Emissions modeling - International Council on Clean Transportation https://theicct.org/technology/emissions-modeling/ Independent research to benefit public health and mitigate climate change Fri, 26 Jan 2024 20:29:25 +0000 en-US hourly 1 https://wordpress.org/?v=6.4.3 https://theicct.org/wp-content/uploads/2022/01/favicon-150x150.png Emissions modeling - International Council on Clean Transportation https://theicct.org/technology/emissions-modeling/ 32 32 Aligning the IMO’s Greenhouse Gas Fuel Standard with its GHG strategy and the Paris Agreement https://theicct.org/aligning-the-imos-greenhouse-gas-fuel-standard-with-its-ghg-strategy-and-the-paris-agreement-jan24/ Fri, 12 Jan 2024 17:11:19 +0000 https://theicct.org/?p=35418 Explores how the GHG Fuel Standard (GFS) can be designed to align with the International Maritime Organization's (IMO) GHG strategy and the Paris Agreement.

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In July 2023, the International Maritime Organization (IMO) adopted a revised strategy that calls for reducing greenhouse gas (GHG) emissions from ships to net-zero by or around 2050. While the revised strategy is not legally binding, the measures used to implement it can be, and in many ways it’s the stringency of these measures that will ultimately determine shipping’s contribution to future global warming.  

Earlier this week, our colleague highlighted the need for measures that limit emissions from ships measured on a life-cycle basis, the well-to-wake (WTW) emissions. With this blog post, we show how one proposed measure, the GHG Fuel Standard (GFS), can be used to reduce emissions in line with the IMO’s revised 2023 strategy or with a pathway consistent with limiting warming to 1.5°C. 

The GFS being designed now will require ships to use fuels that emit fewer WTW GHG emissions until there is a complete transition to all zero-emission fuels. This GFS is meant to encourage the adoption of new fuels including renewable e-fuels (hydrogen, ammonia, and methanol) and sustainable biofuels; by setting limits on the GHG emissions intensity of fuels, it will drive investments in production capacity and infrastructure for new fuels. One effective design of the GFS would identify the date by which the WTW GHG intensity of marine fuels is to reach zero and include interim GHG intensity targets (at regular intervals) to keep the sector on a steady course toward its final goal. Here we use ICCT’s new Polaris model to estimate the WTW GHG intensity reductions that would be needed to achieve net-zero by 2050 in a pathway consistent with the 2023 IMO GHG strategy. Polaris is a global maritime emissions projection model that reports tank-to-wake (TTW) and WTW emissions as carbon dioxide equivalents (CO2e) based on the 100-year or 20-year global warming potentials of CO2, methane, nitrous oxide, and black carbon (we exclude black carbon in this particular analysis because it’s not accounted for in the guidelines on life-cycle GHG intensity of marine fuels). 

Figure 1 shows the straight-line GFS trajectory that satisfies the emissions reduction targets in the 2023 IMO GHG strategy and an S-curve trajectory that would stay below the cumulative emissions limit for 1.5°C estimated here. The GFS trajectories were determined based on the business as usual (BAU) predicted energy use from the Polaris model and target emissions in the 2023 IMO strategy and 1.5°C aligned pathways (using 100-year global warming potentials, GWP100). For 2030, the 2023 IMO strategy set a goal of at least a 20% reduction in absolute GHG emissions compared to 2008 levels, and “striving for” a 30% reduction; for 2040, the GHG reduction goals are at least 70% and striving for 80% below 2008 levels. Predicted energy use from Polaris goes from 10.7 EJ in 2023 to 14.5 EJ in 2050, and we estimated the baseline GHG intensity of marine fuels at 92.5 gCO2e/MJ from shipping’s fuel mix in 2019 using ICCT’s Systematic Assessment of Vessel Emissions (SAVE) model and excluding black carbon emissions. 

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.

Figure 1. Well-to-wake GHG intensities of marine fuels required to align the IMO GHG Fuel Standard (GFS) with IMO’s 2023 GHG strategy and a 1.5 °C-compatible emissions trajectory.

As Figure 1 illustrates, to achieve the minimum IMO targets, the GHG intensity of marine fuels will have to reduce by 18% to 76 gCO2e/MJ by 2030 and by 72% to 26 gCO2e/MJ in 2040 compared to the 2019 baseline. For the “striving” scenario, reductions in 2030 and 2040 will have to be 28% to 67 gCO2e and 81% to 17 gCO2e/MJ, respectively. A 1.5°C-aligned pathway requires 32% reductions in WTW GHG intensity in 2030 to 63 gCO2e/MJ and 99% in 2040 to nearly zero GHG emissions. All pathways require 100% reductions by 2050. Following the GHG intensities in Figure 1 would result in the absolute emissions reduction pathways presented in Figure 2.

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.

Figure 2. Absolute well-to-wake GHG emissions trajectories under each scenario.

Table 1 specifies the GHG intensity limits needed to follow the absolute emissions reduction pathways in Figure 2. This table can be used by policymakers as they develop the GFS.

Table 1. Well-to-wake GHG intensities (gCO2e/MJ) and reductions in well-to-wake GHG intensities of marine fuels from the 2019 fossil fuel baseline needed to align the GFS with different emissions trajectories.

Scenario Metric 2027 2030 2035 2040 2045 2050
Minimum IMO target GHG intensity 82 76 50 26 12 0
Reduction from 2019 baseline 11% 18% 46% 72% 87% 100%
“Striving” IMO target GHG intensity 77 67 41 17 8 0
Reduction from 2019 baseline 17% 28% 56% 81% 91% 100%
1.5°C-compatible GHG intensity 82 63 13 1 0 0
Reduction from 2019 baseline 11% 32% 86% 99% 100% 100%

The cumulative WTW CO2e emissions compared to “well-below” 2°C (interpreted by us as keeping warming to not more than 1.7°C) and 1.5°C limits are presented in Figure 3. Achieving the minimum or striving IMO targets is consistent with limiting warming to well-below 2°C and the S-curve is consistent with 1.5°C.

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.

Figure 3. Cumulative well-to-wake GHG emissions from 2020-2050 implied by each scenario.

The 2023 GHG strategy also includes a target for the uptake of zero or near-zero GHG emission fuels and/or energy sources that should represent at least 5% (striving for 10%) of the energy used by international shipping by 2030. Achieving even the minimum 5% energy target in 2030 would require 0.6 EJ of zero/near-zero fuels. To put this target into perspective, 0.6 EJ represents around 14% of global biofuel demand in 2022 (~4.3 EJ), whereas shipping (~11 EJ/year) represents about 2.5% of global energy demand (~442 EJ/year). When considered in the context of the limited availability of sustainable advanced biofuels for use in shipping, this underlines the importance of scaling up e-fuels to achieve IMO’s target. 

The stronger the GFS targets, the greater the demand for zero/near-zero GHG emission fuels, the fewer GHGs emitted by the sector, and the greater the likelihood that shipping aligns with both IMO’s GHG strategy and the Paris Agreement. The next opportunity for IMO delegates to contribute to the design of the GFS is at the meeting of the 16th Intersessional Working Group on GHG emissions from ships in March 2024. 

Author

Francielle Carvalho
Researcher

Bryan Comer, PhD
Program Director

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Port of Yangpu 2019 emissions inventory report using goPEIT model https://theicct.org/publication/port-of-yangpu-2019-emissions-inventory-report-gopeit-nov23/ Mon, 13 Nov 2023 04:01:12 +0000 https://theicct.org/?post_type=publication&p=29699 This study uses the goPEIT model to analyze emissions at the Port of Yangpu in 2019, showing how vessels, equipment, and vehicles contribute to pollution and greenhouse gases, and suggests strategies to reduce emissions and promote environmentally responsible port development.

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The paper discusses the importance of conducting emissions inventories for ports due to their significant impact on air and climate pollutants. The paper introduces the goPEIT model, an online tool developed by the ICCT in collaboration with Transport Canada, designed to help ports worldwide calculate emissions from various sources within their boundaries. The study demonstrates the application of goPEIT by conducting a 2019 emissions inventory for the Port of Yangpu, offering insights into the environmental and climate impact of port activities.

The Port of Yangpu was chosen for this study because of its designation as a Hainan Free Trade Port in 2020 and its potential to become a pilot zero-emission port by 2050, aligning with stringent environmental policies and commitments in the region. The study presents data collected for three primary source groups: vessels, cargo handling equipment, and on-road vehicles. The analysis finds that these sources collectively emitted substantial amounts of sulfur dioxide (SOX), PM2.5, nitrogen oxide (NOX), and carbon dioxide (CO2) in 2019. Vessels were identified as the primary contributor to criteria air pollutants, particularly SOX and PM2.5, while on-road vehicles were the leading source of greenhouse gas emissions, notably CO2. The study also highlights the potential for emissions reduction through strategies such as implementing shore power for berthing vessels, electrifying cargo handling equipment, and incentivizing cleaner vessel arrivals, aligning with the goals of decarbonization and environmental protection.

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He Huang https://theicct.org/team-member/he-huang/ Fri, 03 Nov 2023 14:58:47 +0000 https://theicct.org/?post_type=team-member&p=29627 He is an Aviation Associate Researcher currently based in the Beijing office. His works focus on the airport, aircraft fuel, air pollution, and climate impact of aviation. He is doing special research feeding into China’s aviation policy window. He holds a M.S. in Atmospheric and Oceanic Science from the University of California, Los Angeles (UCLA).

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He is an Aviation Associate Researcher currently based in the Beijing office. His works focus on the airport, aircraft fuel, air pollution, and climate impact of aviation. He is doing special research feeding into China’s aviation policy window. He holds a M.S. in Atmospheric and Oceanic Science from the University of California, Los Angeles (UCLA).

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Ketan Gore https://theicct.org/team-member/ketan-gore/ Thu, 12 Oct 2023 14:34:12 +0000 https://theicct.org/?post_type=team-member&p=28812 Ketan Gore is ICCT marine research fellow based in New Delhi, India, where is assisting with marine decarbonization projects for the ICCT’s global marine team, while also helping to develop its Indian maritime strategy. He is currently finishing up a PhD in Operations and Logistics Management from Maynooth University in Ireland. His thesis is titled […]

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Ketan Gore is ICCT marine research fellow based in New Delhi, India, where is assisting with marine decarbonization projects for the ICCT’s global marine team, while also helping to develop its Indian maritime strategy. He is currently finishing up a PhD in Operations and Logistics Management from Maynooth University in Ireland. His thesis is titled “Facilitating green practices within the Irish maritime industry from use of low-to-zero emission technologies.” He is lead author of two recent peer-reviewed articles which have been published in highly-reputed journals: one in the Journal of Environmental Management on cost-benefit assessments of shore side electricity for ships in Ireland and another in Transportation Research Part D: Transport and Environment on assessing the costs of alternative marine fuels in Ireland. He also holds B. Eng. degree in Electronics from HCET College, India and M.Sc. degree in Business Management from Maynooth University, Ireland.

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Comparação das emissões de gases de efeito estufa no ciclo de vida de carros de passeio a combustão e elétricos no Brasil https://theicct.org/publication/comparacao-das-emissoes-de-gee-ao-longo-do-ciclo-de-vida-de-motores-de-combustaoflex-e-eletricos-veiculos-de-passageiros-brasil-oct23/ Tue, 10 Oct 2023 21:23:17 +0000 https://theicct.org/?post_type=publication&p=28527 Apresenta uma avaliação do ciclo de vida (ACV) das emissões de gases de efeito estufa (GEE) de carros de passageiros com diferentes tecnologias de trens de força no Brasil.

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Read this report in English.

O setor de transporte no Brasil se destaca devido ao seu forte foco em biocombustíveis, com a maioria dos carros de passageiros sendo veículos flex (92% das vendas em 2020), operando com uma proporção significativa de etanol à base de cana-de-açúcar na mistura média de combustível. Ainda assim, depois da agricultura e da mudança no uso da terra, o setor de transporte é a terceira maior fonte de emissões de gases de efeito estufa (GEE) no país. Alcançar a meta do Brasil de zerar as emissões de GEE líquidas até 2050 dependerá, portanto, de uma redução rápida das emissões de GEE nesse setor.

Este estudo avalia quais tipos de motores a combustão ou elétricos permitem a maior redução das emissões de GEE de carros de passageiros. A avaliação do ciclo de vida (ACV) inclui as emissões da fabricação de veículos e baterias, bem como a queima de combustível, a produção de combustível e eletricidade e a manutenção. O estudo compara veículos com motor de combustão interna flex (ICEVs) e veículos elétricos a bateria (BEVs) usando veículos novos médios nas categorias compacta, média e SUV compacto. Quando possível, as emissões de veículos elétricos híbridos (HEVs), veículos elétricos híbridos plug-in (PHEVs) e veículos elétricos a célula de combustível a hidrogênio (FCEVs) também são avaliadas.

O estudo constata que as emissões do ciclo de vida dos ICEVs flex variam amplamente quando operados com gasolina C, etanol ou uma mistura dos dois combustíveis. Isso implica que, para uma avaliação representativa de suas emissões, as proporções médias de gasolina C e etanol no mercado precisam ser consideradas. Com a matriz elétrica brasileira, os BEVs atuais emitem cerca de um terço das emissões do ciclo de vida dos ICEVs flex e os modelos futuros podem se aproximar de emissões zero. Os FCEVs a hidrogênio mostram uma redução semelhante nas emissões de GEE, mas somente quando operados com hidrogênio verde baseado em eletricidade renovável. Híbridos e híbridos plug-in, ao contrário, mostram apenas uma redução limitada nas emissões de GEE e não alcançam emissões zero a longo prazo. Essas descobertas refletem as mesmas tendências observadas em análises anteriores do ICCT de veículos na China, Europa, Índia e Estados Unidos.

Com base nessas descobertas, este estudo também apresenta uma série de recomendações de políticas para descarbonizar o setor de transporte. Em particular, metas ambiciosas nos padrões de emissões de CO2 do próximo Programa Mobilidade Verde e Inovação – PROMOVI (anteriormente Rota 2030) poderiam estabelecer as bases para aumentar continuamente a produção de veículos elétricos no Brasil. Isso ajudaria a alinhar o setor de transporte com as metas climáticas do governo. Além disso, incluir as emissões de mudança no uso da terra no programa de biocombustíveis RenovaBio ajudaria a melhorar a sustentabilidade do etanol.

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Jonathan Benoit https://theicct.org/team-member/jonathan-benoit/ Tue, 10 Oct 2023 19:08:01 +0000 https://theicct.org/?post_type=team-member&p=28662 Jonny is a Model Fellow with the Modeling center. His current work involves upgrading ICCT’s on-road emissions and health impacts models as well as conducting applied research on the impacts of vehicles on human health. Jonny earned an Sc.B. in Geophysics from Brown University where he focused on geospatial analysis and climate modeling.

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Jonny is a Model Fellow with the Modeling center. His current work involves upgrading ICCT’s on-road emissions and health impacts models as well as conducting applied research on the impacts of vehicles on human health. Jonny earned an Sc.B. in Geophysics from Brown University where he focused on geospatial analysis and climate modeling.

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Emission reductions and public health benefits from timely Euro 7 standards https://theicct.org/publication/euro7-premature-deaths-sep23/ Mon, 11 Sep 2023 21:30:01 +0000 https://theicct.org/?post_type=publication&p=28009 Models emission reductions and associated health benefits from implementing the Euro 7 standards as proposed, with increased stringency, and under a delayed timeline

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In November 2022, the European Commission released its proposed Euro 7 regulation for light-and heavy-duty vehicles, which limits the level of pollutants detrimental to human health, such as nitrogen oxides (NOx) and particulate matter (PM). This study models the emission reductions and health benefits from implementing Euro 7 as proposed, with increased stringency, and under a delayed implementation schedule.

The analysis finds that implementing the European Commission proposal for Euro 7 would avoid approximately 1 million tonnes of NOX from light- and heavy-duty vehicles through 2050. These reductions would avoid 7,200 premature deaths until 2050, with 56% attributed to reductions in emissions from heavy-duty vehicles. The analysis also finds that each year of implementation delay would lead to approximately 900 additional premature deaths. A delay in line with the proposals from the Environment Committee in the European Parliament would lead to an additional 1,800 premature deaths.

Added stringency, in line with the upper ambition of the impact assessment that accompanied the original Euro 7 proposal, could avoid totals of 5,500 premature deaths from light-duty vehicle emissions and 4,400 premature deaths from heavy-duty vehicle emissions. The additional benefits from increased stringency for light-duty vehicles are larger since the current proposal is comparatively less stringent to the proposal for heavy-duty vehicles.

 

chart showing cumulative deaths avoided due to various euro 7 implementation scenarios

This paper was updated on 9 November 2023 to correct values in Appendix Table 1B, and to reflect that those values are from 2025 to 2050. The original can be found here.

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Moorthy Nair https://theicct.org/team-member/moorthy-nair/ Mon, 07 Aug 2023 17:42:29 +0000 https://theicct.org/?post_type=team-member&p=27322 Moorthy Nair works as an Associate Researcher at the ICCT in New Delhi, India. He is currently involved in the Low Emission Zone (LEZ) programme for Indian cities at ICCT. His research interests include air quality models and management, health risk assessment, and the economic costs of air pollution. Prior to joining ICCT, he was […]

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Moorthy Nair works as an Associate Researcher at the ICCT in New Delhi, India. He is currently involved in the Low Emission Zone (LEZ) programme for Indian cities at ICCT. His research interests include air quality models and management, health risk assessment, and the economic costs of air pollution. Prior to joining ICCT, he was part of Programme Management Unit to the Government of Bihar facilitating effective implementation of City Clean Air Action Plans under the National Clean Air Program (NCAP), GoI. He has also worked at CSIR-NEERI, GoI where he was part of several projects including air quality monitoring, analysis, and pollutant dispersion modelling. Moorthy has a Master’s degree in Environmental Engineering from Manipal University and a Bachelor’s in Mechanical Engineering from Visvesvaraya Technological University, Belgaum.

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Pedro Logiodice https://theicct.org/team-member/pedro-logiodice/ Wed, 02 Aug 2023 19:12:26 +0000 https://theicct.org/?post_type=team-member&p=27192 Pedro Logiodice is a LATAM Associate Researcher at the ICCT São Paulo office, contributing in the Zero Emission Bus Rapid-deployment Accelerator (ZEBRA) initiative, which is committed to transforming the Latin American bus market to zero emissions. Before joining ICCT, Pedro specialized in spatial big data analysis at SPTrans, the municipal public transport agency in São […]

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Pedro Logiodice is a LATAM Associate Researcher at the ICCT São Paulo office, contributing in the Zero Emission Bus Rapid-deployment Accelerator (ZEBRA) initiative, which is committed to transforming the Latin American bus market to zero emissions. Before joining ICCT, Pedro specialized in spatial big data analysis at SPTrans, the municipal public transport agency in São Paulo, Brazil. He also served as a consultant at the World Bank Group (WB and IFC), where he was involved in public transportation projects. He holds both a Master’s degree in Transportation Engineering and a Bachelor’s degree in Civil Engineering from the University of São Paulo (USP). Throughout his academic journey, he delved into research on urban transport, with a keen focus on inequality and justice.

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Jakob Schmidt https://theicct.org/team-member/jakob-schmidt/ Thu, 15 Jun 2023 19:20:44 +0000 https://theicct.org/?post_type=team-member&p=25702 Jakob is a Model Developer with the ICCT’s Modeling Center. Since joining in 2022, his work has focused on upgrading and developing tools that enable the analysis of charging infrastructure gaps for light-duty vehicles, as well as the impact of low-emission zones in cities. Jakob holds a B.Sc. in Physics from the Universität Hamburg (Germany) […]

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Jakob is a Model Developer with the ICCT’s Modeling Center. Since joining in 2022, his work has focused on upgrading and developing tools that enable the analysis of charging infrastructure gaps for light-duty vehicles, as well as the impact of low-emission zones in cities. Jakob holds a B.Sc. in Physics from the Universität Hamburg (Germany) and an M.Sc. in Physics from the Humboldt-Universität zu Berlin (Germany).

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