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Classification and challenges of bottom-up energy system models - A review

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  1. Limpens, Gauthier & Rixhon, Xavier & Contino, Francesco & Jeanmart, Hervé, 2024. "EnergyScope Pathway: An open-source model to optimise the energy transition pathways of a regional whole-energy system," Applied Energy, Elsevier, vol. 358(C).
  2. Oyewo, Ayobami Solomon & Solomon, A.A. & Bogdanov, Dmitrii & Aghahosseini, Arman & Mensah, Theophilus Nii Odai & Ram, Manish & Breyer, Christian, 2021. "Just transition towards defossilised energy systems for developing economies: A case study of Ethiopia," Renewable Energy, Elsevier, vol. 176(C), pages 346-365.
  3. Østergaard, P.A. & Lund, H. & Thellufsen, J.Z. & Sorknæs, P. & Mathiesen, B.V., 2022. "Review and validation of EnergyPLAN," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
  4. Misconel, S. & Zimmermann, F. & Mikurda, J. & Möst, D. & Kunze, R. & Gnann, T. & Kühnbach, M. & Speth, D. & Pelka, S. & Yu, S., 2024. "Model coupling and comparison on optimal load shifting of battery electric vehicles and heat pumps focusing on generation adequacy," Energy, Elsevier, vol. 305(C).
  5. Ashish Gulagi & Manish Ram & Dmitrii Bogdanov & Sandeep Sarin & Theophilus Nii Odai Mensah & Christian Breyer, 2022. "The role of renewables for rapid transitioning of the power sector across states in India," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
  6. Gils, Hans Christian & Gardian, Hedda & Kittel, Martin & Schill, Wolf-Peter & Zerrahn, Alexander & Murmann, Alexander & Launer, Jann & Fehler, Alexander & Gaumnitz, Felix & van Ouwerkerk, Jonas & Bußa, 2022. "Modeling flexibility in energy systems — comparison of power sector models based on simplified test cases," Renewable and Sustainable Energy Reviews, Elsevier, vol. 158(C).
  7. Seljom, Pernille & Kvalbein, Lisa & Hellemo, Lars & Kaut, Michal & Ortiz, Miguel Muñoz, 2021. "Stochastic modelling of variable renewables in long-term energy models: Dataset, scenario generation & quality of results," Energy, Elsevier, vol. 236(C).
  8. Giulia Grazioli & Sophie Chlela & Sandrine Selosse & Nadia Maïzi, 2022. "The Multi-Facets of Increasing the Renewable Energy Integration in Power Systems," Energies, MDPI, vol. 15(18), pages 1-26, September.
  9. Nam, Hoseok & Nam, Hyungseok & Lee, Doyeon, 2021. "Potential of hydrogen replacement in natural-gas-powered fuel cells in Busan, South Korea based on the 2050 clean energy Master Plan of Busan Metropolitan City," Energy, Elsevier, vol. 221(C).
  10. El-Sayed, Ahmed Hassan A. & Khalil, Adel & Yehia, Mohamed, 2023. "Modeling alternative scenarios for Egypt 2050 energy mix based on LEAP analysis," Energy, Elsevier, vol. 266(C).
  11. Bruck, Axel & Díaz Ruano, Santiago & Auer, Hans, 2022. "One piece of the puzzle towards 100 Positive Energy Districts (PEDs) across Europe by 2025: An open-source approach to unveil favourable locations of PV-based PEDs from a techno-economic perspective," Energy, Elsevier, vol. 254(PA).
  12. Chang, Miguel & Lund, Henrik & Thellufsen, Jakob Zinck & Østergaard, Poul Alberg, 2023. "Perspectives on purpose-driven coupling of energy system models," Energy, Elsevier, vol. 265(C).
  13. Spirito, G. & Dénarié, A. & Fattori, F. & Muliere, G. & Motta, M. & Persson, U., 2024. "Assessing district heating potential at large scale: Presentation and application of a spatially-detailed model to optimally match heat sources and demands," Applied Energy, Elsevier, vol. 372(C).
  14. Bogdanov, Dmitrii & Ram, Manish & Khalili, Siavash & Aghahosseini, Arman & Fasihi, Mahdi & Breyer, Christian, 2024. "Effects of direct and indirect electrification on transport energy demand during the energy transition," Energy Policy, Elsevier, vol. 192(C).
  15. Gallo Cassarino, Tiziano & Barrett, Mark, 2022. "Meeting UK heat demands in zero emission renewable energy systems using storage and interconnectors," Applied Energy, Elsevier, vol. 306(PB).
  16. Raventós, Oriol & Dengiz, Thomas & Medjroubi, Wided & Unaichi, Chinonso & Bruckmeier, Andreas & Finck, Rafael, 2022. "Comparison of different methods of spatial disaggregation of electricity generation and consumption time series," Renewable and Sustainable Energy Reviews, Elsevier, vol. 163(C).
  17. Marrero-Trujillo, Verónica & Arias-Gaviria, Jessica & Arango-Aramburo, Santiago & Larsen, Erik R., 2023. "Gamification model for communicating and evaluating renewable energy planning," Utilities Policy, Elsevier, vol. 84(C).
  18. Thure Traber & Franziska Simone Hegner & Hans-Josef Fell, 2021. "An Economically Viable 100% Renewable Energy System for All Energy Sectors of Germany in 2030," Energies, MDPI, vol. 14(17), pages 1-17, August.
  19. Theresa Liegl & Simon Schramm & Philipp Kuhn & Thomas Hamacher, 2023. "Considering Socio-Technical Parameters in Energy System Models—The Current Status and Next Steps," Energies, MDPI, vol. 16(20), pages 1-19, October.
  20. Ram, Manish & Osorio-Aravena, Juan Carlos & Aghahosseini, Arman & Bogdanov, Dmitrii & Breyer, Christian, 2022. "Job creation during a climate compliant global energy transition across the power, heat, transport, and desalination sectors by 2050," Energy, Elsevier, vol. 238(PA).
  21. Munćan, Vladimir & Mujan, Igor & Macura, Dušan & Anđelković, Aleksandar S., 2024. "The state of district heating and cooling in Europe - A literature-based assessment," Energy, Elsevier, vol. 304(C).
  22. Divkovic, Denis & Knorr, Lukas & Schwesig, Ramon & Meschede, Henning, 2024. "Effects on dimensioning of heat supply technologies for district heating under consideration of future developments regarding investment costs and emission factors," Energy, Elsevier, vol. 301(C).
  23. Johannsen, Rasmus Magni & Prina, Matteo Giacomo & Østergaard, Poul Alberg & Mathiesen, Brian Vad & Sparber, Wolfram, 2023. "Municipal energy system modelling – A practical comparison of optimisation and simulation approaches," Energy, Elsevier, vol. 269(C).
  24. Borasio, M. & Moret, S., 2022. "Deep decarbonisation of regional energy systems: A novel modelling approach and its application to the Italian energy transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
  25. Marek Szarucki & Radosław Rybkowski & Justyna Bugaj & Klaudia Bracio, 2022. "A Comprehensive Review of Research Approaches in the Energy Sector: A Management Sciences Perspective," Energies, MDPI, vol. 15(22), pages 1-21, November.
  26. Gjorgiev, Blazhe & Garrison, Jared B. & Han, Xuejiao & Landis, Florian & van Nieuwkoop, Renger & Raycheva, Elena & Schwarz, Marius & Yan, Xuqian & Demiray, Turhan & Hug, Gabriela & Sansavini, Giovanni, 2022. "Nexus-e: A platform of interfaced high-resolution models for energy-economic assessments of future electricity systems," Applied Energy, Elsevier, vol. 307(C).
  27. 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).
  28. Thimet, P.J. & Mavromatidis, G., 2022. "Review of model-based electricity system transition scenarios: An analysis for Switzerland, Germany, France, and Italy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
  29. Thimet, P.J. & Mavromatidis, G., 2023. "What-where-when: Investigating the role of storage for the German electricity system transition," Applied Energy, Elsevier, vol. 351(C).
  30. Bernath, Christiane & Deac, Gerda & Sensfuß, Frank, 2021. "Impact of sector coupling on the market value of renewable energies – A model-based scenario analysis," Applied Energy, Elsevier, vol. 281(C).
  31. Osorio-Aravena, Juan Carlos & Aghahosseini, Arman & Bogdanov, Dmitrii & Caldera, Upeksha & Ghorbani, Narges & Mensah, Theophilus Nii Odai & Haas, Jannik & Muñoz-Cerón, Emilio & Breyer, Christian, 2023. "Synergies of electrical and sectoral integration: Analysing geographical multi-node scenarios with sector coupling variations for a transition towards a fully renewables-based energy system," Energy, Elsevier, vol. 279(C).
  32. Gulagi, Ashish & Alcanzare, Myron & Bogdanov, Dmitrii & Esparcia, Eugene & Ocon, Joey & Breyer, Christian, 2021. "Transition pathway towards 100% renewable energy across the sectors of power, heat, transport, and desalination for the Philippines," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
  33. Martínez-Gordón, R. & Morales-España, G. & Sijm, J. & Faaij, A.P.C., 2021. "A review of the role of spatial resolution in energy systems modelling: Lessons learned and applicability to the North Sea region," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
  34. Prina, Matteo Giacomo & Nastasi, Benedetto & Groppi, Daniele & Misconel, Steffi & Garcia, Davide Astiaso & Sparber, Wolfram, 2022. "Comparison methods of energy system frameworks, models and scenario results," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
  35. Nikas, A. & Gambhir, A. & Trutnevyte, E. & Koasidis, K. & Lund, H. & Thellufsen, J.Z. & Mayer, D. & Zachmann, G. & Miguel, L.J. & Ferreras-Alonso, N. & Sognnaes, I. & Peters, G.P. & Colombo, E. & Howe, 2021. "Perspective of comprehensive and comprehensible multi-model energy and climate science in Europe," Energy, Elsevier, vol. 215(PA).
  36. Cieplinski, A. & D'Alessandro, S. & Marghella, F., 2021. "Assessing the renewable energy policy paradox: A scenario analysis for the Italian electricity market," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
  37. Lombardi, Francesco & Pickering, Bryn & Pfenninger, Stefan, 2023. "What is redundant and what is not? Computational trade-offs in modelling to generate alternatives for energy infrastructure deployment," Applied Energy, Elsevier, vol. 339(C).
  38. Oyewo, Ayobami S. & Aghahosseini, Arman & Movsessian, Maria M. & Breyer, Christian, 2024. "A novel geothermal-PV led energy system analysis on the case of the central American countries Guatemala, Honduras, and Costa Rica," Renewable Energy, Elsevier, vol. 221(C).
  39. Malla, Sunil, 2022. "An outlook of end-use energy demand based on a clean energy and technology transformation of the household sector in Nepal," Energy, Elsevier, vol. 238(PB).
  40. Pizzuti, Andrea & Jin, Lingkang & Rossi, Mosè & Marinelli, Fabrizio & Comodi, Gabriele, 2024. "A novel approach for multi-stage investment decisions and dynamic variations in medium-term energy planning for multi-energy carriers community," Applied Energy, Elsevier, vol. 353(PB).
  41. Wyrwa, Artur & Suwała, Wojciech & Pluta, Marcin & Raczyński, Maciej & Zyśk, Janusz & Tokarski, Stanisław, 2022. "A new approach for coupling the short- and long-term planning models to design a pathway to carbon neutrality in a coal-based power system," Energy, Elsevier, vol. 239(PE).
  42. Löffler, Konstantin & Burandt, Thorsten & Hainsch, Karlo & Oei, Pao-Yu & Seehaus, Frederik & Wejda, Felix, 2022. "Chances and barriers for Germany's low carbon transition - Quantifying uncertainties in key influential factors," Energy, Elsevier, vol. 239(PA).
  43. Chang, Miguel & Thellufsen, Jakob Zink & Zakeri, Behnam & Pickering, Bryn & Pfenninger, Stefan & Lund, Henrik & Østergaard, Poul Alberg, 2021. "Trends in tools and approaches for modelling the energy transition," Applied Energy, Elsevier, vol. 290(C).
  44. Arent, Douglas J. & Green, Peter & Abdullah, Zia & Barnes, Teresa & Bauer, Sage & Bernstein, Andrey & Berry, Derek & Berry, Joe & Burrell, Tony & Carpenter, Birdie & Cochran, Jaquelin & Cortright, Ran, 2022. "Challenges and opportunities in decarbonizing the U.S. energy system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 169(C).
  45. Lima, Ana T. & Kirkelund, Gunvor M. & Lu, Zheng & Mao, Ruichang & Kunther, Wolfgang & Rode, Carsten & Slabik, Simon & Hafner, Annette & Sameer, Husam & Dürr, Hans H. & Flörke, Martina & Lowe, Benjamin, 2024. "Mapping circular economy practices for steel, cement, glass, brick, insulation, and wood – A review for climate mitigation modeling," Renewable and Sustainable Energy Reviews, Elsevier, vol. 202(C).
  46. Purusothmn Nair S. Bhasker Nair & Raymond R. Tan & Dominic C. Y. Foo & Disni Gamaralalage & Michael Short, 2023. "DECO2—An Open-Source Energy System Decarbonisation Planning Software including Negative Emissions Technologies," Energies, MDPI, vol. 16(4), pages 1-27, February.
  47. van Ouwerkerk, Jonas & Gils, Hans Christian & Gardian, Hedda & Kittel, Martin & Schill, Wolf-Peter & Zerrahn, Alexander & Murmann, Alexander & Launer, Jann & Torralba-Díaz, Laura & Bußar, Christian, 2022. "Impacts of power sector model features on optimal capacity expansion: A comparative study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 157(C).
  48. Fodstad, Marte & Crespo del Granado, Pedro & Hellemo, Lars & Knudsen, Brage Rugstad & Pisciella, Paolo & Silvast, Antti & Bordin, Chiara & Schmidt, Sarah & Straus, Julian, 2022. "Next frontiers in energy system modelling: A review on challenges and the state of the art," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).
  49. Osorio-Aravena, Juan Carlos & Aghahosseini, Arman & Bogdanov, Dmitrii & Caldera, Upeksha & Ghorbani, Narges & Mensah, Theophilus Nii Odai & Khalili, Siavash & Muñoz-Cerón, Emilio & Breyer, Christian, 2021. "The impact of renewable energy and sector coupling on the pathway towards a sustainable energy system in Chile," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
  50. Onodera, Hiroaki & Delage, Rémi & Nakata, Toshihiko, 2024. "The role of regional renewable energy integration in electricity decarbonization—A case study of Japan," Applied Energy, Elsevier, vol. 363(C).
  51. Schwaeppe, Henrik & Thams, Marten Simon & Walter, Julian & Moser, Albert, 2024. "Finding better alternatives: Shadow prices of near-optimal solutions in energy system optimization modeling," Energy, Elsevier, vol. 292(C).
  52. Marcin Pluta & Artur Wyrwa & Janusz Zyśk & Wojciech Suwała & Maciej Raczyński, 2023. "Scenario Analysis of the Development of the Polish Power System towards Achieving Climate Neutrality in 2050," Energies, MDPI, vol. 16(16), pages 1-25, August.
  53. Danieli, Piero & Carraro, Gianluca & Volpato, Gabriele & Cin, Enrico Dal & Lazzaretto, Andrea & Masi, Massimo, 2024. "Guidelines for minimum cost transition planning to a 100% renewable multi-regional energy system," Applied Energy, Elsevier, vol. 357(C).
  54. ElSayed, Mai & Aghahosseini, Arman & Caldera, Upeksha & Breyer, Christian, 2023. "Analysing the techno-economic impact of e-fuels and e-chemicals production for exports and carbon dioxide removal on the energy system of sunbelt countries – Case of Egypt," Applied Energy, Elsevier, vol. 343(C).
  55. Danial Esmaeili Aliabadi & David Manske & Lena Seeger & Reinhold Lehneis & Daniela Thrän, 2023. "Integrating Knowledge Acquisition, Visualization, and Dissemination in Energy System Models: BENOPTex Study," Energies, MDPI, vol. 16(13), pages 1-14, July.
  56. Finke, Jonas & Bertsch, Valentin, 2023. "Implementing a highly adaptable method for the multi-objective optimisation of energy systems," Applied Energy, Elsevier, vol. 332(C).
  57. Wu, Zemin & Wu, Qiuwei & Yu, Xianyu & Wang, Qunwei & Tan, Jin, 2024. "Exploring phase-out path of China's coal power plants with its dynamic impact on electricity balance," Energy Policy, Elsevier, vol. 187(C).
  58. Haugen, Mari & Blaisdell-Pijuan, Paris L. & Botterud, Audun & Levin, Todd & Zhou, Zhi & Belsnes, Michael & Korpås, Magnus & Somani, Abhishek, 2024. "Power market models for the clean energy transition: State of the art and future research needs," Applied Energy, Elsevier, vol. 357(C).
  59. Caldera, Upeksha & Gulagi, Ashish & Jayasinghe, Nilan & Breyer, Christian, 2023. "Looking island wide to overcome Sri Lankaʼs energy crisis while gaining independence from fossil fuel imports," Renewable Energy, Elsevier, vol. 218(C).
  60. Luh, Sandro & Kannan, Ramachandran & McKenna, Russell & Schmidt, Thomas J. & Kober, Tom, 2024. "Quantifying the impact of travel time duration and valuation on modal shift in Swiss passenger transportation," Applied Energy, Elsevier, vol. 356(C).
  61. Pablo E. Carvajal & Asami Miketa & Nadeem Goussous & Pauline Fulcheri, 2022. "Best Practice in Government Use and Development of Long-Term Energy Transition Scenarios," Energies, MDPI, vol. 15(6), pages 1-21, March.
  62. Rhodes, Ekaterina & Hoyle, Aaron & McPherson, Madeleine & Craig, Kira, 2022. "Understanding climate policy projections: A scoping review of energy-economy models in Canada," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
  63. Matteo Giacomo Prina & Giampaolo Manzolini & David Moser & Roberto Vaccaro & Wolfram Sparber, 2020. "Multi-Objective Optimization Model EPLANopt for Energy Transition Analysis and Comparison with Climate-Change Scenarios," Energies, MDPI, vol. 13(12), pages 1-22, June.
  64. Ma, Meiyan & Tang, Xu & Shi, Changning & Wang, Min & Li, Xinying & Luo, Pengfei & Zhang, Baosheng, 2023. "Roadmap towards clean and low-carbon heating to 2060: The case of northern urban region in China," Energy, Elsevier, vol. 284(C).
  65. Marlene Ofelia Sanchez-Escobar & Julieta Noguez & Jose Martin Molina-Espinosa & Rafael Lozano-Espinosa & Genoveva Vargas-Solar, 2021. "The Contribution of Bottom-Up Energy Models to Support Policy Design of Electricity End-Use Efficiency for Residential Buildings and the Residential Sector: A Systematic Review," Energies, MDPI, vol. 14(20), pages 1-28, October.
  66. Marlene Ofelia Sanchez-Escobar & Julieta Noguez & Jose Martin Molina-Espinosa & David Escobar-Castillejos & Sergio Ruiz-Loza, 2023. "Policy Design for Electricity Efficiency: A Case Study of Bottom-Up Energy Modeling in the Residential Sector and Buildings," Energies, MDPI, vol. 16(19), pages 1-39, September.
  67. Mier, Mathias & Azarova, Valeriya, 2024. "Investment cost specifications revisited," Energy Policy, Elsevier, vol. 188(C).
  68. Shu, David Yang & Deutz, Sarah & Winter, Benedikt Alexander & Baumgärtner, Nils & Leenders, Ludger & Bardow, André, 2023. "The role of carbon capture and storage to achieve net-zero energy systems: Trade-offs between economics and the environment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 178(C).
  69. Henni, Sarah & Schäffer, Michael & Fischer, Peter & Weinhardt, Christof & Staudt, Philipp, 2023. "Bottom-up system modeling of battery storage requirements for integrated renewable energy systems," Applied Energy, Elsevier, vol. 333(C).
  70. Brandes, Julian & Jürgens, Patrick & Kaiser, Markus & Kost, Christoph & Henning, Hans-Martin, 2024. "Increasing spatial resolution of a sector-coupled long-term energy system model: The case of the German states," Applied Energy, Elsevier, vol. 372(C).
  71. Di Leo, Senatro & Pietrapertosa, Filomena & Salvia, Monica & Cosmi, Carmelina, 2021. "Contribution of the Basilicata region to decarbonisation of the energy system: results of a scenario analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
  72. Prina, Matteo Giacomo & Groppi, Daniele & Nastasi, Benedetto & Garcia, Davide Astiaso, 2021. "Bottom-up energy system models applied to sustainable islands," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
  73. Xavier Rixhon & Gauthier Limpens & Diederik Coppitters & Hervé Jeanmart & Francesco Contino, 2021. "The Role of Electrofuels under Uncertainties for the Belgian Energy Transition," Energies, MDPI, vol. 14(13), pages 1-23, July.
  74. Yoro, Kelvin O. & Daramola, Michael O. & Sekoai, Patrick T. & Wilson, Uwemedimo N. & Eterigho-Ikelegbe, Orevaoghene, 2021. "Update on current approaches, challenges, and prospects of modeling and simulation in renewable and sustainable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
  75. Galimova, Tansu & Satymov, Rasul & Keiner, Dominik & Breyer, Christian, 2024. "Sustainable energy transition of Greenland and its prospects as a potential Arctic e-fuel and e-chemical export hub for Europe and East Asia," Energy, Elsevier, vol. 286(C).
  76. Keiner, Dominik & Gulagi, Ashish & Breyer, Christian, 2023. "Energy demand estimation using a pre-processing macro-economic modelling tool for 21st century transition analyses," Energy, Elsevier, vol. 272(C).
  77. Gils, Hans Christian & Gardian, Hedda & Kittel, Martin & Schill, Wolf-Peter & Murmann, Alexander & Launer, Jann & Gaumnitz, Felix & van Ouwerkerk, Jonas & Mikurda, Jennifer & Torralba-Díaz, Laura, 2022. "Model-related outcome differences in power system models with sector coupling—Quantification and drivers," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
  78. Valeriya Azarova & Mathias Mier, 2021. "Unraveling the Black Box of Power Market Models," ifo Working Paper Series 357, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
  79. Richard Wallsgrove & Jisuk Woo & Jae-Hyup Lee & Lorraine Akiba, 2021. "The Emerging Potential of Microgrids in the Transition to 100% Renewable Energy Systems," Energies, MDPI, vol. 14(6), pages 1-28, March.
  80. Bogdanov, Dmitrii & Ram, Manish & Aghahosseini, Arman & Gulagi, Ashish & Oyewo, Ayobami Solomon & Child, Michael & Caldera, Upeksha & Sadovskaia, Kristina & Farfan, Javier & De Souza Noel Simas Barbos, 2021. "Low-cost renewable electricity as the key driver of the global energy transition towards sustainability," Energy, Elsevier, vol. 227(C).
  81. Plazas-Niño, F.A. & Ortiz-Pimiento, N.R. & Montes-Páez, E.G., 2022. "National energy system optimization modelling for decarbonization pathways analysis: A systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
  82. Kang, Hyuna & Jung, Seunghoon & Lee, Minhyun & Hong, Taehoon, 2022. "How to better share energy towards a carbon-neutral city? A review on application strategies of battery energy storage system in city," Renewable and Sustainable Energy Reviews, Elsevier, vol. 157(C).
  83. Zaiter, Issa & Ramadan, Mohamad & Bouabid, Ali & Mayyas, Ahmad & El-Fadel, Mutasem & Mezher, Toufic, 2024. "Enabling industrial decarbonization: Framework for hydrogen integration in the industrial energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 203(C).
  84. Seljom, Pernille & Rosenberg, Eva & Haaskjold, Kristina, 2024. "The effect and value of end-use flexibility in the low-carbon transition of the energy system," Energy, Elsevier, vol. 292(C).
  85. Jolando M. Kisse & Martin Braun & Simon Letzgus & Tanja M. Kneiske, 2020. "A GIS-Based Planning Approach for Urban Power and Natural Gas Distribution Grids with Different Heat Pump Scenarios," Energies, MDPI, vol. 13(16), pages 1-31, August.
  86. Lopez, Gabriel & Aghahosseini, Arman & Child, Michael & Khalili, Siavash & Fasihi, Mahdi & Bogdanov, Dmitrii & Breyer, Christian, 2022. "Impacts of model structure, framework, and flexibility on perspectives of 100% renewable energy transition decision-making," Renewable and Sustainable Energy Reviews, Elsevier, vol. 164(C).
  87. Prina, Matteo Giacomo & Dallapiccola, Mattia & Moser, David & Sparber, Wolfram, 2024. "Machine learning as a surrogate model for EnergyPLAN: Speeding up energy system optimization at the country level," Energy, Elsevier, vol. 307(C).
  88. Gorman, Nicholas & MacGill, Iain & Bruce, Anna, 2024. "Re-dispatch simplification analysis: Confirmation holism and assessing the impact of simplifications on energy system model performance," Applied Energy, Elsevier, vol. 365(C).
  89. Bogdanov, Dmitrii & Oyewo, Ayobami Solomon & Breyer, Christian, 2023. "Hierarchical approach to energy system modelling: Complexity reduction with minor changes in results," Energy, Elsevier, vol. 273(C).
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