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Modeling the energy mix and economic costs of deep decarbonization scenarios in a CGE framework CGE框架中深度脱碳情景的能源组合和经济成本建模
Energy and climate change Pub Date : 2023-04-11 DOI: 10.1016/j.egycc.2023.100106
Elisabeth A. Gilmore , Madanmohan Ghosh , Peter Johnston , Muhammad-Shahid Siddiqui , Nick Macaluso
{"title":"Modeling the energy mix and economic costs of deep decarbonization scenarios in a CGE framework","authors":"Elisabeth A. Gilmore ,&nbsp;Madanmohan Ghosh ,&nbsp;Peter Johnston ,&nbsp;Muhammad-Shahid Siddiqui ,&nbsp;Nick Macaluso","doi":"10.1016/j.egycc.2023.100106","DOIUrl":"10.1016/j.egycc.2023.100106","url":null,"abstract":"<div><p>This paper investigates the energy mix and welfare implication of deep decarbonization pathways with net negative emission technologies for North America and globally to 2050 in a computable general equilibrium (CGE) framework. The analysis uses an integrated assessment model (IAM), the Global Change Assessment Model (GCAM), to develop three bounding emission scenarios: i) A business as usual pathway (BAU), ii) A pathway bounded by the Nationally Determined Contributions and attaining a 2°C end of century target (NDC-2°C), and iii) An increasing ambition pathway that attains a 1.5°C end of century target (NDC-1.5°C). The energy mix and economic impacts of these emissions pathways are then evaluated using Environment Canada's Multi-Sector, Multi-Regional (EC-MSMR) CGE model. When bioenergy with carbon capture and storage (BECCS) and direct air capture (DAC) are available, they play an important role in achieving emission reductions. Allowing the use of DAC preserves an additional 5% to 20% of the share of fossil fuels in North America. Including DAC in deep decarbonization pathways lowers the welfare loss by up to ∼1% globally compared to those without DAC in 2050. This finding is robust to both the estimated price of and constraints on DAC deployment. Increasing the potential for fuel switching in the CGE model further reduces the welfare effects for deep decarbonization.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100106"},"PeriodicalIF":0.0,"publicationDate":"2023-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48569422","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Quantile integration order of decarbonized energy series using a Fourier function in the deterministic trend 用确定趋势的傅里叶函数计算脱碳能源序列的分位数积分顺序
Energy and climate change Pub Date : 2023-04-10 DOI: 10.1016/j.egycc.2023.100105
Nicolas Schneider , Yifei Cai
{"title":"Quantile integration order of decarbonized energy series using a Fourier function in the deterministic trend","authors":"Nicolas Schneider ,&nbsp;Yifei Cai","doi":"10.1016/j.egycc.2023.100105","DOIUrl":"https://doi.org/10.1016/j.egycc.2023.100105","url":null,"abstract":"<div><p>The logic of analysing the stationary features in energy series lays in the policy potentials that unit root assessments confer. This paper identifies the integration properties of renewable energy consumption series in Germany, Italy, Poland, France, Spain, and Netherlands: six energy leaders but also top carbon emitters in the Schengen area. A stepwise integration property testing framework is applied on data spanning more than five decades. It includes a set of univariate unit root tests (ADF, PP, DFGLS, and Kwiatkowski–Phillips–Schmidt–Shin tests); stationary procedures allowing for endogenously determined structural breaks in the intercept and the time-trends (CMR, ZA); double breaks in the deterministic trend (LS); along with the Bahmani-Oskooee et al. (2017)’s extension of the Koenker and Xiao (2004) Fourier Quantile Unit Root test incorporating smooth breaks in the deterministic trend. In neither France, nor Italy, Poland, or Spain, renewable energy consumption series reject the null hypothesis of non-stationarity. This contrasts with German data displaying quantiles-varied integrational properties, whereas the Netherlands presents stable stationary features along each stage of the procedure. In addition to prospects for future research, policy suggestions involving bridging fuels are proposed to offer a secure and less volatile supply of green energies, reach IPCC climate targets, and avoid transitory shocks transmitted back to macroeconomic variables.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100105"},"PeriodicalIF":0.0,"publicationDate":"2023-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49898991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Net-zero CO2 by 2050 scenarios for the United States in the Energy Modeling Forum 37 study 能源建模论坛第37期研究中美国2050年净零二氧化碳情景
Energy and climate change Pub Date : 2023-04-10 DOI: 10.1016/j.egycc.2023.100104
Morgan Browning , James McFarland , John Bistline , Gale Boyd , Matteo Muratori , Matthew Binsted , Chioke Harris , Trieu Mai , Geoff Blanford , Jae Edmonds , Allen A. Fawcett , Ozge Kaplan , John Weyant
{"title":"Net-zero CO2 by 2050 scenarios for the United States in the Energy Modeling Forum 37 study","authors":"Morgan Browning ,&nbsp;James McFarland ,&nbsp;John Bistline ,&nbsp;Gale Boyd ,&nbsp;Matteo Muratori ,&nbsp;Matthew Binsted ,&nbsp;Chioke Harris ,&nbsp;Trieu Mai ,&nbsp;Geoff Blanford ,&nbsp;Jae Edmonds ,&nbsp;Allen A. Fawcett ,&nbsp;Ozge Kaplan ,&nbsp;John Weyant","doi":"10.1016/j.egycc.2023.100104","DOIUrl":"https://doi.org/10.1016/j.egycc.2023.100104","url":null,"abstract":"<div><p>The Energy Modeling Forum (EMF) 37 study on deep decarbonization and high electrification analyzed a set of scenarios that achieve economy-wide net-zero carbon dioxide (CO<sub>2</sub>) emissions in North America by mid-century, exploring the implications of different technology evolutions, policies, and behavioral assumptions affecting energy supply and demand. For this paper, 16 modeling teams reported resulting emissions projections, energy system evolution, and economic activity. This paper provides an overview of the study, documents the scenario design, provides a roadmap for complementary forthcoming papers from this study, and offers an initial summary and comparison of results for net-zero CO<sub>2</sub> by 2050 scenarios in the United States. We compare various outcomes across models and scenarios, such as emissions, energy use, fuel mix evolution, and technology adoption. Despite disparate model structure and sources for input assumptions, there is broad agreement in energy system trends across models towards deep decarbonization of the electricity sector coupled with increased end-use electrification of buildings, transportation, and to a lesser extent industry. All models deploy negative emissions technologies (e.g., direct air capture and bioenergy with carbon capture and storage) in addition to land sinks to achieve net-zero CO<sub>2</sub> emissions. Important differences emerged in the results, showing divergent pathways among end-use sectors with deep electrification and grid decarbonization as necessary but not sufficient conditions to achieve net zero. These differences will be explored in the papers complementing this study to inform efforts to reach net-zero emissions and future research needs.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100104"},"PeriodicalIF":0.0,"publicationDate":"2023-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49898992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
Expanding carbon removal to the Global South: Thematic concerns on systems, justice, and climate governance 将碳去除扩大到全球南方:关于系统、司法和气候治理的专题关注
Energy and climate change Pub Date : 2023-04-07 DOI: 10.1016/j.egycc.2023.100103
Benjamin K. Sovacool
{"title":"Expanding carbon removal to the Global South: Thematic concerns on systems, justice, and climate governance","authors":"Benjamin K. Sovacool","doi":"10.1016/j.egycc.2023.100103","DOIUrl":"10.1016/j.egycc.2023.100103","url":null,"abstract":"<div><p>Conversations on how to assess, innovate, and develop policies for carbon removal are for now largely confined to the Global North – reflecting a concentration of academic interest (and concern), innovation capacity, early funding initiatives, and policy path-dependence in climate, energy, and land-use. However, future population growth, emissions trajectories, and even concentrations of economic (and technological power) are shifting to the Global South. Here, after explaining the positionality of the author, this paper summarizes the perspectives and concerns of 90 key academics, technologists, and policy entrepreneurs on expanding carbon removal assessment, innovation, and policy beyond early foci within (northern) Europe, the US, Japan, and Australia. It explores how concerns about systems (coupling and infrastructure deployment), justice (equity and inclusion), and governance (including pledges, funding, and offsets) markedly differ across Global North and Global South dynamics. It discusses how such issues intersect with each other, and concludes with insights for research and policy.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100103"},"PeriodicalIF":0.0,"publicationDate":"2023-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43131984","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A whole life carbon analysis of the Irish residential sector - past, present and future 爱尔兰住宅部门的整个生命碳分析-过去,现在和未来
Energy and climate change Pub Date : 2023-04-03 DOI: 10.1016/j.egycc.2023.100101
Richard O Hegarty , Oliver Kinnane
{"title":"A whole life carbon analysis of the Irish residential sector - past, present and future","authors":"Richard O Hegarty ,&nbsp;Oliver Kinnane","doi":"10.1016/j.egycc.2023.100101","DOIUrl":"10.1016/j.egycc.2023.100101","url":null,"abstract":"<div><p>The residential sector is targeted for emission reduction in the climate action plans of many countries. These plans typically focus on reducing the operational energy of the residential sector only, with little focus on the embodied emissions of its construction. To fully decabonise the residential sector both operational and embodied carbon emissions would need to be eliminated.</p><p>This paper presents whole life carbon quantification of the Irish residential sector, which aggregates the carbon emitted in operating the national housing stock, as well as the carbon emitted year on year in building and maintaining it. A detailed methodology is presented for both baselining, and forecasting, the emissions due to the residential sector. Operational emissions from space heating, hot water provision and electricity usage in the home are amalgamated. Embodied emissions, which are distributed across almost all categories of the national carbon inventory, are also estimated. The whole life carbon emissions of the residential sector account for approximately 25% of the total GHG emissions reported in the national carbon inventories.</p><p><span>Modelled forecasts to 2030 are presented for national plans that aim to reduce emissions through retrofit and electricity decarbonisation, but will result in increased embodied emissions through planned housing development. The current Climate Action Plan for reduction of residential sector operational carbon fall short of achieving </span>sectoral target reductions. Additional measures will be required if the sector is to meet its proportional share and sectoral emission ceiling. Even if these are achieved, gains that might accrue from home retrofit and electricity decarbonisation will be negated by the growth in embodied emissions deriving from housing development outlined in government plans, when the sector is considered from a whole life carbon perspective.</p><p>Forecasts for operational emissions including business as usual and national sectoral targeted reduction scenarios of 40% are outlined. A range of scenarios are then presented to achieve emission reduction across the whole of the residential sector in line with the national 51% reduction targets. These will require; strategic targeting of the worst performing homes for retrofit first, complete decarbonisation of electricity, reduction in the size of future homes, as well as a major reduction in the embodied carbon<span> of building materials used for residential construction. Activation, and renovation, of existing and vacant properties could accelerate the number of homes available while offsetting the need for extensive new construction.</span></p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100101"},"PeriodicalIF":0.0,"publicationDate":"2023-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41787436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Quantile integration order of decarbonized energy series using a Fourier function and deterministic time trends 使用傅立叶函数和确定性时间趋势的脱碳能量序列的分位数积分阶
Energy and climate change Pub Date : 2023-04-01 DOI: 10.1016/j.egycc.2023.100105
N. Schneider, Yifei Cai
{"title":"Quantile integration order of decarbonized energy series using a Fourier function and deterministic time trends","authors":"N. Schneider, Yifei Cai","doi":"10.1016/j.egycc.2023.100105","DOIUrl":"https://doi.org/10.1016/j.egycc.2023.100105","url":null,"abstract":"","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48338989","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A comparison of state-level carbon reduction strategies: A case study of Hawai‘i 国家层面碳减排战略的比较——以夏威夷为例
Energy and climate change Pub Date : 2023-03-15 DOI: 10.1016/j.egycc.2023.100100
Makena Coffman , Paul Bernstein , Maja P. Schjervheim , Sumner La Croix , Sherilyn Hayashida
{"title":"A comparison of state-level carbon reduction strategies: A case study of Hawai‘i","authors":"Makena Coffman ,&nbsp;Paul Bernstein ,&nbsp;Maja P. Schjervheim ,&nbsp;Sumner La Croix ,&nbsp;Sherilyn Hayashida","doi":"10.1016/j.egycc.2023.100100","DOIUrl":"10.1016/j.egycc.2023.100100","url":null,"abstract":"<div><p>State-level electricity standards are proliferating and becoming more ambitious, with numerous US states adopting a Renewable Portfolio Standard (RPS) and a small but increasing number of states participating in carbon pricing programs. The State of Hawai‘i has an ambitious RPS that requires 100% electricity generation through renewable sources by 2045. This study uses a general equilibrium model to compare a range of state-level carbon reduction strategies that achieve the same level of GHG emissions reductions in Hawai‘i as the RPS. We find that the RPS has regressive welfare outcomes. In contrast, an electric-sector-only carbon tax can be progressive if revenues are returned to households in equal-share dividends. Without dividends, there is little difference in welfare impacts between the RPS and electric-sector-only carbon tax. An economywide carbon tax has the lowest marginal cost of GHG abatement and highest level of electric vehicle adoption. When revenues are returned to households, the economywide carbon tax also has the most progressive welfare outcomes. Without revenue recycling to households, however, the economywide carbon tax yields the worst welfare impacts.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100100"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47788792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Impact of demand growth on decarbonizing India's electricity sector and the role for energy storage 需求增长对印度电力部门脱碳的影响以及能源储存的作用
Energy and climate change Pub Date : 2023-02-18 DOI: 10.1016/j.egycc.2023.100098
Marc Barbar, Dharik S. Mallapragada, Robert J. Stoner
{"title":"Impact of demand growth on decarbonizing India's electricity sector and the role for energy storage","authors":"Marc Barbar,&nbsp;Dharik S. Mallapragada,&nbsp;Robert J. Stoner","doi":"10.1016/j.egycc.2023.100098","DOIUrl":"https://doi.org/10.1016/j.egycc.2023.100098","url":null,"abstract":"<div><p>Global energy sector decarbonization efforts are contingent on technology choices for energy production and end-use in emerging markets such as India, where air conditioning (AC) is expected to be a major driver for electricity demand growth. Here, we assess the impact of demand and supply side-drivers on the long-term evolution of the electricity sector in India under various technology and policy scenarios. Our analysis is based on developing: (a) multiple demand scenarios produced from a bottom-up forecasting model with high temporal resolution that capture structural changes in electricity consumption resulting from (AC) and electric vehicle (EV) adoption, and (b) a multi-period power system capacity expansion model with high temporal resolution of grid operations to model supply-side evolution in response to changes in demand and technology and policy factors. Such a framework allows us to, for example, quantify the impacts of improving appliance efficiency standards for AC systems or shifts in EV charging patterns on power system decarbonization prospects. Under projected renewables and Li-ion storage cost declines, our modeling points to solar and wind generation contributing substantially (46–67%) to meet annual electricity demand in India by 2030. However, without appropriate policy measures to phase out existing coal generation, even such rapid adoption of variable renewable energy coupled with one or more technological levers such as low-cost energy storage and demand-side measures such as setting aggressive AC efficiency standards and deploying distribution level storage, are insufficient to reduce annual CO<sub>2</sub> emissions in 2050 vs. 2020 because of the relatively higher growth rate of projected electricity demand over this period. This suggests that deep decarbonization of India's power sector will require policy measures beyond efforts related to accelerating renewables deployment.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100098"},"PeriodicalIF":0.0,"publicationDate":"2023-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49856473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Public support for decarbonisation policies: Between self-interest and social need for alleviating energy and transport poverty in the United Kingdom 公众对脱碳政策的支持:在英国缓解能源和交通贫困的自身利益和社会需求之间
Energy and climate change Pub Date : 2023-02-17 DOI: 10.1016/j.egycc.2023.100099
Paul Upham , Neil Simcock , Benjamin Sovacool , Gerardo A. Torres Contreras , Kirsten Jenkins , Mari Martiskainen
{"title":"Public support for decarbonisation policies: Between self-interest and social need for alleviating energy and transport poverty in the United Kingdom","authors":"Paul Upham ,&nbsp;Neil Simcock ,&nbsp;Benjamin Sovacool ,&nbsp;Gerardo A. Torres Contreras ,&nbsp;Kirsten Jenkins ,&nbsp;Mari Martiskainen","doi":"10.1016/j.egycc.2023.100099","DOIUrl":"10.1016/j.egycc.2023.100099","url":null,"abstract":"<div><p>Policies for transitions to decarbonised energy and transport systems have implications for social welfare. Here we firstly investigate, via focus groups, public support for policies that have implications for energy and transport poverty in a country with a sizeable incidence of both, the United Kingdom (UK). We then examine which of the publics’ policy preferences concur with those of a wider group of expert stakeholders (n = 47), observing concurrence in the top choices of both for: (i) better public transport; mandating improved energy efficiency in (ii) rental housing and (iii) new homes; and (iv) expanding an income supplement scheme (such as the Warm Home Discount). While the public are relatively supportive of policy for electric vehicles, expert stakeholders see the shift to convergent electrification and digitalisation in domestic contexts as carrying risks for lower income households and those less digitally literate. We highlight that many of the public questioned view themselves as likely to be worthy of assistance, given the level of price inflation in the UK. We conclude that decarbonisation policies require careful attention not only to infrastructure, but to social welfare policy if they are to carry public support.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100099"},"PeriodicalIF":0.0,"publicationDate":"2023-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41657131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Resilient energy system analysis and planning using optimization models 使用优化模型的弹性能源系统分析和规划
Energy and climate change Pub Date : 2023-02-02 DOI: 10.1016/j.egycc.2023.100097
M. Yazdanie
{"title":"Resilient energy system analysis and planning using optimization models","authors":"M. Yazdanie","doi":"10.1016/j.egycc.2023.100097","DOIUrl":"10.1016/j.egycc.2023.100097","url":null,"abstract":"<div><p>Imminent climate change impacts call for stronger energy system modeling approaches in order to design resilient communities. This study presents a flexible framework to integrate resilience analysis within the scope of long-term energy system optimization models (ESOMs). It employs a multi-objective resilience metric approach for energy system design, which allows for the independent representation and treatment of resilience and sustainability metrics. Several energy system-characterizing resilience and sustainability metrics are identified and integrated into a composite resilience metric, which is maximized as the objective function in an open-source ESOM. The cost performance of the resulting energy system design is tested across a range of short-term resilience scenarios, capturing different shocks. The method is demonstrated on two municipal case studies (located in China and Ghana). Three energy systems are designed and compared based on cost, emission, and resilience optimization objectives. Results illustrate a wide range of cost impacts depending on the system and resilience scenario. Systems designed based on a resilience objective offer more flexibility to adapt to and absorb shocks, thus reducing damage costs. Case study findings illustrate the value of incorporating resilience analysis into conventional ESOM and energy planning approaches in order to build more resilient communities.</p></div>","PeriodicalId":72914,"journal":{"name":"Energy and climate change","volume":"4 ","pages":"Article 100097"},"PeriodicalIF":0.0,"publicationDate":"2023-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45970977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
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