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Development of a coupled agent-based generation expansion planning tool with a power dispatch model 开发基于代理的发电扩展规划工具和电力调度模型
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-09-02 DOI: 10.1016/j.egycc.2024.100156

Power companies need to adapt their generation expansion planning in response to changing market, climate and regulatory conditions as global warming, electrification, and technology breakthroughs continue. To fortify energy system resilience, it is critical to understand the collective effects of their autonomous decisions on power systems operations and reliability. To this end, we developed an integrated framework, an agent-based model (ABM) coupled with a power dispatch model (PDM) (referred to as ABM-PDM), tested on the Texas 123-bus transmission system in the Electric Reliability Council of Texas (ERCOT) region. Agents (power generation companies) can invest in natural gas, solar, and wind technologies to maximize profits from 2021 to 2050, using market information from the PDM based on their capital budget and perceived costs, financial incentives for renewable energy, and climate risks. We applied ABM-PDM to assess how power companies respond to future technological advancements and climate change. After demonstrating model credibility, we explored 25 combinations of cost and capacity factors reflecting a variety of technological evolution trajectories. Results indicated that to replace wind over solar for replacing existing fossil-fuel power plants due to lower costs and higher capacity factors. Additionally, as more agents invest, the energy market becomes more competitive, and system-wide electricity prices drop. We also analyzed the impacts of temperature increases on investments using seven projections, from 0 to 6 °C, during the modeling period. The results showed that as temperatures rise, agents invest more to accommodate the increasing loads. ABM-PDM incorporates risk attitude and learning into companies’ decision-making, providing additional information on generation expansion for the non-optimal future of power systems.

随着全球变暖、电气化和技术突破的不断发展,电力公司需要调整其发电扩建规划,以应对不断变化的市场、气候和监管条件。为了加强能源系统的恢复能力,了解其自主决策对电力系统运行和可靠性的集体影响至关重要。为此,我们开发了一个综合框架,即基于代理的模型(ABM)和电力调度模型(PDM)(简称 ABM-PDM),并在德克萨斯州电力可靠性委员会(ERCOT)地区的德克萨斯 123 总线输电系统上进行了测试。代理(发电公司)可以根据其资本预算和感知成本、可再生能源的财政激励措施以及气候风险,利用 PDM 提供的市场信息,投资天然气、太阳能和风能技术,以实现 2021 年至 2050 年的利润最大化。我们应用 ABM-PDM 评估电力公司如何应对未来的技术进步和气候变化。在证明了模型的可信度后,我们探索了 25 种反映各种技术发展轨迹的成本和容量因素组合。结果表明,在替代现有化石燃料发电厂方面,风能的成本更低,产能系数更高,因此风能的替代率要高于太阳能。此外,随着投资主体的增多,能源市场的竞争会变得更加激烈,整个系统的电价也会下降。我们还分析了建模期间气温上升对投资的影响,采用了从 0 °C 到 6 °C 的七种预测。结果表明,随着气温升高,代理人会加大投资以适应不断增加的负荷。ABM-PDM 将风险态度和学习纳入公司决策,为电力系统非最佳未来的发电扩张提供了更多信息。
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引用次数: 0
The role of electrification and the power sector in U.S. carbon neutrality 电气化和电力部门在美国碳中和中的作用
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-09-01 DOI: 10.1016/j.egycc.2024.100155

The United States has pledged to achieve net-zero greenhouse gas emissions by 2050. We examine a series of net-zero CO2 scenarios to investigate the impact of advanced electrification of end-use sectors on the dynamics of America's net-zero transition through 2050. Specifically, we use an integrated assessment model, GCAM-USA, to explore how advanced electrification can influence the evolution of the electricity system in pursuit of net-zero. State-level resolution for end-use demand sectors and energy transformation is a key feature of GCAM-USA that allows for elucidation of the variation in end-use electrification across states. All scenarios in this study are designed to be consistent with the modeling protocol for the Energy Modeling Forum Study 37 model inter-comparison project. Our scenarios show the scale of transformation in the power sector with average annual capacity additions reaching 121-143 GW/year and 172-190 GW/year in 2050 net-zero CO2 scenarios and 2045 net-zero CO2 scenarios, respectively, in the 2040s — approximately three to five times the 2021-2023 average. In 2050 net-zero CO2 scenarios, electrification rates in 2050 range from 15-48 % for transportation, 65-83 % for buildings, and 20-38 % for industry. If net-zero CO2 is achieved in 2045, transportation, buildings, and industry are 27-53 %, 78-84 %, and 41-53 % electrified by 2050, respectively. Advanced electrification of end-use sectors can reduce the magnitude of reliance on negative emissions by driving down residual positive emissions by mid-century. Altogether, our results demonstrate that a net-zero transition in the United States will require deep and rapid structural changes to the energy system.

美国已承诺到 2050 年实现温室气体净零排放。我们研究了一系列二氧化碳净零排放情景,以探讨最终使用部门的先进电气化对美国到 2050 年实现净零排放的动态影响。具体来说,我们使用综合评估模型 GCAM-USA 来探索先进电气化如何影响电力系统在实现净零排放过程中的演变。GCAM-USA 的一个主要特点是在州一级对终端需求部门和能源转型进行解析,从而阐明各州在终端电气化方面的差异。本研究中的所有情景都符合能源建模论坛研究 37 模型相互比较项目的建模协议。我们的情景方案显示了电力行业的转型规模,在 2050 年二氧化碳净排放为零的情景方案和 2045 年二氧化碳净排放为零的情景方案中,2040 年代的年均新增发电能力分别达到 1.21-1.43 亿千瓦/年和 1.72-1.90 亿千瓦/年,约为 2021-2023 年平均水平的三到五倍。在 2050 年二氧化碳净零排放情景下,2050 年交通电气化率为 15-48%,建筑电气化率为 65-83%,工业电气化率为 20-38%。如果在 2045 年实现二氧化碳净零排放,到 2050 年,交通、建筑和工业的电气化率分别为 27-53%、78-84% 和 41-53%。到本世纪中叶,终端使用部门的先进电气化可降低剩余正排放量,从而减少对负排放量的依赖程度。总之,我们的研究结果表明,美国的净零排放转型需要对能源系统进行深入而快速的结构性变革。
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引用次数: 0
The role of the iron and steel sector in achieving net zero U.S. CO2 emissions by 2050 钢铁行业在 2050 年实现美国二氧化碳净零排放中的作用
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-08-29 DOI: 10.1016/j.egycc.2024.100152

The U.S. steel sector is a hard-to-abate sector because of its heavy dependence on fossil fuels and its high capital requirements. In 2015, the sector was one of the major carbon emitters, contributing 10 % of the U.S. industrial CO2 emissions. The ability to decarbonize the U.S. iron and steel sector directly affects the ability of the U.S. to achieve economy-wide net zero CO2 by 2050. In this paper, we use the Global Change Analysis Model (GCAM) to analyze different U.S. steel sector decarbonization pathways under varying technology, policy, and demand futures. These pathways provide insights on how various low-carbon steelmaking technologies such as those using carbon capture and storage (CCS), hydrogen, or scrap could help reduce U.S. steel emissions by mid-century. In our primary decarbonization pathway, we find that nearly all of the conventional fossil-based steelmaking capacity is fully integrated with CCS by 2050. However, without CCS availability, almost all of the conventional fossil-based steelmaking is phased-out by 2050 and is replaced by hydrogen-based production. Scrap-based production continues to remain vital across both of these decarbonization pathways. Furthermore, we find that demand reduction could help reduce the required levels of CCS and hydrogen-based production in the decarbonization pathways. Implementation of advanced energy efficiency measures could help substantially reduce the sector's energy usage. Finally, we observe that addressing the embodied carbon transfer associated with steel imports will be crucial for fully decarbonizing the U.S. steel sector.

由于严重依赖化石燃料且资本要求高,美国钢铁行业是一个难以消退的行业。2015 年,该行业是主要的碳排放者之一,占美国工业二氧化碳排放量的 10%。美国钢铁行业去碳化的能力直接影响到美国到 2050 年实现整个经济二氧化碳净零排放的能力。在本文中,我们利用全球变化分析模型(GCAM)分析了在不同技术、政策和需求前景下美国钢铁行业的不同脱碳途径。这些路径提供了各种低碳炼钢技术(如使用碳捕集与封存(CCS)、氢或废钢的技术)到本世纪中叶如何帮助减少美国钢铁排放的见解。在我们的主要去碳化路径中,我们发现到2050年,几乎所有的传统化石基炼钢能力都与CCS完全集成。然而,如果没有 CCS,到 2050 年,几乎所有的传统化石基炼钢都将被淘汰,取而代之的是氢基生产。在这两种去碳化途径中,废钢生产仍然至关重要。此外,我们还发现,减少需求有助于降低去碳化途径中所需的碳捕获与储存和氢基生产水平。实施先进的能效措施有助于大幅减少该行业的能源使用量。最后,我们注意到,解决与钢铁进口相关的内含碳转移问题对美国钢铁行业的全面脱碳至关重要。
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引用次数: 0
Pathways for the US food processing sector under economy-wide net zero in a multisector dynamic framework 多部门动态框架下全经济净零条件下美国食品加工业的发展路径
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-08-13 DOI: 10.1016/j.egycc.2024.100150

The food processing sector is a large, energy-consuming and CO2-emitting industrial sector. The sector was estimated to account for 6 % of US industrial CO2 emissions in 2020. The sector uses significant amounts of fossil fuels, biomass, and electricity to perform a range of operations such as baking, drying, and refrigeration. Additionally, the sector is tightly linked to the agriculture and land use sectors. In this analysis, we use the Global Change Analysis Model (GCAM), a coupled, energy-economy-agriculture-land-use-water-climate systems model, to examine the role of the food processing sector in the EMF37 2050 US net-zero CO2 scenario. We explore the implications for technology and fuel choice and go beyond to examine US food consumption, food prices, and land-use change. To better understand the sensitivity of our results to alternative developments, we assess multiple sensitivity scenarios for the US and other world regions, with a focus on varied food processing energy intensity pathways.

We find that along the EMF37 US net-zero path, the food processing sector electrifies the majority of its process heat. We also find that the industry phases-down natural gas use and completely phases-out coal. Additionally, we observe a marginal decrease in US food consumption per capita relative to our reference scenario. This primarily occurs due to the increase in consumer food prices resulting from increased demand for purpose-grown biomass crops, which compete with food crops for land resources. Finally, cumulative energy savings of 4.2 EJ are achieved from 2020 to 2050 in a scenario in which the US reduces its food processing intensity to EU-15 levels.

食品加工业是一个耗能大、二氧化碳排放量高的工业部门。据估计,2020 年该行业将占美国工业二氧化碳排放量的 6%。该部门使用大量化石燃料、生物质和电力来进行烘烤、干燥和冷藏等一系列操作。此外,该行业还与农业和土地利用行业密切相关。在本分析中,我们使用全球变化分析模型 (GCAM)(一个能源-经济-农业-土地利用-水-气候的耦合系统模型)来研究食品加工行业在 EMF37 2050 美国二氧化碳净零排放情景中的作用。我们探讨了技术和燃料选择的影响,并进一步研究了美国的食品消费、食品价格和土地利用变化。为了更好地理解我们的结果对其他发展的敏感性,我们评估了美国和世界其他地区的多种敏感性情景,重点关注不同的食品加工能源强度路径。我们还发现,该行业逐步减少天然气的使用,并完全淘汰煤炭。此外,与参考情景相比,我们发现美国人均食品消耗量略有下降。这主要是由于对专门种植的生物质农作物的需求增加导致消费者食品价格上涨,而生物质农作物与粮食作物争夺土地资源。最后,在美国将其食品加工强度降低到欧盟 15 国水平的情景下,从 2020 年到 2050 年可累计节约 4.2 EJ 能源。
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引用次数: 0
Technological and policy directions for scaling-up blue hydrogen in India 在印度推广蓝氢的技术和政策方向
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-08-12 DOI: 10.1016/j.egycc.2024.100149

The Government of India has indicated that hydrogen as an energy carrier will be a key part of its decarbonization solutions. Greater policy focus has been noticed on green hydrogen produced from electrolysis using renewable-powered electricity. That said, some other missions, such as the National Coal Gasification Mission, could directly tie into blue hydrogen production (from fossil fuels with CO2 storage). In this paper, we suggest two major policy initiatives for effective deployment of blue hydrogen. These include a comprehensive measurement programme for fugitive emissions and a level-playing field to ensure parity among sources. Moreover, we also provide insights as to why coalbed methane and underground coal gasification could provide somewhat overlooked feedstock of blue hydrogen. In doing so, the paper outlines the current state-of-the-art on blue hydrogen production in India, and recommendations for its scale-up.

印度政府表示,氢作为一种能源载体将成为其去碳化解决方案的关键部分。政策重点更多地放在利用可再生电力电解生产绿色氢气上。尽管如此,其他一些任务,如国家煤炭气化任务,也可以直接与蓝色氢气生产(利用化石燃料并储存二氧化碳)挂钩。在本文中,我们提出了有效部署蓝色氢气的两大政策措施。其中包括对散逸性排放的全面测量计划和确保不同来源之间平等的公平竞争环境。此外,我们还深入探讨了为什么煤层气和地下煤气化可以提供在某种程度上被忽视的蓝色氢气原料。在此过程中,本文概述了目前印度蓝色氢气生产的最新情况,并提出了扩大其规模的建议。
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引用次数: 0
Towards developing a national climate change framework in Tanzania: Evidence from taxing energy sources to enhance use of renewable energies as a mitigation policy 在坦桑尼亚制定国家气候变化框架:从征收能源税以加强可再生能源的使用作为缓解政策的证据
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-08-05 DOI: 10.1016/j.egycc.2024.100148

A stable mitigation policy requires an adequate legal framework for climate change. The energy sector contributes to about 80 % of total GHGs. The use of renewable energies is a solution to GHG reduction. A carbon tax has been acknowledged as one of the best mitigation policies as it tends to shift the tax burden to polluters and yields revenue, which relieves households.

This study focused on developing Tanzania's national climate change framework by taxing energy sources to enhance the use of renewable energies as the mitigation policy. The study draw extensively on interviews and documentary data sources that reviewed international instruments, regional instruments, legislations, the Constitution of the United Republic of Tanzania, the National Energy Policy of 2015, the National Environmental Policy of 2021, Tax Statutes and the Tanzania Development Vision of 2025.

The study revealed that, first, there are supplies not been carbon taxed irrespective of their qualification. Second, there are chapters within policies and sections within laws that hinder access to renewable energies. Third, there is no guiding framework that coordinates approaches across sectors and levels of government.

The study concludes that from 2023, 9.7 % were using renewable energies and by 2033 getting to 80 % usage, requires investment leading to redressed policies and laws aligning to the introduced national climate change framework towards renewable energy access for carbon reduction.

稳定的减缓政策需要一个适当的气候变化法律框架。能源部门产生的温室气体约占温室气体总量的 80%。使用可再生能源是减少温室气体的一个解决方案。碳税被认为是最好的减排政策之一,因为它倾向于将税收负担转移给污染者,并产生收入,从而减轻家庭负担。本研究侧重于通过征收能源税来制定坦桑尼亚的国家气候变化框架,以加强可再生能源的使用,并将此作为减排政策。研究广泛利用了访谈和文献数据来源,审查了国际文书、地区文书、立法、《坦桑尼亚联合共和国宪法》、2015 年国家能源政策、2021 年国家环境政策、税收法规和 2025 年坦桑尼亚发展愿景。研究显示,首先,有些供应品无论其资质如何都没有征收碳税。其次,政策中的某些章节和法律中的某些章节阻碍了可再生能源的使用。研究得出的结论是,从 2023 年起,可再生能源的使用率将达到 9.7%,到 2033 年,使用率将达到 80%,这需要进行投资,以调整政策和法律,使之与已出台的国家气候变化框架相一致,从而实现可再生能源的使用,以减少碳排放。
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引用次数: 0
Similarities and contrasts: Comparing U.S. and Canadian paths to net-zero 相似与对比:比较美国和加拿大实现净零排放的途径
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-07-25 DOI: 10.1016/j.egycc.2024.100147

Canada and the United States (US) have both committed to reaching net zero emissions by 2050 but neither have implemented policy sufficient to reach this target. Knowledge of the technical steps to deep decarbonization is needed alongside an understanding of how each country might be similarly and uniquely impacted by a transition to net zero emissions, contingent on specific technology advancements or policy decisions. We use the computable general equilibrium model, gTech, to simulate sixteen net zero scenarios for Canada and the US varying by technology and policy assumptions as part of the energy modelling forum 37 (EMF37) study. We find that both economies similarly continue to grow in all scenarios out to 2050 with the rate of growth largely determined by assumptions on negative emissions technology. Sectoral impacts differ between countries as a result of current emissions and GDP profiles in combination with assumed net zero scenario policy and technology advancements. In the US, we find that efficient use of electricity is a slightly more important predictor of economic outcomes, while Canada's economy is marginally more responsive to cost and performance improvements in carbon capture technologies.

加拿大和美国都承诺到 2050 年实现净零排放,但两国都没有实施足以实现这一目标的政策。我们需要了解深度去碳化的技术步骤,同时还要了解每个国家在向净零排放过渡时会受到哪些类似和独特的影响,这取决于具体的技术进步或政策决策。作为能源建模论坛 37(EMF37)研究的一部分,我们使用可计算一般均衡模型 gTech 模拟了加拿大和美国的十六种净零排放情景,这些情景因技术和政策假设而异。我们发现,在 2050 年之前的所有情景中,两国经济都将继续增长,而增长速度主要取决于对负排放技术的假设。由于当前的排放和 GDP 情况与假定的净零情景政策和技术进步相结合,各国的部门影响有所不同。在美国,我们发现高效用电对经济结果的预测作用略大,而加拿大经济对碳捕集技术的成本和性能改进的反应略强。
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引用次数: 0
Toward just and equitable mobility: Socioeconomic and perceptual barriers for electric vehicles and charging infrastructure in the United States 实现公正公平的交通:美国电动汽车和充电基础设施的社会经济和观念障碍
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-07-15 DOI: 10.1016/j.egycc.2024.100146

Based on a large-scale public survey, we identify and quantify the significance of key factors associated with the deployment of electric vehicles and charging infrastructure. Our results indicate that individual characteristics, such as income, age, region, and single vs. multi-family housing type can significantly affect electric vehicle purchase preferences, especially those concerning overnight charging and perceptions of benefits and barriers. Moreover, our results challenge earlier findings in the literature by showing how certain elements, such as expected electric driving range, certain travel behaviors (e.g., driving distance, destination types), the most common perceived benefits (e.g., cleaner air) or barriers (e.g., reliability concerns), and preferred location for public charging seem to not vary much or at all with the socioeconomic, demographic, and geographical variables examined in this study. We conclude with the implications for policies to advance equitable vehicle electrification. Our findings underscore the importance of lower-cost models of electric vehicles, home and public charging access, charging infrastructure planning, more integrated analysis of interlinked housing and transportation needs and solutions, the availability of alternative transportation modes, and the potential role of gas stations for electric vehicles. We encourage others to build on these results and have shared our complete survey instrument as an added contribution.

基于一项大规模的公众调查,我们确定并量化了与电动汽车和充电基础设施部署相关的关键因素的重要性。我们的结果表明,收入、年龄、地区、单户与多户住房类型等个人特征会显著影响电动汽车的购买偏好,尤其是有关隔夜充电以及对利益和障碍的看法。此外,我们的研究结果还对先前的文献研究结果提出了质疑,因为我们的研究结果表明,某些因素,如预期的电动汽车行驶里程、某些出行行为(如行驶距离、目的地类型)、最常见的利益认知(如更清洁的空气)或障碍认知(如对可靠性的担忧),以及公共充电的首选地点,似乎与本研究中考察的社会经济、人口和地理变量没有太大或完全没有差异。最后,我们总结了推进公平汽车电气化政策的意义。我们的研究结果强调了低成本电动汽车模式、家庭和公共充电设施、充电基础设施规划、对相互关联的住房和交通需求及解决方案进行更综合的分析、替代交通方式的可用性以及加油站对电动汽车的潜在作用的重要性。我们鼓励其他人在这些结果的基础上再接再厉,并分享了我们完整的调查工具作为额外贡献。
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引用次数: 0
Wastewater hydrogen nexus (WwHeN): Greening the wastewater industry via integration with the hydrogen economy✰ 废水氢联系(WwHeN):通过与氢经济的融合实现污水处理行业的绿色化✰。
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-07-14 DOI: 10.1016/j.egycc.2024.100145

As industries rally toward achieving net zero emissions, hydrogen and hydrogen-based fuels are emerging as key players in decarbonization efforts. Although the primary technology for producing renewable natural gas has been well implemented in the wastewater industry, the “decarbonization based goal setting” is trailing. This perspective assimilates existing literature presented in other contexts to highlight the need for framing the decarbonization dialog by using green hydrogen as a potential pathway for the wastewater industry. Specifically, we note the importance of (a) developing the decarbonization or net zero focus in the wastewater industry, and (b) colocating the wastewater industry with hydrogen production facilities. We also delve into technological, cost, and operational considerations to understand the readiness level of key stakeholders to identify future research and development opportunities for the wastewater hydrogen nexus.

随着各行各业都在努力实现净零排放,氢气和氢基燃料正在成为去碳化工作中的关键角色。尽管生产可再生天然气的主要技术已在污水处理行业得到了很好的应用,但 "基于去碳化目标的设定 "却落后了。本视角吸收了其他背景下的现有文献,强调有必要将绿色氢气作为污水处理行业的一个潜在途径,从而构建脱碳对话。具体而言,我们注意到以下两点的重要性:(a) 在污水处理行业发展脱碳或净零关注点;(b) 将污水处理行业与氢气生产设施相结合。我们还深入探讨了技术、成本和运营方面的考虑因素,以了解主要利益相关者的准备程度,从而确定废水氢联系的未来研发机会。
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引用次数: 0
Comparing net zero pathways across the Atlantic A model inter-comparison exercise between the Energy Modeling Forum 37 and the European Climate and Energy Modeling Forum 比较大西洋两岸的净零路径 能源建模论坛 37 与欧洲气候和能源建模论坛之间的模型相互比较活动
IF 5.8 Q2 ENERGY & FUELS Pub Date : 2024-07-06 DOI: 10.1016/j.egycc.2024.100144

Europe and North America account for 32 % of current carbon emissions. Due to distinct legacy systems, energy infrastructure, socioeconomic development, and energy resource endowment, both regions have different policy and technological pathways to reach net zero by the mid-century. Against this background, our paper examines the results from the net zero emission scenarios for Europe and North America that emerged from the collaboration of the European and American Energy Modeling Forums. In our analysis, we perform an inter-comparison of various integrated assessments and bottom-up energy system models. A clear qualitative consensus emerges on five main points. First, Europe and the United States reach net zero targets with electrification, demand-side reductions, and carbon capture and sequestration technologies. Second, the use of carbon capture and sequestration is more predominant in the United States due to a steeper decarbonization schedule. Third, the buildings sector is the easiest to electrify in both regions. Fourth, the industrial sector is the hardest to electrify in the United States and transportation in Europe.

Fifth, in both regions, the transition in the energy mix is driven by the substitution of coal and natural gas with solar and wind, but to a different extent.

欧洲和北美占目前碳排放量的 32%。由于传统系统、能源基础设施、社会经济发展和能源资源禀赋各不相同,这两个地区在本世纪中叶实现净零排放的政策和技术途径也不尽相同。在此背景下,我们的论文研究了欧洲和北美能源建模论坛合作提出的净零排放方案的结果。在分析中,我们对各种综合评估和自下而上的能源系统模型进行了相互比较。我们在五个要点上达成了明确的定性共识。首先,欧洲和美国通过电气化、减少需求侧以及碳捕集与封存技术实现了净零目标。其次,由于去碳化的时间表更陡峭,碳捕集与封存技术的使用在美国更占优势。第三,在这两个地区,建筑部门最容易实现电气化。第四,在美国,工业部门最难电气化,而在欧洲,交通部门最难电气化。第五,在这两个地区,能源结构的转型都是由太阳能和风能取代煤炭和天然气驱动的,但程度不同。
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引用次数: 0
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Energy and climate change
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