, which has potential for enhancement due to its scalability and adaptability. The study provides governance and methodological recommendations.

欧盟已经制定了到2050年在整个欧洲大陆实现碳中和的战略目标;然而,这一复杂的任务受到各种影响因素的影响。监测这一长期战略的影响尤其重要,因为它将影响欧洲联盟可持续能源发展的所有方面以及其公民的福利。由于没有普遍接受的方法来跟踪脱碳的影响,因此建议使用机器学习作为人工智能的一种方法-不仅要产生具体的结果,还要评估其对此目的的适用性。本研究的主要目的是评估对脱碳倡议至关重要的13个选定能源指标的趋势。该研究在2013年至2030年期间对27个国家的样本进行了研究,使用了在Python运行时环境中开发的新型预测模型。结果研究的初步结果表明,欧盟的具体指标可能会出现较大的波动。预计所有欧盟国家的电价都将逐步上涨,同时用电量也将增加。此外,预计能源进口的增长是一项重大挑战,将影响欧洲经济的竞争力及其公民的社会地位。在执行脱碳战略方面处于特别不利地位的将是内陆国家,它们高度依赖能源进口,因此容易受到价格波动和供应安全的影响。在可再生能源的部署和开发方面面临困难的国家以及社会经济指标较弱的国家也面临风险。研究结果进一步表明,即使在最富裕的欧盟国家,能源安全面临的风险也在上升。总的来说,这些预测表明,到2030年,二氧化碳水平会增加,之后会逐渐下降。管理脱碳战略的一个特别挑战在于监测参数的大幅度波动,这妨碍了各方面的规划。鉴于2022年后地缘政治和供应链的变化,很明显,有必要对欧盟经济脱碳管理战略进行全面的重新评估。研究结果证明了所提出的机器学习方法的有效性,由于其可扩展性和适应性,该方法具有增强的潜力。该研究提供了治理和方法方面的建议。
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引用次数: 0
Sustainable and secure energy development of the European Union: artificial intelligence-based approach for policymaking 欧盟可持续和安全的能源发展:基于人工智能的政策制定方法
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-11-22 DOI: 10.1186/s13705-025-00551-x
Mirjana Radovanović, Goran Šimić, Jámbor Attila

Background

The European Union considers the decarbonization of Europe by 2050 a strategic objective. This necessitates finding the solutions that will support the intricate process of formulating energy policies and decisions with enduring implications for the economy, environment, and social welfare of European Union citizens and beyond. The primary objective of this study is to evaluate the suitability of an artificial intelligence (AI)-based approach in policymaking (control stage) with the aim of achieving a more optimal formulation of the common European energy policy and the policies of individual member states.

Results

Given the scope and volatility of the data, as well as the research objective, data processing was conducted using clustering—a technique within artificial intelligence (AI)—which is suitable for producing more precise, explainable, and provable (PEP) outcomes. In doing so, the study addresses one of the main obstacles to the broader use of AI in policymaking: the current lack of trust in AI-based solutions. The research was conducted in three stages. In the first stage, energy security indicators were determined based on 13 selected indicators using the aggregate approach. In the second stage, clustering was executed as an unsupervised machine learning method, utilizing the K-means algorithm as the designated learning model. In the third stage, a classifier model utilizing an artificial neural network was proposed. The research findings have revealed that countries exhibiting the highest levels of energy security, and consequently the most favorable conditions for sustainable growth, have different energy portfolios, unique economic frameworks, and differing energy prices.

Conclusions

The research findings are significant in the domains of energy and environmental policies, decision theory, and AI (with special emphasis on the EU AI Act). The research highlights the efficacy of an interdisciplinary approach and contributes to the studies about the use of AI in policymaking, with emphasis on the improvements that will lead to its greater power and precision—one of the milestones for efficient policymaking. Policymaking based on PEP AI outcomes can be seen as one of the most efficient methods for strategic planning and control of decarbonization of Europe; therefore, the paper also proposes recommendations in this context.

欧盟认为到2050年实现欧洲的脱碳是一项战略目标。这就需要找到解决方案,以支持制定能源政策和决策的复杂过程,这些政策和决策将对欧盟公民及其他人的经济、环境和社会福利产生持久影响。本研究的主要目的是评估基于人工智能(AI)的方法在政策制定(控制阶段)中的适用性,目的是实现欧洲共同能源政策和各成员国政策的更优化制定。考虑到数据的范围和波动性,以及研究目标,数据处理是使用聚类进行的,聚类是人工智能(AI)中的一种技术,适用于产生更精确、可解释和可证明的(PEP)结果。通过这样做,该研究解决了在决策中广泛使用人工智能的主要障碍之一:目前对基于人工智能的解决方案缺乏信任。研究分三个阶段进行。第一阶段,选取13个指标,采用总量法确定能源安全指标。在第二阶段,聚类作为一种无监督机器学习方法执行,使用K-means算法作为指定的学习模型。第三阶段,提出了一种基于人工神经网络的分类器模型。研究结果表明,能源安全水平最高的国家,也就是可持续增长条件最有利的国家,有着不同的能源组合、独特的经济框架和不同的能源价格。研究结果在能源和环境政策、决策理论和人工智能(特别强调欧盟人工智能法案)领域具有重要意义。该研究强调了跨学科方法的有效性,并有助于研究人工智能在政策制定中的应用,重点是将使其更强大和更精确的改进——这是有效决策的里程碑之一。基于PEP AI结果的政策制定可以被视为欧洲脱碳战略规划和控制的最有效方法之一;因此,本文也在此背景下提出了建议。
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引用次数: 0
Solar energy on all suitable roof areas? Homeowners’ acceptance of government subsidies and smart energy services in Germany 在所有合适的屋顶区域安装太阳能?德国房主对政府补贴和智能能源服务的接受程度
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-11-13 DOI: 10.1186/s13705-025-00547-7
Hawal Shamon, Frauke Meyer, Gianmarco Aniello, Wilhelm Kuckshinrichs

Background

Photovoltaic (PV) systems are nowadays a central pillar in the expansion of renewable energy in Germany. Nevertheless, further significant growth in renewable energy will be needed in the future to meet the national emission reduction targets set by the German government. Homeowners play a crucial role in the expansion of PV capacity. In a discrete choice experiment, we empirically examine the impact of a large number of dimensions on homeowners’ PV adoption, including attributes that have received less attention in the literature so far, such as the included (smart energy) services, government subsidies, and forms of financing.

Results

Our results show that increasing levels of smart energy services for PV systems increase respondents’ valuation of smart energy services, while increasing the access rights of the contractual partner has a negative impact on the valuation. The latter negative effect is mitigated by an element of co-determination. Furthermore, our results point to the importance of government subsidies as a measure to increase PV adoption. Participants preferred one-time (or continuous) payments over continuous (or one-time) payments when government grants amounted to 40% (or 10%) of the investment cost; they were indifferent between both forms when subsidies amounted to 20% of the investment cost. Homeowners clearly preferred loan financing to self-financing only at an effective interest rate of 1.03%, as opposed to 3.53%. This result indicates a limited effectiveness of this subsidy measure, which is designed to overcome the problem of high investment costs from a conceptual point of view. Our results also show that homeowners are not so heterogeneous when it comes to the importance they attach to certain attributes related to PV adoption. Decisions were made independent of socio-demographic characteristics, but are related in some cases to the homeowners’ value orientations and risk inclination.

Conclusions

Homeowners are more likely to adopt smart energy services when they are involved in the typically automated processes through decision prompts. Financial factors are of pivotal role. There is a need to tailor financing strategies, as preferences for subsidy schemes vary with the level of financing. In addition, low-interest loans are ineffective in reducing the high upfront costs of PV deployment. Smart energy services have great potential, but there are also some caveats.

光伏(PV)系统目前是德国可再生能源扩张的核心支柱。然而,为了实现德国政府设定的国家减排目标,未来可再生能源的进一步显著增长将是必要的。房主在扩大光伏发电容量方面发挥着至关重要的作用。在一个离散选择实验中,我们实证检验了大量维度对房主光伏采用的影响,包括迄今为止文献中较少关注的属性,如包括(智能能源)服务、政府补贴和融资形式。结果光伏系统智能能源服务水平的提高提高了受访者对智能能源服务的评价,而合同合作伙伴访问权限的增加对评价有负面影响。后一种负面影响被共同决定的因素所减轻。此外,我们的研究结果指出了政府补贴作为提高光伏采用率的一项措施的重要性。当政府拨款达到投资成本的40%(或10%)时,参与者更喜欢一次性(或连续)支付,而不是连续(或一次性)支付;当补贴达到投资成本的20%时,他们对两种形式都漠不关心。房主显然更喜欢贷款融资,而不是自我融资,实际利率为1.03%,而不是3.53%。这一结果表明,这种补贴措施的有效性有限,从概念的角度来看,这种补贴措施旨在克服高投资成本的问题。我们的研究结果还表明,当涉及到与光伏采用相关的某些属性的重要性时,房主并不是那么异质。决策独立于社会人口特征,但在某些情况下与房主的价值取向和风险倾向有关。当房主通过决策提示参与典型的自动化过程时,他们更有可能采用智能能源服务。金融因素起着举足轻重的作用。有必要调整融资战略,因为对补贴计划的偏好因融资水平而异。此外,低息贷款在降低光伏部署的高额前期成本方面是无效的。智能能源服务具有巨大的潜力,但也有一些需要注意的问题。
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引用次数: 0
Analysis of the development of tidal energy and its implementation 潮汐能的发展及其实施分析
IF 5.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2025-11-06 DOI: 10.1186/s13705-025-00548-6
Xiaochao Li, Ye Zhou, Guanglei Xiao, Chun Gan, Zhiyang Lu, Shangqi Li, Zhongxin Gao, Hao Zhang, Minping Xie, Yi Luo

Background

In the recent years, owing to the increasing carbon emissions from anthropogenic activities, the challenges caused by global climate change, including the greenhouse effect, sea-level rise, and extreme weather events, have become increasingly severe. It is also an urgent task for many countries to develop clean energy, reduce carbon emissions, and establish a green low-carbon development structure. As a renewable and environmentally friendly energy source, tidal power is abundant in numerous coastal regions. Constructing tidal power plants to harness this renewable energy source not only provides substantial energy benefits but also plays a pivotal role in advancing green and sustainable development. Moreover, tidal energy has profound implications for societal transformation, fostering economic growth, and enhancing stability. Therefore, tidal energy is an indispensable component of clean power generation, paving the way for a more sustainable and equitable world.

Main text

By summarising the ongoing research on tidal energy, this paper offers a comprehensive exploration of the current status of tidal energy development and crucial insights derived from tidal energy applications. The mechanism of tidal energy and the structural design of tidal power stations are systematically explained, and the characteristics of tidal energy use to generate electricity in different regions are introduced. Focussing on China in combination with other countries, the latest technological achievements are summarised, and corresponding improvement measures are proposed for tidal energy development and implementation.

Conclusions

Tidal energy, characterised by zero-emission attributes, renewability, and operational reliability, offers a vital pathway towards sustainable energy systems. Despite mature technology with decades of commercial operation, its deployment has progressed slowly because of persistent challenges, including high capital costs and ecological impacts on marine ecosystems. Consequently, resolving these constraints necessitates notable advancements in policy frameworks and technological innovation. This paper could provide reference material for the increased popularization and sustainable development of tidal energy power generation technology.

近年来,由于人类活动造成的碳排放不断增加,温室效应、海平面上升、极端天气事件等全球气候变化带来的挑战日益严峻。发展清洁能源,减少碳排放,建立绿色低碳发展结构,也是许多国家面临的紧迫任务。潮汐能是一种可再生的环保能源,在许多沿海地区储量丰富。利用这种可再生能源建设潮汐能发电厂,不仅能提供可观的能源效益,而且对推进绿色可持续发展具有关键作用。此外,潮汐能对社会转型、促进经济增长和增强稳定具有深远的影响。因此,潮汐能是清洁能源发电不可或缺的组成部分,为一个更加可持续和公平的世界铺平了道路。本文通过对潮汐能研究现状的总结,全面探讨了潮汐能的发展现状和潮汐能应用的重要见解。系统阐述了潮汐能的机理和潮汐能电站的结构设计,介绍了不同地区利用潮汐能发电的特点。以中国为重点,结合国外,总结了潮汐能的最新技术成果,并对潮汐能的开发与实施提出了相应的改进措施。结论:太阳能具有零排放、可再生、运行可靠等特点,是实现可持续能源系统的重要途径。尽管技术成熟,商业运营已有数十年,但由于持续存在的挑战,包括高昂的资本成本和对海洋生态系统的生态影响,其部署进展缓慢。因此,要解决这些制约因素,就必须在政策框架和技术创新方面取得显著进展。本文可为潮汐能发电技术的进一步普及和可持续发展提供参考资料。
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引用次数: 0
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