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Public control of coal resources of the United States’ Powder River Basin for a managed decarbonization transition 对美国粉河盆地煤炭资源的公共控制,实现有管理的去碳化过渡
Pub Date : 2024-09-15 DOI: 10.1088/2516-1083/ad756d
J Mijin Cha and Emily Grubert
The United States (US) has set aggressive targets for reaching a carbon pollution-free power sector by 2035 and a net-zero economy by 2050. Reaching these goals will require both rapid expansion of zero- and negative-carbon infrastructure and a phase-out of unabated fossil fuel infrastructure. New subsidy and regulatory actions focus on eliminating coal emissions at the point of consumption either through carbon capture and storage (CCS) or coal-fired power plant retirement. Yet, these pathways have opposite implications for coal production: CCS is coal intensive, while coal retirement is not. Despite a record of chaotic and harmful transition and significant social scientific research suggesting better outcomes from managed, coordinated decline, these mechanisms rely on uncoordinated private decision making by mine and plant owners. Coal mining has rapidly declined since peak production in 2008. Production has dropped by half; bankruptcies are the norm; and coal mine and power plant host communities have experienced highly disruptive decline as a result of this unmanaged transition. Given this history, we argue the current market-based, plant-driven governance approach could worsen transition challenges, including potentially stranding costly CCS investments. We argue that the US should complement its extensive investments in technology demonstrations with innovative governance demonstrations to facilitate a just energy transition. Specifically, we argue that the Powder River Basin, which is the US’ largest coal basin and consists primarily of federally leased coal, should be brought under public control for managed decline both to meet emissions reduction targets and advance a just energy transition.
美国制定了积极的目标,到 2035 年实现电力部门无碳污染,到 2050 年实现净零碳经济。要实现这些目标,既需要迅速扩大零碳和负碳基础设施,也需要逐步淘汰有增无减的化石燃料基础设施。新的补贴和监管措施侧重于通过碳捕集与封存(CCS)或燃煤电厂退役,在消费点消除煤炭排放。然而,这些途径对煤炭生产的影响恰恰相反:碳捕集与封存需要大量煤炭,而燃煤电厂退役则不需要大量煤炭。尽管有混乱和有害过渡的记录,而且大量社会科学研究表明,有管理、有协调的衰退会带来更好的结果,但这些机制依赖于煤矿和发电厂业主不协调的私人决策。自 2008 年产量达到峰值以来,煤炭开采已迅速衰退。产量下降了一半;破产成为常态;煤矿和发电厂所在社区因这种无管理的转型而经历了极具破坏性的衰退。鉴于这段历史,我们认为目前以市场为基础、以电厂为导向的管理方法可能会加剧转型挑战,包括可能搁浅成本高昂的 CCS 投资。我们认为,美国应通过创新治理示范来补充其在技术示范方面的广泛投资,以促进公正的能源转型。具体而言,我们认为,美国最大的煤炭盆地--粉河盆地(Powder River Basin)主要由联邦政府租用的煤炭组成,应将其置于公共控制之下,对其衰退进行管理,以实现减排目标并推进公正的能源转型。
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引用次数: 0
A review on machine learning-guided design of energy materials 机器学习引导的能源材料设计综述
Pub Date : 2024-09-03 DOI: 10.1088/2516-1083/ad7220
Seongmin Kim, Jiaxin Xu, Wenjie Shang, Zhihao Xu, Eungkyu Lee, Tengfei Luo
The development and design of energy materials are essential for improving the efficiency, sustainability, and durability of energy systems to address climate change issues. However, optimizing and developing energy materials can be challenging due to large and complex search spaces. With the advancements in computational power and algorithms over the past decade, machine learning (ML) techniques are being widely applied in various industrial and research areas for different purposes. The energy material community has increasingly leveraged ML to accelerate property predictions and design processes. This article aims to provide a comprehensive review of research in different energy material fields that employ ML techniques. It begins with foundational concepts and a broad overview of ML applications in energy material research, followed by examples of successful ML applications in energy material design. We also discuss the current challenges of ML in energy material design and our perspectives. Our viewpoint is that ML will be an integral component of energy materials research, but data scarcity, lack of tailored ML algorithms, and challenges in experimentally realizing ML-predicted candidates are major barriers that still need to be overcome.
能源材料的开发和设计对于提高能源系统的效率、可持续性和耐用性以应对气候变化问题至关重要。然而,由于搜索空间大而复杂,优化和开发能源材料可能具有挑战性。过去十年来,随着计算能力和算法的进步,机器学习(ML)技术被广泛应用于各种工业和研究领域,以达到不同的目的。能源材料界越来越多地利用 ML 来加速性能预测和设计过程。本文旨在全面回顾不同能源材料领域采用 ML 技术的研究情况。文章首先介绍了基础概念以及 ML 在能源材料研究中的广泛应用,然后列举了 ML 在能源材料设计中的成功应用实例。我们还讨论了当前 ML 在能源材料设计中面临的挑战以及我们的观点。我们的观点是,ML 将成为能源材料研究中不可或缺的组成部分,但数据稀缺、缺乏量身定制的 ML 算法以及在实验中实现 ML 预测候选材料所面临的挑战是仍需克服的主要障碍。
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引用次数: 0
Investigating state-of-the-art planning strategies for electric vehicle charging infrastructures in coupled transport and power networks: a comprehensive review 研究交通和电力耦合网络中电动汽车充电基础设施的最新规划策略:全面综述
Pub Date : 2024-08-23 DOI: 10.1088/2516-1083/ad6be1
Jinhao Li, Arlena Chew, Hao Wang
Electric vehicles (EVs) have emerged as a pivotal solution to reduce greenhouse gas emissions paving a pathway to net zero. As the adoption of EVs continues to grow, countries are proactively formulating systematic plans for nationwide EV charging infrastructure (EVCI) to keep pace with the accelerating shift towards EVs. This comprehensive review aims to thoroughly examine current global practices in EVCI planning and explore state-of-the-art methodologies for designing EVCI planning strategies. Despite remarkable efforts by influential players in the global EV market, such as China, the United States, and the European Union, the progress in EVCI rollout has been notably slower than anticipated in the rest of the world. This delay can be attributable to three major impediments: inadequate EVCI charging services, low utilization rates of public EVCI facilities, and the non-trivial integration of EVCI into the electric grid. These challenges are intricately linked to key stakeholders in the EVCI planning problem within the context of coupled traffic and grid networks. These stakeholders include EV drivers, transport system operators, and electric grid operators. In addition, various applicable charging technologies further complicate this planning task. This review dissects the interests of these stakeholders, clarifying their respective roles and expectations in the context of EVCI planning. This review also provides insights into level 1, 2, and 3 chargers with explorations of their applications in different geographical locations for diverse EV charging patterns. Finally, a thorough review of node-based and flow-based approaches to EV planning is presented. The modeling of placing charging stations is broadly categorized into set coverage, maximum coverage, flow-capturing, and flow-refueling location models. In conclusion, this review identifies several research gaps, including the dynamic modeling of EV charging demand and the coordination of vehicle electrification with grid decarbonization. This paper calls for further contributions to bridge these gaps and drive the advancement of EVCI planning.
电动汽车(EV)已成为减少温室气体排放的重要解决方案,为实现净零排放铺平了道路。随着电动汽车采用率的不断增长,各国都在积极制定全国电动汽车充电基础设施(EVCI)的系统规划,以跟上加速向电动汽车转变的步伐。本综述旨在深入研究当前全球在电动汽车充电基础设施规划方面的做法,并探讨设计电动汽车充电基础设施规划战略的最新方法。尽管中国、美国和欧盟等全球电动汽车市场的重要参与者做出了巨大努力,但在世界其他地区,EVCI 的推广进度明显慢于预期。这种延迟可归因于三大障碍:EVCI 充电服务不足、公共 EVCI 设施利用率低,以及 EVCI 与电网的集成难度大。在交通和电网网络耦合的背景下,这些挑战与 EVCI 规划问题中的主要利益相关者密切相关。这些利益相关者包括电动汽车驾驶员、交通系统运营商和电网运营商。此外,各种适用的充电技术也使规划任务更加复杂。本综述剖析了这些利益相关者的利益,明确了他们在 EVCI 规划中各自的角色和期望。本综述还深入探讨了 1 级、2 级和 3 级充电器,并探讨了它们在不同地理位置的应用,以适应不同的电动汽车充电模式。最后,还对基于节点和基于流量的电动汽车规划方法进行了全面回顾。充电站布点模型大致分为集合覆盖模型、最大覆盖模型、流量捕捉模型和流量加油定位模型。最后,本综述指出了几项研究空白,包括电动汽车充电需求的动态建模以及汽车电气化与电网去碳化的协调。本文呼吁各方做出更多贡献,以弥补这些差距,推动 EVCI 规划的发展。
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引用次数: 0
A research agenda to support economic resilience in US oil and gas producing communities 支持美国石油和天然气生产社区经济恢复能力的研究议程
Pub Date : 2024-08-20 DOI: 10.1088/2516-1083/ad6be2
Daniel Raimi, Noah Kaufman
Major reductions in greenhouse gas emissions will require a transition away from fossil fuels, including oil and natural gas. However, little research has examined the implications of such a transition for the workers and communities who depend on these industries to support local and regional economic wellbeing. In this perspective, we lay out a research agenda that can help inform policymakers as they seek to craft effective policies to support affected communities. We focus on the United States, the world’s largest oil and gas producer, and identify three key policy areas where new scholarship is needed to inform policymaking: economic and workforce development, public finances, and environmental remediation. Although it is not a comprehensive research agenda, we identify dozens of distinct research questions that will require a mix of methods and disciplinary lenses, including basic data gathering, community engagement, program evaluation, policy analysis, political analysis, and more. The goal of this article is to encourage scholars to take up these topics and expand them in the years ahead to ensure that oil and gas communities become more economically resilient in the face of deep uncertainty over the future of the domestic and global energy system.
要大幅减少温室气体排放,就必须从使用石油和天然气等化石燃料过渡。然而,很少有研究探讨这种转型对依赖这些行业支持当地和区域经济福祉的工人和社区的影响。在本视角中,我们提出了一个研究议程,有助于为政策制定者提供信息,帮助他们制定有效的政策来支持受影响的社区。我们将重点放在美国这个世界上最大的石油和天然气生产国,并确定了三个需要新的学术研究为决策提供信息的关键政策领域:经济和劳动力发展、公共财政以及环境修复。尽管这并不是一个全面的研究议程,但我们发现了数十个不同的研究问题,这些问题需要各种方法和学科视角的组合,包括基础数据收集、社区参与、项目评估、政策分析、政治分析等。本文的目的是鼓励学者们在未来几年内着手研究这些课题并加以扩展,以确保石油和天然气社区在面对国内和全球能源系统未来极度不确定性的情况下,在经济上更具弹性。
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引用次数: 0
Productive use of electricity in agriculture in sub-Saharan Africa: a systematic review 撒哈拉以南非洲农业生产用电:系统审查
Pub Date : 2024-08-20 DOI: 10.1088/2516-1083/ad6c9e
Tunmise Raji, Andrew Allee, Nathaniel J Williams
Sub-Saharan African (SSA) countries often prioritize electrification as an important component of their infrastructure development, anticipating that electricity access will stimulate local economies. Agriculture, a significant contributor to employment and Gross Domestic Product in many of these countries, stands out as a crucial sector that could benefit from the expansion of electricity infrastructure. Thus, integrating electricity into agricultural practices presents a promising pathway for regional development. This review systematically analyzes the academic literature on the productive use of electricity in SSA’s agricultural sector, focusing on dominant trends, opportunities, and challenges at the electricity-agriculture nexus. Primary production activities, particularly irrigation, emerged as the most extensively studied application of electricity in the agricultural sector, and there was a limited number of studies focused on countries in Central Africa. Solar energy was the most assessed source of electricity, likely due to the abundance of solar resources in Africa. Less than half of the studies considered the economic or environmental impact of their proposed productive use activity, focusing more on the technical and operational feasibility of these initiatives. Also, we found that the productive use of electricity in agriculture is hindered by constraints such as a lack of technical expertise, unreliable power supply, limited market access, and inadequate financial services, and we quantitatively assessed the prevalence of each constraint in the selected studies. The review concludes by highlighting opportunities for future research and proposing strategic policy recommendations aimed at fostering the adoption of electrical technologies in agriculture across SSA, thereby enhancing the sector’s efficiency and productivity.
撒哈拉以南非洲(SSA)国家通常将电气化作为其基础设施发展的重要组成部分,预计电力供应将刺激当地经济。农业是许多撒哈拉以南非洲国家就业和国内生产总值的重要来源,也是可以从电力基础设施扩展中受益的关键部门。因此,将电力融入农业实践为地区发展提供了一条大有可为的途径。本综述系统分析了有关撒哈拉以南非洲农业部门生产性用电的学术文献,重点关注电力与农业之间的主要趋势、机遇和挑战。初级生产活动,尤其是灌溉,是对电力在农业部门的应用研究最为广泛的领域。太阳能是评估最多的电力来源,这可能是因为非洲太阳能资源丰富。只有不到一半的研究考虑了其建议的生产性利用活动对经济或环境的影响,而更多地关注这些举措在技术和操作上的可行性。此外,我们还发现,农业生产性用电受到各种制约因素的阻碍,如缺乏专业技术知识、电力供应不可靠、市场准入受限以及金融服务不足。综述最后强调了未来研究的机遇,并提出了战略性政策建议,旨在促进撒哈拉以南非洲农业采用电气技术,从而提高该部门的效率和生产力。
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引用次数: 0
Protonic conduction on oxide surfaces—role and applications in electrochemical energy conversion 氧化物表面的质子传导--在电化学能量转换中的作用和应用
Pub Date : 2024-08-20 DOI: 10.1088/2516-1083/ad6c9f
Truls Norby
Protonic conduction on surfaces of oxides has over the last two decades drawn attention for its possible utilisation in electrolytes for energy conversion at low temperatures and for its roles in enhancement of catalytic activity. This has led to deeper investigation and increased understanding of the phenomenon and development of quantifiable models. Along with this has emerged apparent demonstrations of use of such conduction in low-drain fuel cells as well as acknowledgement of the role of surface protonic conduction in electrodes for solid-state electrochemical and photoelectrochemical cells. Here is provided a brief review and elaboration of the fundamentals of the interaction of water and hydrogen with oxide surfaces, and models for the resulting protonic conduction in chemisorbed and physisorbed layers. We finally discuss aspects of surface protonic conduction in a range of applications, including sensors, catalysis, and electrochemical and photoelectrochemical energy conversion.
在过去的二十年里,氧化物表面的质子传导因其在电解质中用于低温能量转换的可能性及其在提高催化活性方面的作用而备受关注。这促使人们对这一现象进行更深入的研究,加深了解,并开发出可量化的模型。随之而来的是,在低漏燃料电池中使用这种传导的明显示范,以及对固态电化学和光电化学电池电极中表面质子传导作用的认可。本文简要回顾并阐述了水和氢与氧化物表面相互作用的基本原理,以及由此产生的化学吸附层和物理吸附层质子传导模型。最后,我们讨论了表面质子传导在传感器、催化、电化学和光电化学能量转换等一系列应用中的各个方面。
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引用次数: 0
Thermoelectric supercapacitors: materials, challenges and future outlook 热电超级电容器:材料、挑战和未来展望
Pub Date : 2024-08-14 DOI: 10.1088/2516-1083/ad6be3
Sonali Verma, Bhavya Padha, Aamir Ahmed, Rakesh Singh, Deepak P Dubal, Sandeep Arya
Self-powered devices are the most interesting research subject in recent times, focusing on the advancement of the flexible and wearable electronics market. A variety of self-powered systems have been designed using different energy harvesting (solar cells, mechanical as well as thermal energy harvester) and storage devices such as supercapacitors. Environmental degradation, the inadequacy in the supply of existing fossil fuels, as well as fast-rising energy demand have all raised alarm bells for our planet’s long-term viability. To address these challenges, researchers must pursue steadfast studies on urgent needs by using ‘green’ energies such as wind, solar, tidal, mechanical, as well as geothermal sources. Because these green energy resources are intermittent, new energy harvesting as well as storage devices must be designed to keep and distribute the captured energy gradually, efficiently and meticulously. The low-grade thermal energy generally squandered without usage can be particularly beneficial for consistently powering electronic equipment, including sensors and wearable electronics. This review deals with a detailed discussion of the mechanism and fabrication of thermoelectric supercapacitors. The challenges, possible solutions, and the prospects of thermoelectric supercapacitors have also been highlighted.
自供电设备是近期最有趣的研究课题,其重点在于推动柔性和可穿戴电子产品市场的发展。人们利用不同的能量收集(太阳能电池、机械能和热能收集器)和存储设备(如超级电容器)设计出了各种自供电系统。环境退化、现有化石燃料供应不足以及快速增长的能源需求都为地球的长期生存敲响了警钟。为了应对这些挑战,研究人员必须利用风能、太阳能、潮汐能、机械能和地热能等 "绿色 "能源,坚持不懈地开展急需研究。由于这些绿色能源是间歇性的,因此必须设计新的能源采集和存储设备,以便逐步、高效、细致地保存和分配所采集的能源。通常被浪费掉的低品位热能可持续为包括传感器和可穿戴电子设备在内的电子设备供电,这一点尤其有益。本综述详细讨论了热电超级电容器的机理和制造。此外,还强调了热电超级电容器面临的挑战、可能的解决方案和前景。
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引用次数: 0
Navigating complexity: integrating political realities into energy system modelling for effective policy in Sub-Saharan Africa 驾驭复杂性:将政治现实纳入撒哈拉以南非洲有效政策的能源系统建模中
Pub Date : 2024-07-30 DOI: 10.1088/2516-1083/ad5cbf
Meron Tesfamichael, Janina Fuchs
The imperative for rapid low-carbon transformations in social and economic systems has heightened reliance on systems modelling to inform decisions. Energy models are pivotal in shaping viable pathways and guiding interventions, thereby influencing policy agendas and public discourse. However, in sub-Saharan Africa, the utilization of model-based analysis for energy planning and policy remains limited, largely due to deficiencies in existing models. Research indicates that many of these models are ill-equipped to capture the context-specific challenges prevalent in African countries. Despite offering valuable insights, most models lack representation of uncertainties associated with political and governance dynamics. These findings underscore the urgent need to enhance domestic institutions’ modelling capabilities. While technical expertise is crucial, this paper contends that, given the inherently political nature of energy policy decisions, modelers must be cognizant of the political landscape in which problems are modelled and solutions are sought. We assert that energy modellers aiming to influence policies must endeavour to comprehend the underlying political economy at the intersection of energy planning and policymaking. Expanding on this premise, we delineate practical steps that modelling teams can adopt to conduct political economy analysis and grasp the factors influencing energy policymaking. By adhering to these steps, we posit that modelling teams could enhance the relevance, realism, and applicability of policy options proposed through modelling efforts.
社会和经济系统必须迅速实现低碳转型,这就更加依赖系统建模为决策提供信息。能源模型在确定可行途径和指导干预措施方面发挥着关键作用,从而影响政策议程和公共讨论。然而,在撒哈拉以南非洲地区,能源规划和政策对基于模型的分析的利用仍然有限,这主要是由于现有模型存在缺陷。研究表明,这些模型中的许多都不适合捕捉非洲国家普遍存在的具体挑战。尽管提供了有价值的见解,但大多数模型缺乏对与政治和治理动态相关的不确定性的表述。这些研究结果突出表明,迫切需要提高国内机构的建模能力。虽然技术专长至关重要,但本文认为,鉴于能源政策决策本身的政治性质,建模者必须认识到问题建模和寻求解决方案所处的政治环境。我们认为,旨在影响政策的能源建模人员必须努力理解能源规划与政策制定交汇处的潜在政治经济。在此基础上,我们阐述了建模团队可以采取的实际步骤,以进行政治经济分析并掌握影响能源决策的因素。通过坚持这些步骤,我们认为建模团队可以提高通过建模工作提出的政策方案的相关性、现实性和适用性。
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引用次数: 0
Net zero emission and sustainable development in electricity: emerging Asia’s Bangladesh context in global perspective 电力行业的净零排放和可持续发展:从全球视角看亚洲新兴国家孟加拉国的情况
Pub Date : 2024-07-14 DOI: 10.1088/2516-1083/ad5cbe
Bablu K Ghosh, Sajib Ahmed, Ujjwal Datta and Saad Mekhilef
Electricity plays a crucial role in the energy sector. Its production often leads to substantial CO2 emissions, contributing much to climate change. This issue is principally crucial in rapidly developing Asian economies where surging energy demands involve huge emission concerns. This study focuses on the assessment of net-zero emission (NZE) scenarios for electricity in emerging Asia. Following the guidelines of the International Energy Agency, the imperative of sustainable energy and environmental practices extends beyond developed economies to include developing ones. To mitigate emissions, innovative strategies to curtail non-renewable energy (RE) sources are essential. By exploring the dynamics of primary energy flow, and electricity-related emissions, this research emphasizes the significance of integrating substantial RE proportions within diverse setups. A theoretical framework is proposed by employing thermodynamic models that link energy mix configurations to environmental outcomes. Given the considerable population in developing Asian nations, a delicate equilibrium between energy demands and environmental stewardship is imperative, aligning with sustainable development goals. The study establishes the correlations between thermodynamic models and energy scenario variations, particularly within the context of the Global Energy and Climate model and NZE policy framework under universal energy access protocols. Hereafter, this paper examines Bangladesh’s energy management trajectory, focusing on its status as the most climate-vulnerable region in developing Asia and the world. Finally, a suitable energy management pathway for Bangladesh to contribute insights into the alignment of energy policies with environmental and development goals has been proposed to achieve sustainable energy futures.
电力在能源领域发挥着至关重要的作用。电力生产往往导致大量的二氧化碳排放,对气候变化产生重大影响。这一问题在快速发展的亚洲经济体中尤为重要,因为在这些经济体中,激增的能源需求涉及巨大的排放问题。本研究的重点是评估新兴亚洲电力的净零排放(NZE)方案。根据国际能源机构的指导方针,可持续能源和环境实践的必要性已从发达经济体扩展到发展中经济体。为了减少排放,必须采取创新战略,减少不可再生能源(RE)的使用。通过探索一次能源流动的动态以及与电力相关的排放,本研究强调了在不同设置中整合大量可再生能源比例的重要性。通过采用热力学模型,将能源组合配置与环境结果联系起来,提出了一个理论框架。鉴于亚洲发展中国家人口众多,必须在能源需求和环境管理之间实现微妙的平衡,以实现可持续发展目标。本研究确定了热力学模型与能源情景变化之间的相关性,特别是在全球能源与气候模型和普及能源协议下的 NZE 政策框架的背景下。此后,本文将研究孟加拉国的能源管理轨迹,重点关注其作为亚洲发展中国家乃至全球最易受气候影响地区的地位。最后,本文为孟加拉国提出了一条合适的能源管理路径,以便为能源政策与环境和发展目标的协调统一提供见解,从而实现可持续的能源未来。
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引用次数: 0
Equitable charging infrastructure for electric vehicles: Access and experience 为电动汽车提供公平的充电基础设施:使用和体验
Pub Date : 2024-05-14 DOI: 10.1088/2516-1083/ad4b8f
R. Bhatt, A. Giang, Bassam Javed, M. Kandlikar
The shift toward electric vehicles (EVs) as a decarbonization strategy in transportation raises important energy justice concerns, particularly regarding fair access to charging infrastructure. This perspective synthesizes evidence on how access to, and experience of, charging infrastructure may differ across socio-economic groups across North America. We present a framework for assessing charging infrastructure equity that includes: (i) accessibility—proximity, reliability, visibility, affordability; and (ii) user experiences related to safety, payment ease, and co-located other services. The framework helps characterize the varied impacts across socio-demographic groups, including on low-income and marginalized communities. We explore how the direct and indirect effects of accessibility and user experience might influence the distribution and design of EV charging stations. Considerations of socio-economic diversity in the deployment of charging infrastructure are critical to ensure equitable benefits from electric mobility. We conclude that targeted actions from manufacturers, charging operators, and governments are needed to alleviate the disparities in access and experiences with public EV charging.
将电动汽车(EV)作为交通领域去碳化战略的转变引发了重要的能源公正问题,特别是在公平使用充电基础设施方面。本视角综合了北美不同社会经济群体使用充电基础设施的机会和体验可能存在差异的证据。我们提出了一个评估充电基础设施公平性的框架,其中包括(i) 可及性--就近性、可靠性、可视性、可负担性;以及 (ii) 与安全性、支付便利性和同地其他服务相关的用户体验。该框架有助于描述不同社会人口群体的不同影响,包括对低收入和边缘化社区的影响。我们探讨了可及性和用户体验的直接和间接影响如何影响电动汽车充电站的分布和设计。在部署充电基础设施时考虑社会经济的多样性,对于确保电动汽车的公平效益至关重要。我们的结论是,制造商、充电运营商和政府需要采取有针对性的行动,以减少公共电动汽车充电的可及性和体验方面的差异。
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引用次数: 0
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