Life-cycle analyses - International Council on Clean Transportation https://theicct.org/decarbonizing/life-cycle-analyses/ Independent research to benefit public health and mitigate climate change Tue, 21 Jan 2025 15:24:37 +0000 en-US hourly 1 https://wordpress.org/?v=6.7.1 https://theicct.org/wp-content/uploads/2022/01/favicon-150x150.png Life-cycle analyses - International Council on Clean Transportation https://theicct.org/decarbonizing/life-cycle-analyses/ 32 32 How upstream methane leakage further weakens the argument for natural gas trucks https://theicct.org/how-upstream-methane-leakage-further-weakens-the-argument-for-natural-gas-trucks-jan25/ Tue, 21 Jan 2025 15:24:20 +0000 https://theicct.org/?p=54649 Natural gas trucks’ greenhouse gas benefits are marginal when accounting for methane leakage—and could lock out better zero-emission alternatives.

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A recent report by the North American Council for Freight Efficiency (NACFE) highlighted the role of natural gas as a transport fuel and estimated that the greenhouse gas (GHG) emission savings from a natural gas engine are in the range of 13%–18% compared with diesel fuel. However, NACFE “focused most [its] discussion on the tank-to-wheels effects of the alternate fuels” in comparing a natural gas-powered truck with a diesel truck doing the same route. An analysis of the complete fuel-cycle GHG emissions (i.e., well-to-wheel) would cover emissions associated with all the steps of producing, transporting, and consuming the natural gas and diesel used for those trucks. As I’ll show here, the emission impacts of the upstream natural gas supply chain complicate the climate benefits of using natural gas for trucks.

The primary issue is methane leakage. Natural gas is mostly methane (85%–90% by volume) and its production involves multiple steps during which methane could be released into the atmosphere through leaks and venting. This happens all along the supply chain and these upstream emissions are noteworthy because methane is a potent GHG.

Upstream methane emissions can be substantial and they’re not easy to estimate. For example, using ground-based measurements validated by aircraft observations, researchers have estimated that methane emissions from the oil and natural gas (O&NG) industry are much higher than previously estimated by the U.S. Environmental Protection Agency (EPA). Methane emission estimates reported in EPA’s national GHG inventory are based on adding up the emissions from individual components of natural gas production equipment. Although this kind of bottom-up methodology provides detailed data from routine equipment behavior, it does not detect super-emitters, which can be unpredictable and can emit unusually large amounts of methane (one example is malfunctioning equipment). Alternate measurement approaches such as remote sensing of methane emissions via satellites or aerial surveys can help cover vast areas and detect these super-emitters, but such top-down emission estimates can also overestimate emissions. For instance, this technique might not be able to differentiate between O&NG sites and other sources of methane, such as landfills or dairy farms.

It’s also important to differentiate between emissions from combined O&NG production and emissions from producing just natural gas. For sites that produce both fuels, part of the methane emissions should be attributed to the oil produced alongside natural gas on an energy-weighted basis. The left column in Figure 1 illustrates the range of methane losses from O&NG production normalized by natural gas production using data from recent literature. These losses are calculated by dividing methane emissions by the amount of methane produced. The data from both bottom-up (e.g., EPA) and hybrid methodologies (i.e., a mix of bottom-up data and satellite or aerial surveys) were used for these estimates. The methane loss estimates in the right column in Figure 1 illustrate the emissions allocated solely to natural gas production, so they are allocation-adjusted loss rates. When the O&NG sector is considered, the methane loss rate ranges between 0.4% and 9.6%, with a mean of 3.4%. When losses are allocation adjusted, it ranges between 0.4% and 4.8%, with 1.8% as the mean.

Figure 1. Methane emissions from oil and natural gas (O&NG) production and emissions allocated to natural gas (NG) production from recent literature
Chart illustrates the percent difference between real-world range and the nominal value for range for each car in the sample with dots representing “all conditions” in gray and dots for “very cold” in light blue, “cold” in darker blue, “high speed” in green, and “hot” conditions in red.

Note: Methane emissions from O&NG production are from Alvarez et al. (2018), EPA (2024), and Sherwin et al. (2024). Methane emissions allocated to NG production are from Omara (2018) and Sherwin et al. (2024)

To understand the climate impacts of upstream methane losses, let’s explore the fuel cycle GHG emissions of natural gas-powered heavy-duty trucks. Figure 2 illustrates the differences in well-to-wheel GHG emissions for 40-tonne trucks that run on compressed natural gas (CNG), normalized per mile, for each fuel option analyzed. We used the mean methane loss rate for natural gas production (1.8%) as well as the minimum (0.4%) and maximum (4.8%) loss rates from Figure 1 to provide the range of emissions estimates indicated by the error bar. The fuel economy of a heavy truck running on natural gas of 6.5 miles per diesel gallon equivalent was taken from the NACFE report. To compare our analysis with diesel-powered trucks, we used the U.S. national average for the carbon intensity of diesel fuel from the U.S. Renewable Fuel Standard, 91.9 g CO2e/MJ. Non-CO2 tailpipe emissions (methane and nitrous oxide) from GREET 2023 were included as equivalent amounts of CO2 in the combustion emissions for diesel and natural gas-powered trucks. The system boundary for natural gas includes extraction, processing, transport, fuel refining and distribution, and methane leakage for all steps. As illustrated in Figure 2, with the mean methane emissions rate of 1.8%, our estimates are a 6% GHG emission savings from CNG trucks compared with diesel ones. However, the same estimate shows that if there is a methane leakage rate greater than 2.5%, that would make CNG trucks worse than diesel ones from a climate perspective.

Figure 2. Fuel-cycle greenhouse gas emissions from a 40-tonne tractor-trailer for diesel and compressed natural gas (CNG)

Note: Fossil CNG results are estimated using GREET 2023 and assumptions therein for CNG production and combustion in dedicated CNG-fueled vehicles using a 100-year global warming potential for greenhouse gases. 

Thus, even with optimistic assumptions for upstream methane leakage, we estimate that CNG trucks only offer mild GHG reductions, if any, compared with petroleum diesel. This means that the estimated GHG savings for switching to natural gas trucks are marginal at best. However, there is also a long-term problem: Purchasing natural gas trucks may create technology lock-in. The CNG trucks purchased today and in the next several years could be on the road well into the 2030s, when zero-emission vehicles that provide much larger emission benefits could be more widely available. Battery electric trucks using grid-average electricity already generate deeper GHG savings than CNG trucks in many regions, and these GHG savings will grow over time as the grid decarbonizes. Adopting CNG could mean foregoing substantial GHG savings in the future from zero-emission vehicles.

Author

Gonca Seber Olcay
Researcher

Related Publications
A comparison of the life-cycle greenhouse gas emissions of European heavy-duty vehicles and fuels

This study is a life-cycle comparison of the greenhouse gas emissions from combustion, electric, and hydrogen trucks and buses in Europe. The analysis evaluates the lifetime emissions of different powertrains on a fully harmonized basis, comparing both the emissions attributable to fuel production and consumption as well as the emissions attributable to the vehicle’s manufacturing.

Life-cycle analyses
Fuels

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Camila Viveiros https://theicct.org/team-member/camila-viveiros/ Wed, 18 Dec 2024 16:24:57 +0000 https://theicct.org/?post_type=team-member&p=54122 Camila Viveiros is a Associate Reseacher at the ICCT. Camila contributes to policy and technical research focused on the deployment of fuels in Brazil. Prior to joining the ICCT Camila has worked as a process engineer in first and second generation ethanol and biomethane, in areas of technology and economic analysis. She is currently doing […]

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Camila Viveiros is a Associate Reseacher at the ICCT. Camila contributes to policy and technical research focused on the deployment of fuels in Brazil. Prior to joining the ICCT Camila has worked as a process engineer in first and second generation ethanol and biomethane, in areas of technology and economic analysis. She is currently doing a M.A in bioprocess and bioproducts at Federal University of São Paulo and holds a B.A in chemical engineering from Santa Cecilia University in Brazil.

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SAF policy scorecard: Evaluating state-level sustainable aviation fuel policies in the United States https://theicct.org/publication/saf-policy-scorecard-us-nov24/ Wed, 20 Nov 2024 05:01:59 +0000 https://theicct.org/?post_type=publication&p=50946 This paper compares key provisions in current and planned state SAF policies and assesses their strengths and weaknesses.

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Several states have recently implemented or are considering policies to encourage the use of sustainable aviation fuel (SAF). However, as this analysis highlights, many current state-level SAF policies have shortcomings. As a result, state support may not lead to an increase in the total supply of low-carbon fuel or trigger long-term investments in advanced pathways for producing SAF.

This analysis developed criteria and ranked the strengths and weaknesses of state policies related to three overall goals: long-term decarbonization, sustainability, and equity. As seen in the illustration below, current and proposed SAF polices generally lack provisions to ensure that these goals are all fully met.

 

Recommendations for improving state SAF policies include the following principles:

  • Prioritize low-carbon second-generation pathways for producing SAF.
  • Develop policies that provide certainty to investors over longer time frames.
  • Establish binding policies to disincentivize the use of fossil jet fuel and drive SAF deployment.

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Descarbonização da frota de coleta de resíduos sólidos em São Paulo https://theicct.org/publication/descarbonizacao-da-frota-de-coleta-de-residuos-solidos-em-sao-paulo-oct24/ Mon, 14 Oct 2024 04:00:59 +0000 https://theicct.org/?post_type=publication&p=48524 Analisa o impacto financeiro e ambiental da substituição dos atuais caminhões de coleta de resíduos sólidos movidos a diesel por veículos elétricos e a gás natural veicular (GNV) em São Paulo.

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A Lei Nº 16.802 de 2018, aprovada pela Câmara Municipal de São Paulo, exige uma redução das emissões de alguns poluentes provenientes dos caminhões dedicados à coleta de resíduos sólidos. Entre as metas, a redução em 50% das emissões de dióxido de carbono (CO2) de escapamento em 2028, e de 100% em 2038, em comparação aos níveis observados em 2016, fomenta a descarbonização do setor e a substituição dos tradicionais veículos movidos a diesel.

Este estudo analisa o impacto financeiro e ambiental de duas alternativas já disponíveis no mercado brasileiro: caminhões elétricos a bateria e a gás natural veicular (GNV), que podem ser movidos tanto a gás natural fóssil quanto com biometano (o estudo considera o biometano produzido a partir de resíduos de aterros sanitários). O componente financeiro se baseia na estimativa do custo total de propriedade por quilômetro em cada tipo de veículo, enquanto a análise ambiental considera as emissões de gases de efeito estufa no ciclo de vida de cada uma das opções.

Entre os principais resultados:

  • Custos totais de propriedade de caminhões coletores elétricos e a GNV são entre 25% e 27% maiores, respectivamente, do que os de um veículo comparável a diesel nas condições atuais.
  • Reduções nos custos de financiamento e o aumento no número de anos de operação podem tornar os caminhões elétricos financeiramente competitivos.
  • Caminhões elétricos e os operados exclusivamente com biometano produzido de aterros sanitários tem emissões do ciclo de vida de 70% e 68% menores, respectivamente, do que as identificadas nos veículos a diesel.
  • Em contrapartida, um caminhão movido exclusivamente a gás natural de origem fóssil emite 23% a mais que os movidos a diesel, devido à menor eficiência do motor e às emissões fugitivas de metano ao longo do ciclo de vida do combustível.

O estudo apresenta ainda recomendações, ancoradas nos resultados identificados, para garantir a redução das emissões da frota de coleta de São Paulo nos próximos anos.

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Cuantificación de las emisiones de gases de efecto invernadero evitadas por autobuses eléctricos en Latinoamérica: metodología simplificada de análisis de ciclo de vida https://theicct.org/publication/es-quantifying-avoided-ghg-emissions-by-e-buses-in-latin-america-aug24/ Wed, 07 Aug 2024 04:04:25 +0000 https://theicct.org/?post_type=publication&p=45883 Presenta la nueva metodología de cálculos de la plataforma E-Bus Radar, con el desarrollo de una evaluación del ciclo de vida para estimar las emisiones de gases de efecto invernadero evitadas con la introducción de autobuses eléctricos a batería y trolebuses en ciudades de América Latina.

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Este documento se actualizó el 23 de agosto de 2024 para corregir los valores de tanque a rueda y de pozo a rueda para el biodiésel de aceite de cocina usado en la Tabla 5.

Lee este artículo en portugués o inglés.

La plataforma E-Bus Radar (www.ebusradar.org) acompaña la implementación de autobuses eléctricos a batería (BEBs) y trolebuses en los sistemas de transporte público de las ciudades latinoamericanas, y sus reducciones asociadas en las emisiones de gases de efecto invernadero en comparación con los modelos convencionales. La plataforma fue creada y es mantenida por la asociación Zero Emission Bus Rapid-deployment Accelerator (ZEBRA), co-liderada por el Consejo Internacional de Transporte Limpio (ICCT) y la organización C40 Cities.

Este trabajo presenta la nueva metodología de cálculos de la plataforma E-Bus Radar, con el desarrollo de una evaluación del ciclo de vida (ECV) para estimar las emisiones de gases de efecto invernadero evitadas con la introducción de autobuses eléctricos a batería y trolebuses. Con esta actualización, los resultados obtenidos contabilizan las emisiones de escape y las emisiones asociadas a la fabricación del vehículo y de la batería, al mantenimiento del vehículo y a la producción de combustible y electricidad, teniendo en cuenta valores específicos de los países de América Latina.

Los autobuses se clasifican en cinco categorías: trolebuses de 12 a 15 m, trolebuses de más de 18 m, BEBs de 8 a 11 m, BEBs de 12 a 15 m y BEBs de más de 18 m. Para cada categoría y ciudad, las emisiones calculadas se estiman en base a la información técnica y operativa proporcionada por las autoridades de transporte público y los fabricantes.

El financiamiento para este trabajo fue generosamente proporcionado por el Instituto Clima y Sociedad (iCS).

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Quantificação das emissões de gases de efeito estufa evitadas por ônibus elétricos na América Latina: uma metodologia simplificada de avaliação do ciclo de vida https://theicct.org/publication/pt-quantifying-avoided-ghg-emissions-by-e-buses-in-latin-america-aug24/ Wed, 07 Aug 2024 04:03:11 +0000 https://theicct.org/?post_type=publication&p=45880 Apresenta a nova metodologia de cálculos da plataforma E-Bus Radar, com o desenvolvimento de uma avaliação do ciclo de vida para estimar as emissões de gases de efeito estufa evitadas com a introdução de ônibus elétricos a bateria e trólebus em cidades da América Latina.

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Este documento foi atualizado em 23 de agosto de 2024 para corrigir os valores do tanque à roda e do poço à roda para biodiesel de óleo de cozinha usado na Tabela 5.

Leia este estudo em espanhol ou inglês.

A plataforma E-Bus Radar (www.ebusradar.org) acompanha a implementação de ônibus elétricos a bateria e trolébus nos sistemas de transporte público das cidades latino-americanas, e suas reduções associadas nas emissões de gases de efeito estufa em comparação aos modelos convencionais. A plataforma foi criada e é mantida pela parceria Zero Emission Bus Rapid-deployment Accelerator (ZEBRA), co-liderada pelo Conselho Internacional de Transporte Limpo (ICCT) e a organização C40 Cities.

Este trabalho apresenta a nova metodologia de cálculos da plataforma E-Bus Radar, com o desenvolvimento de uma avaliação do ciclo de vida (ACV) para estimar as emissões de gases de efeito estufa evitadas com a introdução de ônibus elétricos a bateria (BEBs) e trólebus. Com esta atualização, os resultados obtidos contabilizam as emissões de escapamento e as emissões associadas à fabricação do veículo e da bateria, à manutenção do veículo e à produção de combustível e eletricidade, levando em consideração valores específicos de países na América Latina.

Os ônibus são classificados em cinco categorias: trólebus de 12 a 15 m, trólebus acima de 18 m, BEBs de 8 a 11 m, BEBs de 12 a 15 m e BEBs acima de 18 m. Para cada categoria e cidade, as emissões calculadas são estimadas com base em informações técnicas e operacionais fornecidas pelas autoridades de transporte público e pelos fabricantes.

O financiamento para este trabalho foi generosamente fornecido pelo Instituto Clima e Sociedade (iCS).

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Quantifying avoided greenhouse gas emissions by E-Buses in Latin America: a simplified life-cycle assessment methodology https://theicct.org/publication/quantifying-avoided-ghg-emissions-by-e-buses-in-latin-america-a-simplified-life-cycle-assessment-methodology-aug24/ Wed, 07 Aug 2024 04:02:12 +0000 https://theicct.org/?post_type=publication&p=45346 Presents the updated methodology used by the of the E-Bus Radar platform, which now includes a life-cycle assessment to estimate the greenhouse gas emissions avoided with the introduction of battery electric buses and trolleybuses in Latin American cities.

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This paper was updated on 23 August 2024 to correct the tank-to-wheel and well-to-wheel values for UCO biodiesel in Table 5.

The E-Bus Radar platform (www.ebusradar.org) monitors the implementation of battery electric buses (BEBs) and trolleybuses in the public transport systems of Latin American cities, and their associated reductions in greenhouse gas emissions compared to conventional models. The platform was created and is maintained by the Zero Emission Bus Rapid-deployment Accelerator (ZEBRA) partnership, co-led by the International Council on Clean Transportation (ICCT) and C40 Cities.

This work presents the updated methodology used by the E-Bus Radar platform to estimate greenhouse gas emissions avoided with the introduction of battery electric buses and trolleybuses. With this update, which includes the application of a life-cycle assessment, the results obtained account for exhaust emissions and emissions associated with vehicle and battery manufacturing, vehicle maintenance, and fuel and electricity production. The methodology uses country-specific values to provide reliable life-cycle emission estimates tailored to the local market.

The buses are classified into five categories: trolleybuses from 12 to 15 m, trolleybuses over 18 m, BEBs from 8 to 11 m, BEBs from 12 to 15 m, and BEBs over 18 m. For each category and city, the calculated emissions are estimated based on technical and operational information provided by public transport authorities and manufacturers.

The funding for this work was generously provided by the Instituto Clima e Sociedade (iCS).

Read this paper in Spanish or Portuguese.

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Delays in California’s LCFS revisions are an opportunity to improve https://theicct.org/delays-in-ca-lcfs-revisions-are-an-opportunity-to-improve-june24/ Tue, 04 Jun 2024 14:12:58 +0000 https://theicct.org/?p=43056 Using the time made available by a delay in revisions to add guardrails such as a cap on lipids and greater restrictions on the crediting and deliverability of biomethane would help align the LCFS with California’s climate goals.

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Earlier this year, the California Air Resources Board (CARB) postponed a hearing and vote to finalize revisions to its Low Carbon Fuel Standard (LCFS) until the Friday after the 2024 U.S. elections in November. The vote had been expected in March and it’s a good sign that CARB is taking more time. This delay is another opportunity to adjust the regulation so it can do more to achieve California’s climate goals.

The LCFS revisions were riven from the outset by temporally competing priorities. A quick, simple update that raises ambitions and greenhouse gas (GHG) reduction targets would be relatively straightforward. It would also lift the LCFS’s sagging credit market, which has fallen from pre-pandemic heights of $200 per tonne of carbon dioxide (CO2) to less than $75 per tonne in early 2024. Addressing several other issues that have cropped up over the last 5 years, including the program’s growing reliance on virgin vegetable oils and credits from avoided methane emissions at large dairy farms, would take much more time. The risk with spending that time is that it could prolong the slump in credit prices and thus erode the program’s near-term value to credit-generators such as electric vehicle charging stations and alternative fuel producers.

Under any circumstances, balancing these priorities would be a challenging. But now that there’s more time, let’s focus on the two largest issues—the risk that the LCFS is shuffling around or diverting resources and that it’s crediting GHG reductions from unrelated agriculture-sector projects. There are available policy levers to tackle both.

The resource-diversion issue is about the impact on vegetable oil markets. The LCFS’s historic success at driving the use of waste oil-derived renewable diesel is likely already bumping up against resource constraints for domestic waste oils because it’s bringing more virgin soy oil and more used cooking oil (UCO) from Asia into the state. An expanding reliance on virgin soy oil for LCFS compliance will probably shuffle existing soy oil mandated by the federal Renewable Fuel Standard (RFS) from other states to California. Look at the data—there’s an uptick in idled biodiesel capacity in the last 3 years, as conventional biodiesel consumed nationwide is giving way to renewable diesel production intended for the West Coast that can exceed FAME biodiesel blending constraints and be used for LCFS compliance. If new, higher targets are implemented, the LCFS could increase total demand for soy beyond federal mandates and lead to unintended market distortions and indirect land-use change emissions.

We’re beginning to see this in recent months, as the LCFS overshot the RFS mandate and caused the value of RFS RINs to plummet. This prompted some producers to reconsider their renewable diesel plans until a clear policy signal emerges.

Solution: An energy- or volume-based cap on the quantity of lipids (fats and oils) credited in the LCFS would reduce the program’s impact on biofuels linked to deforestation and minimize the risk of imported waste oil fraud.

The crediting issue is about avoided methane emissions. The LCFS credits farms for avoided methane emissions from improved manure management if they build digesters to capture the manure methane and send it to the gas grid. This doesn’t address additionality (i.e., whether those digesters were built solely because of the LCFS) or deliverability (whether the natural gas is being delivered to California and consumed in the transport sector). The types of large, concentrated farms that have benefitted most from this all-carrot, no-stick approach have also been criticized for their contribution to local air pollution. Ultimately, the concern is that the current design of the LCFS conflates its transport-sector goals with a nationwide carbon-offset system for farms.

Solution: Phase out avoided methane crediting for new pathway applications to the LCFS and implement deliverability requirements to demonstrate that new projects are producing fuel for the transport market.

CARB’s scoping workshops for the LCFS amendments identified several possible structural changes and singled out issues that had been highlighted by the ICCT and other organizations. But in the December 2023 proposed approach, there was no cap on the riskiest biofuels. Instead, there was language referring to sustainability certifications for biofuel producers; in the European Union, such certifications have been shown to have little impact on the indirect, market-mediated pressure that biofuel demand places on land use. Also under the December 2023 proposal, the avoided methane credits would only be phased in for new projects starting in 2030, while existing projects and those built prior to 2030 would be guaranteed an avoided methane credit for 30 years. Similarly, deliverability constraints—which could help limit the inflow of credits from farms as far away as Indiana and New York—would only be implemented starting in 2030 for renewable natural gas. As proposed, the deliverability requirements kick in starting in 2045 for hydrogen made from renewable natural gas, despite it being fossil-derived gray hydrogen paired with a tradeable credit for upstream biomethane production.

Data that has emerged over the last few months suggests the bigger, structural changes to the LCFS are imperative. Fourth quarter 2023 data from the LCFS, released after the proposal came out, showed that the use of lipid-based renewable diesel in California continued to accelerate and rose by over 40% compared with fourth quarter 2022. Analysis from UC Davis estimated that if the December 2023 amendments go through as proposed, they aren’t likely to stabilize credit markets and would instead expand California’s reliance on cheap, vegetable oil-based renewable diesel. Dan Sperling, a former CARB board member and one of the thought leaders who contributed to the design of California’s LCFS, warned in March that the proposed amendments risk exacerbating deforestation and “inaction risks sending one of California’s key climate policies off course.”

Recent data suggests that renewable diesel production is poised to continue growing beyond CARB’s expectations. Figure 1 illustrates the trajectory of reported lipid renewable diesel consumption in California through 2023 (in gray) and the Energy Information Administration’s projection of renewable diesel conversion capacity (the dotted line) through 2025; both contrast with CARB’s projections of projected renewable diesel consumption through 2035 (blue and orange lines). As you can see, CARB’s modeling suggests that, even with a big change in LCFS target levels and a new-auto-acceleration mechanism to ramp up compliance, California’s lipid demand for renewable diesel will essentially stabilize starting next year. But the rapid pace of renewable diesel conversion capacity suggests there’s plenty of flexibility to process greater volumes of lipids into renewable diesel in response to policy changes. It’s more likely that a higher target would exacerbate current trends and potentially push lipid consumption up by another billion gallons and approach a 100% renewable diesel blend. A lipids cap set at present-day levels is more likely to align the program with CARB’s expectations of consumption around 2 billion gallons annually.

Figure 1. Comparison of renewable diesel capacity, actual consumption, and CARB projections of future consumption, 2020-2035. Source: EIA and California Air Resources Board Dashboard and April ISOR Supplemental Documentation

So yes, the delay in the LCFS process is a great opportunity. CARB’s decision has implications that go beyond the State of California: Moving ahead without any additional safeguards may influence other states with fuels policies to do the same and could even create more pressure on the Environmental Protection Agency to increase the federal mandate. Rather than narrowly focusing on higher target levels, CARB can strike a balance that includes measures that address the quality of credits generated. Using this extra time to add guardrails such as a cap on lipids and greater restrictions on the crediting and deliverability of biomethane can achieve CARB’s goals of raising LCFS credit values and boosting the market by limiting the contribution of the cheapest, riskiest sources of credits.

Author


Nikita Pavlenko
Program Lead
Related Publications
SETTING A LIPIDS FUEL CAP UNDER THE CALIFORNIA LOW CARBON FUEL STANDARD

A policy safeguard is urgently needed to limit the impact of LCFS on food prices, trade imbalances, and deforestation.

Life-cycle analyses
Fuels

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The bigger the better? How battery size affects real-world energy consumption, cost of ownership, and life- cycle emissions of electric vehicles https://theicct.org/publication/bev-battery-size-energy-consumption-cost-ownership-lca-ev-apr24/ Tue, 09 Apr 2024 22:30:38 +0000 https://theicct.org/?post_type=publication&p=38089 Assesses the impact of varying battery sizes on the real-world energy consumption, cost of ownership, and life-cycle emissions of electric vehicles.

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Range anxiety, or a driver’s fear of not reaching their destination or the next charging station on a single battery charge, is often cited as a primary concern for potential buyers and users of battery electric cars. In Europe, the median driving range of battery-powered passenger cars was 419 km in 2022, reflecting a 10% increase over two years. Nearly 60% of Europeans have expressed that a driving range of 500 km is the minimum they would consider for purchasing a battery electric vehicle (BEV).

Because longer ranges require larger capacity batteries, concerns are growing over the environmental and economic tradeoff between larger batteries and the actual benefits for drivers. While longer ranges promise autonomy and convenience for the driver, the associated larger battery increases energy consumption and greenhouse gas emissions over a vehicle’s lifetime. Furthermore, it increases the overall vehicle’s costs due to higher purchase price and operational expenses.

An alternative to a larger battery is opting for a smaller one and using fast charging during longer-distance trips. However, fast charging also comes with some disadvantages. Fast charging is more expensive than slow charging and requires more energy for battery temperature control.

This study simulates driving profiles for three generic user types over the course of one year: an urban commuter, a rural commuter, and a frequent long-distance driver. The users are assumed to have access to charging when needed or when convenient.

Simulation: Urban, rural, and long-distance drivers

A compact battery electric vehicle was modeled, resembling the Volkswagen ID.3, and the effect of battery size was analyzed by simulating four battery capacities: 28, 58, 87, and 116 kWh. The analysis takes into account the effect of the battery capacity on vehicle mass, the type of charging used, and the energy consumption of the thermal management system for the cabin and battery. It also considers the annual ambient temperature variability of Berlin, Germany.

Key findings

The simulation results provide insights for consumers and regulators, with the key findings described below and summarized in Figures 1 and 2.

A larger battery size increases the energy consumption for all users, but only the long-distance driver benefits from a substantial decrease in en-route charging stops. Using a 116-kWh battery instead of a 28-kWh battery increases energy consumption between 13.4% and 16.9% for the three driver types. For long-distance drivers, en-route charging stops per year decrease by 260. However, urban and rural commuters will only save 35 additional stops because the range of the smaller battery capacity covers most of their trips.

Doubling the battery electric vehicle range from 250 to 500 km will raise the total cost of ownership by 15% to 23%. The higher total cost of ownership is more pronounced for the rural and urban driver types, with 20% and 23% higher costs, respectively. The lower energy consumption and purchase price of a vehicle with a smaller battery result in substantially lower expenses despite the higher electricity cost associated with more frequent fast charging.

Using a small battery and reducing electric energy consumption contributes to lower vehicle life-cycle greenhouse gas emissions for all users. In relative terms, the urban commuter experiences the biggest increase in emissions when doubling the battery size (20%). This is due to the more frequent and shorter trips of this user type, which requires more frequent cooling or heating of the cabin and battery and thereby increases the energy consumption of the thermal management system.

Conclusions and policy recommendations

  • Most of the year, a larger battery does not affect the number of en-route charging stops for the urban and rural driver types. Fast charging stops are only required during long-distance trips. In the case of urban and rural commuters, days with long-distance trips represent less than 2% of those taken in a year. Doubling the range from 250 to 500 km will not decrease the number of days where en-route charging is required but will reduce the number of charging stops per long-distance trip to two.
  • The long-distance driver will benefit from a longer range with one charging stop less per commute day but at the expense of 15% higher costs. Due to the frequent long-distance trips, the long-distance driver benefits most from a vehicle with a 500-km range compared to a vehicle with a 250-km range. However, for the urban and rural commuter user types, the larger battery comes at a considerably higher cost than a smaller battery combined with fast charging.
  • BEV energy consumption and range are strongly affected by ambient conditions and vehicle usage. Due to the energy consumption of the heating and air conditioning system, as well as of the battery thermal management system, the average energy consumption and the available range vary substantially from month to month. This effect is especially pronounced for users who frequently drive short-distance trips.
  • Policymakers could consider collecting real-world energy consumption data from BEVs using on-board fuel and energy consumption monitoring devices. The simulated real-world energy consumption in this study is 29% to 44% higher than the type-approval value. For verifying the representativeness of BEV type-approval values, collecting reliable real-world energy consumption is essential. It is also a prerequisite for providing consumers with comprehensive information, determining life-cycle emissions, and assessing the impact of electric vehicle energy consumption limits. These analyses could be performed by the European Commission as defined in the CO2 standards for cars and vans.

About the methodology

In order to simulate a wide range of battery sizes for the same vehicle model, the study uses the Siemens Simcenter Amesim simulation software. The vehicle model data is obtained from a recent test project conducted by the Technical University of Munich (TUM) and from the German car club ADAC database. The thermal management system model is calibrated using findings of a study real-world electric vehicle energy consumption published by the German Federal Environment Agency. The vehicle mode is calibrated to match the official Worldwide harmonized Light vehicles Test Procedure (WLTP) energy consumption values of the reference Volkswagen ID.3 vehicle with a 58-kWh battery and to the consumer-reported values in spritmonitor.de.

For media and press inquiries, please contact Susana Irles, Senior Communications Specialist, at communications@theicct.org.

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Gonca Seber https://theicct.org/team-member/gonca-seber/ Mon, 25 Mar 2024 14:49:49 +0000 https://theicct.org/?post_type=team-member&p=39777 Gonca is a Researcher on ICCT’s Fuels team. Her research focuses on the life cycle assessment of alternative fuels. Prior to joining the ICCT, Gonca was a postdoctoral researcher in the Environmental Economics Research Group at Hasselt University in Belgium, where she worked on the LCA of sustainable aviation fuels and contributed to ICAO’s development […]

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Gonca is a Researcher on ICCT’s Fuels team. Her research focuses on the life cycle assessment of alternative fuels. Prior to joining the ICCT, Gonca was a postdoctoral researcher in the Environmental Economics Research Group at Hasselt University in Belgium, where she worked on the LCA of sustainable aviation fuels and contributed to ICAO’s development of the CORSIA policy. Gonca holds a Ph.D. in Chemistry from the University of Massachusetts Amherst and a B.S. and M.S. in Chemistry from Bogazici University in Turkiye.

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