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Opening the black box of energy modelling: Strategies and lessons learned

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  1. Massimiliano Manfren & Maurizio Sibilla & Lamberto Tronchin, 2021. "Energy Modelling and Analytics in the Built Environment—A Review of Their Role for Energy Transitions in the Construction Sector," Energies, MDPI, vol. 14(3), pages 1-29, January.
  2. Sander Claeys & Marta Vanin & Frederik Geth & Geert Deconinck, 2021. "Applications of optimization models for electricity distribution networks," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 10(5), September.
  3. Anja Bauer & Leo Capari & Daniela Fuchs & Titus Udrea, 2023. "Diversification, integration, and opening: developments in modelling for policy," Science and Public Policy, Oxford University Press, vol. 50(6), pages 977-987.
  4. Lerede, D. & Bustreo, C. & Gracceva, F. & Saccone, M. & Savoldi, L., 2021. "Techno-economic and environmental characterization of industrial technologies for transparent bottom-up energy modeling," Renewable and Sustainable Energy Reviews, Elsevier, vol. 140(C).
  5. Manfren, Massimiliano & Nastasi, Benedetto & Groppi, Daniele & Astiaso Garcia, Davide, 2020. "Open data and energy analytics - An analysis of essential information for energy system planning, design and operation," Energy, Elsevier, vol. 213(C).
  6. Sacha Hodencq & Mathieu Brugeron & Jaume Fitó & Lou Morriet & Benoit Delinchant & Frédéric Wurtz, 2021. "OMEGAlpes, an Open-Source Optimisation Model Generation Tool to Support Energy Stakeholders at District Scale," Energies, MDPI, vol. 14(18), pages 1-30, September.
  7. Ulf Philipp Müller & Birgit Schachler & Malte Scharf & Wolf-Dieter Bunke & Stephan Günther & Julian Bartels & Guido Pleßmann, 2019. "Integrated Techno-Economic Power System Planning of Transmission and Distribution Grids," Energies, MDPI, vol. 12(11), pages 1-30, May.
  8. Bistline, John E.T. & Merrick, James H., 2020. "Parameterizing open-source energy models: Statistical learning to estimate unknown power plant attributes," Applied Energy, Elsevier, vol. 269(C).
  9. Xu, Yuan & Sharma, Tarun, 2022. "Explaining expedited energy transition toward renewables by COVID-19 in India," Energy Policy, Elsevier, vol. 165(C).
  10. Lombardi, Francesco & Rocco, Matteo Vincenzo & Colombo, Emanuela, 2019. "A multi-layer energy modelling methodology to assess the impact of heat-electricity integration strategies: The case of the residential cooking sector in Italy," Energy, Elsevier, vol. 170(C), pages 1249-1260.
  11. Maximilian Parzen & Fabian Neumann & Addrian H. Van Der Weijde & Daniel Friedrich & Aristides Kiprakis, 2021. "Beyond cost reduction: Improving the value of energy storage in electricity systems," Papers 2101.10092, arXiv.org, revised Jul 2022.
  12. Francesco Bandarin & Enrico Ciciotti & Marco Cremaschi & Giovanna Madera & Paolo Perulli & Diana Shendrikova, 2020. "Which Future for Cities after COVID-19 An international Survey," Reports, Fondazione Eni Enrico Mattei, October.
  13. Vangelis Marinakis & Themistoklis Koutsellis & Alexandros Nikas & Haris Doukas, 2021. "AI and Data Democratisation for Intelligent Energy Management," Energies, MDPI, vol. 14(14), pages 1-14, July.
  14. Stephan Ferenz & Annika Ofenloch & Fernando Penaherrera Vaca & Henrik Wagner & Oliver Werth & Michael H. Breitner & Bernd Engel & Sebastian Lehnhoff & Astrid Nieße, 2022. "An Open Digital Platform to Support Interdisciplinary Energy Research and Practice—Conceptualization," Energies, MDPI, vol. 15(17), pages 1-17, September.
  15. Lore Abart-Heriszt & Susanna Erker & Gernot Stoeglehner, 2019. "The Energy Mosaic Austria—A Nationwide Energy and Greenhouse Gas Inventory on Municipal Level as Action Field of Integrated Spatial and Energy Planning," Energies, MDPI, vol. 12(16), pages 1-22, August.
  16. Dall-Orsoletta, Alaize & Romero, Fernando & Ferreira, Paula, 2022. "Open and collaborative innovation for the energy transition: An exploratory study," Technology in Society, Elsevier, vol. 69(C).
  17. Hansen, Kenneth & Breyer, Christian & Lund, Henrik, 2019. "Status and perspectives on 100% renewable energy systems," Energy, Elsevier, vol. 175(C), pages 471-480.
  18. Savvidis, Georgios & Siala, Kais & Weissbart, Christoph & Schmidt, Lukas & Borggrefe, Frieder & Kumar, Subhash & Pittel, Karen & Madlener, Reinhard & Hufendiek, Kai, 2019. "The gap between energy policy challenges and model capabilities," Energy Policy, Elsevier, vol. 125(C), pages 503-520.
  19. Zerrahn, Alexander & Schill, Wolf-Peter & Kemfert, Claudia, 2018. "On the economics of electrical storage for variable renewable energy sources," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 108, pages 259-279.
  20. Germeshausen, Robert & Wölfing, Nikolas, 2019. "How marginal is lignite? Two simple approaches to determine price-setting technologies in power markets," ZEW Discussion Papers 19-031, ZEW - Leibniz Centre for European Economic Research.
  21. Nicolò Golinucci & Nicolò Stevanato & Federica Inzoli & Mohammad Amin Tahavori & Negar Namazifard & Lamya Hussain & Benedetta Camilli & Matteo Vincenzo Rocco & Emanuela Colombo, 2020. "Comprehensive and Integrated Impact Assessment Framework for Development Policies Evaluation: Definition and Application To Kenya," Reports, Fondazione Eni Enrico Mattei, November.
  22. Yazdanie, M. & Orehounig, K., 2021. "Advancing urban energy system planning and modeling approaches: Gaps and solutions in perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
  23. Fabian Scheller & Frauke Wiese & Jann Michael Weinand & Dominik Franjo Dominkovi'c & Russell McKenna, 2021. "An expert survey to assess the current status and future challenges of energy system analysis," Papers 2106.15518, arXiv.org.
  24. Abuzayed, Anas & Hartmann, Niklas, 2022. "MyPyPSA-Ger: Introducing CO2 taxes on a multi-regional myopic roadmap of the German electricity system towards achieving the 1.5 °C target by 2050," Applied Energy, Elsevier, vol. 310(C).
  25. Graeme S. Hawker & Keith R. W. Bell, 2020. "Making energy system models useful: Good practice in the modelling of multiple vectors," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 9(1), January.
  26. 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).
  27. Süsser, Diana & Gaschnig, Hannes & Ceglarz, Andrzej & Stavrakas, Vassilis & Flamos, Alexandros & Lilliestam, Johan, 2022. "Better suited or just more complex? On the fit between user needs and modeller-driven improvements of energy system models," Energy, Elsevier, vol. 239(PB).
  28. Franziska Flachsbarth & Marion Wingenbach & Matthias Koch, 2021. "Addressing the Effect of Social Acceptance on the Distribution of Wind Energy Plants and the Transmission Grid in Germany," Energies, MDPI, vol. 14(16), pages 1-18, August.
  29. Tomasz Ząbkowski & Krzysztof Gajowniczek & Grzegorz Matejko & Jacek Brożyna & Grzegorz Mentel & Małgorzata Charytanowicz & Jolanta Jarnicka & Anna Olwert & Weronika Radziszewska & Jörg Verstraete, 2023. "Cluster-Based Approach to Estimate Demand in the Polish Power System Using Commercial Customers’ Data," Energies, MDPI, vol. 16(24), pages 1-21, December.
  30. Michas, Serafeim & Stavrakas, Vassilis & Papadelis, Sotiris & Flamos, Alexandros, 2020. "A transdisciplinary modeling framework for the participatory design of dynamic adaptive policy pathways," Energy Policy, Elsevier, vol. 139(C).
  31. Papadis, Elisa & Tsatsaronis, George, 2020. "Challenges in the decarbonization of the energy sector," Energy, Elsevier, vol. 205(C).
  32. Martin Hammerschmid & Johannes Konrad & Andreas Werner & Tom Popov & Stefan Müller, 2022. "ENECO 2 Calc—A Modeling Tool for the Investigation of Energy Transition Paths toward Climate Neutrality within Municipalities," Energies, MDPI, vol. 15(19), pages 1-32, September.
  33. Thomas Zipperle & Clara Luisa Orthofer, 2019. "d2ix : A Model Input-Data Management and Analysis Tool for MESSAGE ix," Energies, MDPI, vol. 12(8), pages 1-12, April.
  34. Markus Fleschutz & Markus Bohlayer & Marco Braun & Michael D. Murphy, 2022. "Demand Response Analysis Framework (DRAF): An Open-Source Multi-Objective Decision Support Tool for Decarbonizing Local Multi-Energy Systems," Sustainability, MDPI, vol. 14(13), pages 1-38, June.
  35. Weber, Juliane & Heinrichs, Heidi Ursula & Gillessen, Bastian & Schumann, Diana & Hörsch, Jonas & Brown, Tom & Witthaut, Dirk, 2019. "Counter-intuitive behaviour of energy system models under CO2 caps and prices," Energy, Elsevier, vol. 170(C), pages 22-30.
  36. 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).
  37. Ruhnau, O. & Bucksteeg, M. & Ritter, D. & Schmitz, R. & Böttger, D. & Koch, M. & Pöstges, A. & Wiedmann, M. & Hirth, L., 2022. "Why electricity market models yield different results: Carbon pricing in a model-comparison experiment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
  38. Germeshausen, Robert & Wölfing, Nikolas, 2020. "How marginal is lignite? Two simple approaches to determine price-setting technologies in power markets," Energy Policy, Elsevier, vol. 142(C).
  39. Thomas Kallabis, "undated". "Rolling-horizon optimization as a speed-up method - assessment using the electricity system model JMM," EWL Working Papers 2006, University of Duisburg-Essen, Chair for Management Science and Energy Economics.
  40. Alberto Vargiu & Riccardo Novo & Claudio Moscoloni & Enrico Giglio & Giuseppe Giorgi & Giuliana Mattiazzo, 2022. "An Energy Cost Assessment of Future Energy Scenarios: A Case Study on San Pietro Island," Energies, MDPI, vol. 15(13), pages 1-23, June.
  41. Bertheau, Paul, 2020. "Supplying not electrified islands with 100% renewable energy based micro grids: A geospatial and techno-economic analysis for the Philippines," Energy, Elsevier, vol. 202(C).
  42. Brown, T. & Schlachtberger, D. & Kies, A. & Schramm, S. & Greiner, M., 2018. "Synergies of sector coupling and transmission reinforcement in a cost-optimised, highly renewable European energy system," Energy, Elsevier, vol. 160(C), pages 720-739.
  43. Biancardi, Andrea & Mendes, Carla & Staffell, Iain, 2024. "Battery electricity storage as both a complement and substitute for cross-border interconnection," Energy Policy, Elsevier, vol. 189(C).
  44. Dominković, D.F. & Weinand, J.M. & Scheller, F. & D'Andrea, M. & McKenna, R., 2022. "Reviewing two decades of energy system analysis with bibliometrics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
  45. Weinand, Jann Michael & Scheller, Fabian & McKenna, Russell, 2020. "Reviewing energy system modelling of decentralized energy autonomy," Energy, Elsevier, vol. 203(C).
  46. Solé, J. & Samsó, R. & García-Ladona, E. & García-Olivares, A. & Ballabrera-Poy, J. & Madurell, T. & Turiel, A. & Osychenko, O. & Álvarez, D. & Bardi, U. & Baumann, M. & Buchmann, K. & Capellán-Pérez,, 2020. "Modelling the renewable transition: Scenarios and pathways for a decarbonized future using pymedeas, a new open-source energy systems model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 132(C).
  47. Huntington, Hillard G., 2021. "Model evaluation for policy insights: Reflections on the forum process," Energy Policy, Elsevier, vol. 156(C).
  48. Manfren, Massimiliano & Nastasi, Benedetto & Tronchin, Lamberto & Groppi, Daniele & Garcia, Davide Astiaso, 2021. "Techno-economic analysis and energy modelling as a key enablers for smart energy services and technologies in buildings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
  49. Weinand, Jann & Scheller, Fabian Johannes & McKenna, Russell, 2020. "Reviewing energy system modelling of decentralized energy autonomy," Working Paper Series in Production and Energy 41, Karlsruhe Institute of Technology (KIT), Institute for Industrial Production (IIP).
  50. 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.
  51. Felder, F.A. & Kumar, P., 2021. "A review of existing deep decarbonization models and their potential in policymaking," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
  52. Manfren, Massimiliano & James, Patrick AB. & Tronchin, Lamberto, 2022. "Data-driven building energy modelling – An analysis of the potential for generalisation through interpretable machine learning," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
  53. Wiese, Frauke & Schlecht, Ingmar & Bunke, Wolf-Dieter & Gerbaulet, Clemens & Hirth, Lion & Jahn, Martin & Kunz, Friedrich & Lorenz, Casimir & Mühlenpfordt, Jonathan & Reimann, Juliane & Schill, Wolf-P, 2019. "Open Power System Data – Frictionless data for electricity system modelling," Applied Energy, Elsevier, vol. 236(C), pages 401-409.
  54. Kueppers, Martin & Paredes Pineda, Stephany Nicole & Metzger, Michael & Huber, Matthias & Paulus, Simon & Heger, Hans Joerg & Niessen, Stefan, 2021. "Decarbonization pathways of worldwide energy systems – Definition and modeling of archetypes," Applied Energy, Elsevier, vol. 285(C).
  55. Gregor Becker & Christian Klemm & Peter Vennemann, 2022. "Open Source District Heating Modeling Tools—A Comparative Study," Energies, MDPI, vol. 15(21), pages 1-20, November.
  56. Md. Nasimul Islam Maruf, 2019. "Sector Coupling in the North Sea Region—A Review on the Energy System Modelling Perspective," Energies, MDPI, vol. 12(22), pages 1-35, November.
  57. Candas, Soner & Muschner, Christoph & Buchholz, Stefanie & Bramstoft, Rasmus & van Ouwerkerk, Jonas & Hainsch, Karlo & Löffler, Konstantin & Günther, Stephan & Berendes, Sarah & Nguyen, Stefanie & Jus, 2022. "Code exposed: Review of five open-source frameworks for modeling renewable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
  58. Gardian, H. & Beck, J.-P. & Koch, M. & Kunze, R. & Muschner, C. & Hülk, L. & Bucksteeg, M., 2022. "Data harmonisation for energy system analysis – Example of multi-model experiments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
  59. Schlachtberger, D.P. & Brown, T. & Schäfer, M. & Schramm, S. & Greiner, M., 2018. "Cost optimal scenarios of a future highly renewable European electricity system: Exploring the influence of weather data, cost parameters and policy constraints," Energy, Elsevier, vol. 163(C), pages 100-114.
  60. Jens Weibezahn & Mario Kendziorski, 2019. "Illustrating the Benefits of Openness: A Large-Scale Spatial Economic Dispatch Model Using the Julia Language," Energies, MDPI, vol. 12(6), pages 1-21, March.
  61. Tsai, Chen-Hao & Figueroa-Acevedo, Armando & Boese, Maire & Li, Yifan & Mohan, Nihal & Okullo, James & Heath, Brandon & Bakke, Jordan, 2020. "Challenges of planning for high renewable futures: Experience in the U.S. midcontinent electricity market," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
  62. 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).
  63. Julia Barbosa & Christopher Ripp & Florian Steinke, 2021. "Accessible Modeling of the German Energy Transition: An Open, Compact, and Validated Model," Energies, MDPI, vol. 14(23), pages 1-18, December.
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