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The role of low carbon fuels towards net-zero in integrated assessment models and energy system models: A critical review

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  • Liu, Zipeng
  • Zhang, Meixi
  • Bauer, Christian
  • McKenna, Russell

Abstract

Low-carbon fuels (LCFs) are crucial for achieving net-zero CO2 emission goals in integrated assessment model (IAM) and energy system model (ESM) scenarios. The absence of a standardized LCF classification system and inconsistencies in modeling approaches have obscured the integration of various LCFs within these models and makes a meaningful comparison of scenario outcomes difficult. This study addresses these issues by conducting a comprehensive critical review of the representation of LCFs in IAMs and ESMs, focusing on the fuel's role in shaping net-zero emission futures. We categorize LCFs into key groups, including electrification, hydrogen, synfuels, and biofuels. Our analysis reveals substantial gaps in technical modeling, lifecycle emissions data, incomplete modeling of environmental impacts beyond CO2 emission, and discrepancies in LCF applications across sectors. To enhance the accuracy of future scenarios, we recommend adopting a unified LCF classification system, standardized input data, and more detailed sectoral applications. Additionally, we advocate for the integration of Life Cycle Assessment (LCA) into IAMs and ESMs to improve the evaluation of LCFs' full environmental impacts, providing a more comprehensive foundation for net-zero emission pathways.

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  • Liu, Zipeng & Zhang, Meixi & Bauer, Christian & McKenna, Russell, 2025. "The role of low carbon fuels towards net-zero in integrated assessment models and energy system models: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 215(C).
  • Handle: RePEc:eee:rensus:v:215:y:2025:i:c:s1364032125002813
    DOI: 10.1016/j.rser.2025.115608
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    1. Connolly, D. & Lund, H. & Mathiesen, B.V., 2016. "Smart Energy Europe: The technical and economic impact of one potential 100% renewable energy scenario for the European Union," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1634-1653.
    2. Sorrenti, Ilaria & Harild Rasmussen, Theis Bo & You, Shi & Wu, Qiuwei, 2022. "The role of power-to-X in hybrid renewable energy systems: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 165(C).
    3. Florian Leblanc & Ruben Bibas & Silvana Mima & Matteo Muratori & Shogo Sakamoto & Fuminori Sano & Nico Bauer & Vassilis Daioglou & Shinichiro Fujimori & Matthew J. Gidden & Estsushi Kato & Steven K. R, 2022. "The contribution of bioenergy to the decarbonization of transport: a multi-model assessment," Climatic Change, Springer, vol. 170(3), pages 1-21, February.
    4. Mark M. Dekker & Andries F. Hof & Maarten Berg & Vassilis Daioglou & Rik Heerden & Kaj-Ivar Wijst & Detlef P. Vuuren, 2023. "Spread in climate policy scenarios unravelled," Nature, Nature, vol. 624(7991), pages 309-316, December.
    5. Matteo Muratori & Nico Bauer & Steven K. Rose & Marshall Wise & Vassilis Daioglou & Yiyun Cui & Etsushi Kato & Matthew Gidden & Jessica Strefler & Shinichiro Fujimori & Ronald D. Sands & Detlef P. Vuu, 2020. "EMF-33 insights on bioenergy with carbon capture and storage (BECCS)," Climatic Change, Springer, vol. 163(3), pages 1621-1637, December.
    6. Blanco, Herib & Nijs, Wouter & Ruf, Johannes & Faaij, André, 2018. "Potential for hydrogen and Power-to-Liquid in a low-carbon EU energy system using cost optimization," Applied Energy, Elsevier, vol. 232(C), pages 617-639.
    7. Dan Welsby & James Price & Steve Pye & Paul Ekins, 2021. "Unextractable fossil fuels in a 1.5 °C world," Nature, Nature, vol. 597(7875), pages 230-234, September.
    8. García-Gusano, Diego & Garraín, Daniel & Dufour, Javier, 2017. "Prospective life cycle assessment of the Spanish electricity production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 21-34.
    9. Sacchi, R. & Terlouw, T. & Siala, K. & Dirnaichner, A. & Bauer, C. & Cox, B. & Mutel, C. & Daioglou, V. & Luderer, G., 2022. "PRospective EnvironMental Impact asSEment (premise): A streamlined approach to producing databases for prospective life cycle assessment using integrated assessment models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).
    10. Leon Merfort & Nico Bauer & Florian Humpenöder & David Klein & Jessica Strefler & Alexander Popp & Gunnar Luderer & Elmar Kriegler, 2023. "Bioenergy-induced land-use-change emissions with sectorally fragmented policies," Nature Climate Change, Nature, vol. 13(7), pages 685-692, July.
    11. Wilkerson, Jordan T. & Leibowicz, Benjamin D. & Turner, Delavane D. & Weyant, John P., 2015. "Comparison of integrated assessment models: Carbon price impacts on U.S. energy," Energy Policy, Elsevier, vol. 76(C), pages 18-31.
    12. Andrea Herbst & Felipe Andrés Toro & Felix Reitze & Eberhard Jochem, 2012. "Introduction to Energy Systems Modelling," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 148(II), pages 111-135, June.
    13. Siskos, Pelopidas & Zazias, Georgios & Petropoulos, Apostolos & Evangelopoulou, Stavroula & Capros, Pantelis, 2018. "Implications of delaying transport decarbonisation in the EU: A systems analysis using the PRIMES model," Energy Policy, Elsevier, vol. 121(C), pages 48-60.
    14. Korberg, A.D. & Brynolf, S. & Grahn, M. & Skov, I.R., 2021. "Techno-economic assessment of advanced fuels and propulsion systems in future fossil-free ships," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    15. Prina, Matteo Giacomo & Manzolini, Giampaolo & Moser, David & Nastasi, Benedetto & Sparber, Wolfram, 2020. "Classification and challenges of bottom-up energy system models - A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 129(C).
    16. Dahal, Karna & Brynolf, Selma & Xisto, Carlos & Hansson, Julia & Grahn, Maria & Grönstedt, Tomas & Lehtveer, Mariliis, 2021. "Techno-economic review of alternative fuels and propulsion systems for the aviation sector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
    17. Oshiro, Ken & Fujimori, Shinichiro, 2022. "Role of hydrogen-based energy carriers as an alternative option to reduce residual emissions associated with mid-century decarbonization goals," Applied Energy, Elsevier, vol. 313(C).
    18. Li, Lei & Manier, Hervé & Manier, Marie-Ange, 2019. "Hydrogen supply chain network design: An optimization-oriented review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 103(C), pages 342-360.
    19. Michaja Pehl & Anders Arvesen & Florian Humpenöder & Alexander Popp & Edgar G. Hertwich & Gunnar Luderer, 2017. "Understanding future emissions from low-carbon power systems by integration of life-cycle assessment and integrated energy modelling," Nature Energy, Nature, vol. 2(12), pages 939-945, December.
    20. Ringkjøb, Hans-Kristian & Haugan, Peter M. & Solbrekke, Ida Marie, 2018. "A review of modelling tools for energy and electricity systems with large shares of variable renewables," Renewable and Sustainable Energy Reviews, Elsevier, vol. 96(C), pages 440-459.
    21. Lepitzki, Justin & Axsen, Jonn, 2018. "The role of a low carbon fuel standard in achieving long-term GHG reduction targets," Energy Policy, Elsevier, vol. 119(C), pages 423-440.
    22. Junichi Tsutsui & Hiromi Yamamoto & Shogo Sakamoto & Masahiro Sugiyama, 2020. "The role of advanced end-use technologies in long-term climate change mitigation: the interlinkage between primary bioenergy and energy end-use," Climatic Change, Springer, vol. 163(3), pages 1659-1673, December.
    23. Koj, Jan Christian & Wulf, Christina & Zapp, Petra, 2019. "Environmental impacts of power-to-X systems - A review of technological and methodological choices in Life Cycle Assessments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 865-879.
    24. Mandegari, Mohsen & Ebadian, Mahmood & Saddler, Jack (John), 2023. "The need for effective life cycle assessment (LCA) to enhance the effectiveness of policies such as low carbon fuel standards (LCFS's)," Energy Policy, Elsevier, vol. 181(C).
    25. Detlef P. van Vuuren & Elke Stehfest & David E. H. J. Gernaat & Maarten Berg & David L. Bijl & Harmen Sytze Boer & Vassilis Daioglou & Jonathan C. Doelman & Oreane Y. Edelenbosch & Mathijs Harmsen & A, 2018. "Alternative pathways to the 1.5 °C target reduce the need for negative emission technologies," Nature Climate Change, Nature, vol. 8(5), pages 391-397, May.
    26. Kachirayil, Febin & Weinand, Jann Michael & Scheller, Fabian & McKenna, Russell, 2022. "Reviewing local and integrated energy system models: insights into flexibility and robustness challenges," Applied Energy, Elsevier, vol. 324(C).
    27. Ken Oshiro & Shinichiro Fujimori, 2024. "Limited impact of hydrogen co-firing on prolonging fossil-based power generation under low emissions scenarios," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    28. Tom Terlouw & Lorenzo Rosa & Christian Bauer & Russell McKenna, 2024. "Future hydrogen economies imply environmental trade-offs and a supply-demand mismatch," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    29. Falko Ueckerdt & Christian Bauer & Alois Dirnaichner & Jordan Everall & Romain Sacchi & Gunnar Luderer, 2021. "Potential and risks of hydrogen-based e-fuels in climate change mitigation," Nature Climate Change, Nature, vol. 11(5), pages 384-393, May.
    30. Seleshi G. Yalew & Michelle T. H. van Vliet & David E. H. J. Gernaat & Fulco Ludwig & Ariel Miara & Chan Park & Edward Byers & Enrica De Cian & Franziska Piontek & Gokul Iyer & Ioanna Mouratiadou & Ja, 2020. "Impacts of climate change on energy systems in global and regional scenarios," Nature Energy, Nature, vol. 5(10), pages 794-802, October.
    31. Blanco, Herib & Codina, Victor & Laurent, Alexis & Nijs, Wouter & Maréchal, François & Faaij, André, 2020. "Life cycle assessment integration into energy system models: An application for Power-to-Methane in the EU," Applied Energy, Elsevier, vol. 259(C).
    32. Gunnar Luderer & Michaja Pehl & Anders Arvesen & Thomas Gibon & Benjamin L. Bodirsky & Harmen Sytze de Boer & Oliver Fricko & Mohamad Hejazi & Florian Humpenöder & Gokul Iyer & Silvana Mima & Ioanna M, 2019. "Environmental co-benefits and adverse side-effects of alternative power sector decarbonization strategies," Nature Communications, Nature, vol. 10(1), pages 1-13, December.
    33. Cunha, Bruno S. L. & Garaffa, Rafael & Gurgel, Ângelo Costa, 2020. "TEA Model Documentation," Textos para discussão 520, FGV EESP - Escola de Economia de São Paulo, Fundação Getulio Vargas (Brazil).
    34. Vassilis Daioglou & Steven K. Rose & Nico Bauer & Alban Kitous & Matteo Muratori & Fuminori Sano & Shinichiro Fujimori & Matthew J. Gidden & Etsushi Kato & Kimon Keramidas & David Klein & Florian Lebl, 2020. "Bioenergy technologies in long-run climate change mitigation: results from the EMF-33 study," Climatic Change, Springer, vol. 163(3), pages 1603-1620, December.
    35. Hosseinzadeh, Ahmad & Zhou, John L. & Li, Xiaowei & Afsari, Morteza & Altaee, Ali, 2022. "Techno-economic and environmental impact assessment of hydrogen production processes using bio-waste as renewable energy resource," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    36. Hanley, Emma S. & Deane, JP & Gallachóir, BP Ó, 2018. "The role of hydrogen in low carbon energy futures–A review of existing perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3027-3045.
    37. Ryan Wiser & Joseph Rand & Joachim Seel & Philipp Beiter & Erin Baker & Eric Lantz & Patrick Gilman, 2021. "Expert elicitation survey predicts 37% to 49% declines in wind energy costs by 2050," Nature Energy, Nature, vol. 6(5), pages 555-565, May.
    38. Joeri Rogelj & Alexander Popp & Katherine V. Calvin & Gunnar Luderer & Johannes Emmerling & David Gernaat & Shinichiro Fujimori & Jessica Strefler & Tomoko Hasegawa & Giacomo Marangoni & Volker Krey &, 2018. "Scenarios towards limiting global mean temperature increase below 1.5 °C," Nature Climate Change, Nature, vol. 8(4), pages 325-332, April.
    39. C. Wilson & A. Grubler & N. Bauer & V. Krey & K. Riahi, 2013. "Future capacity growth of energy technologies: are scenarios consistent with historical evidence?," Climatic Change, Springer, vol. 118(2), pages 381-395, May.
    40. Antoine Boubault & Seungwoo Kang & Nadia Maïzi, 2019. "Closing the TIMES Integrated Assessment Model (TIAM‐FR) Raw Materials Gap with Life Cycle Inventories," Journal of Industrial Ecology, Yale University, vol. 23(3), pages 587-600, June.
    41. Blanco, Herib & Leaver, Jonathan & Dodds, Paul E. & Dickinson, Robert & García-Gusano, Diego & Iribarren, Diego & Lind, Arne & Wang, Changlong & Danebergs, Janis & Baumann, Martin, 2022. "A taxonomy of models for investigating hydrogen energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
    42. Gunnar Luderer & Michaja Pehl & Anders Arvesen & Thomas Gibon & Benjamin L Bodirsky & Harmen Sytze de Boer & Oliver Fricko & Mohamad Hejazi & Florian Humpenöder & Gokul Iyer & Silvana Mima & Ioanna Mo, 2019. "Environmental co-benefits and adverse side-effects of alternative power sector decarbonization strategies," Post-Print hal-02380468, HAL.
    43. Colucci, Gianvito & Lerede, Daniele & Nicoli, Matteo & Savoldi, Laura, 2023. "A dynamic accounting method for CO2 emissions to assess the penetration of low-carbon fuels: application to the TEMOA-Italy energy system optimization model," Applied Energy, Elsevier, vol. 352(C).
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