Cited by 23

Measuring the Dunkelflaute: how (not) to analyze variable renewable energy shortage

Kittel, Martin, Schill, Wolf-Peter·2024·Environmental Research: Energy

Published version of a preprint

Abstract

As variable renewable energy (VRE) sources increasingly gain importance in global energy systems, there is a growing interest in understanding periods of VRE shortage (‘Dunkelflauten’). Defining, quantifying, and comparing such shortage events across different renewable generation technologies and locations presents a surprisingly intricate challenge. Various methodological approaches exist in different bodies of literature, which have been applied to single technologies in specific locations or technology portfolios across multiple regions. We provide an overview of various methods for quantifying VRE shortage, focusing either on supply from variable renewables or its mismatch with electricity demand. We explain and critically discuss the merits and challenges of different approaches for defining and identifying shortage events and propose further methodological improvements for more accurate shortage determination. Additionally, we elaborate on comparability requirements for multi-technological and multi-regional energy shortage analysis. In doing so, we aim to contribute to unifying disparate methodologies, harmonizing terminologies, and providing guidance for future research.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1088/2753-3751/ad6dfc

Cites

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

No references could be resolved yet.

Research works printed but not linked: 66

  1. K. Calvin, D. Dasgupta, G. Krinner, A. Mukherji, P. W. Thorne, C. Trisos, J. Romero, P. Al- dunce, K. Barrett, G. Blanco, W. W. Cheung, S. Connors, F. Denton, A. Diongue-Niang, D. Dod- man, M. Garschagen, O. Geden, B. Hayward, C. Jones, F. Jotzo, T. Krug, R. Lasco, Y.-Y. Lee, V. Masson-Delmotte, M. Meinshausen, K. Mintenbeck, A. Mokssit, F. E. Otto, M. Pathak, A. Pi- rani, E. Poloczanska, H.-O. Prtner, A. Revi, D. C. Roberts, J. Roy, A. C. Ruane, J. Skea, P. R. Shukla, R. Slade, A. Slangen, Y. Sokona, A. A. Srensson, M. Tignor, D. Van Vuuren, Y.-M. Wei, H. Win- kler, P. Zhai, Z. Zommers, J.-C. Hourcade, F. X. Johnson, S. Pachauri, N. P. Simpson, C. Singh, A. Thomas, E. Totin, P. Arias, M. Bustamante, I. Elgizouli, G. Flato, M. Howden, C. Mndez-Vallejo, J. J. Pereira, R. Pichs-Madruga, S. K. Rose, Y. Saheb, R. Snchez Rodrguez, D. rge Vorsatz, C. Xiao, N. Yassaa, A. Alegra, K. Armour, B. Bednar-Friedl, K. Blok, G. Ciss, F. Dentener, S. Eriksen, E. Fischer, G. Garner, C. Guivarch, M. Haasnoot, G. Hansen, M. Hauser, E. Hawkins, T. Her- mans, R. Kopp, N. Leprince-Ringuet, J. Lewis, D. Ley, C. Ludden, L. Niamir, Z. Nicholls, S. Some, S. Szopa, B. Trewin, K.-I. Van Der Wijst, G. Winter, M. Witting, A. Birt, M. Ha, J. Romero, J. Kim, E. F. Haites, Y. Jung, R. Stavins, A. Birt, M. Ha, D. J. A. Orendain, L. Ignon, S. Park, Y. Park, A. Reisinger, D. Cammaramo, A. Fischlin, J. S. Fuglestvedt, G. Hansen, C. Ludden, V. Masson- Delmotte, J. R. Matthews, K. Mintenbeck, A. Pirani, E. Poloczanska, N. Leprince-Ringuet, C. Pan, IPCC, 2023: Climate Change 2023: Synthesis Report. Contribution of Working Groups I, II and III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change [Core Writing Team, H. Lee and J. Romero (eds.)]. IPCC, Geneva, Switzerland., Tech. rep., Intergovernmental Panel on Climate Change (IPCC), edition: First (Jul. 2023). doi:10.59327/IPCC/AR6-9789291691647. URL https://www.ipcc.ch/report/ar6/syr/ · DOI · Paper page
  2. P. Denholm, M. Hand, Grid flexibility and storage required to achieve very high penetration of variable renewable electricity, Energy Policy 39 (3) (2011) 1817-1830. doi:10.1016/j.enpol.2011.01.019. URL https://linkinghub.elsevier.com/retrieve/pii/S0301421511000292 · DOI
  3. M. G. Rasmussen, G. B. Andresen, M. Greiner, Storage and balancing synergies in a fully or highly renewable pan-European power system, Energy Policy 51 (2012) 642-651. doi:10.1016/ j.enpol.2012.09.009. URL https://linkinghub.elsevier.com/retrieve/pii/S0301421512007677 · DOI
  4. D. Schlachtberger, T. Brown, S. Schramm, M. Greiner, The benefits of cooperation in a highly renew- able European electricity network, Energy 134 (2017) 469-481. doi:10.1016/j.energy.2017.06.004. URL https://linkinghub.elsevier.com/retrieve/pii/S0360544217309969 · DOI
  5. A. Roth, W.-P. Schill, Geographical balancing of wind power decreases storage needs in a 100% renewable European power sector, iScience 26 (7) (2023) 107074. doi:10.1016/j.isci.2023.107074. URL https://linkinghub.elsevier.com/retrieve/pii/S2589004223011513 · DOI · Paper page
  6. G. He, D. S. Mallapragada, A. Bose, C. F. Heuberger-Austin, E. Gener, Sector coupling via hydrogen to lower the cost of energy system decarbonization, Energy & Environmental Science 14 (9) (2021) 4635-4646. doi:10.1039/D1EE00627D. URL http://xlink.rsc.org/?DOI=D1EE00627D · DOI
  7. D. Kirchem, W.-P. Schill, Power sector effects of green hydrogen production in Germany, Energy Policy 182 (2023) 113738. doi:10.1016/j.enpol.2023.113738. URL https://linkinghub.elsevier.com/retrieve/pii/S0301421523003233 · DOI
  8. J. A. Dowling, K. Z. Rinaldi, T. H. Ruggles, S. J. Davis, M. Yuan, F. Tong, N. S. Lewis, K. Caldeira, Role of Long-Duration Energy Storage in Variable Renewable Electricity Systems, Joule 4 (9) (2020) 1907-1928. doi:10.1016/j.joule.2020.07.007. URL https://linkinghub.elsevier.com/retrieve/pii/S2542435120303251 · DOI · Paper page
  9. N. A. Sepulveda, J. D. Jenkins, A. Edington, D. S. Mallapragada, R. K. Lester, The design space for long-duration energy storage in decarbonized power systems, Nature Energy 6 (5) (2021) 506-516. doi:10.1038/s41560-021-00796-8. URL https://www.nature.com/articles/s41560-021-00796-8 · DOI · Paper page
  10. P. T. Brown, D. J. Farnham, K. Caldeira, Meteorology and climatology of historical weekly wind and solar power resource droughts over western North America in ERA5, SN Applied Sciences 3 (10) (2021) 814. doi:10.1007/s42452-021-04794-z. URL https://link.springer.com/10.1007/s42452-021-04794-z · DOI
  11. P. Potisomporn, T. A. Adcock, C. R. Vogel, Extreme value analysis of wind droughts in Great Britain, Renewable Energy 221 (2024) 119847. doi:10.1016/j.renene.2023.119847. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148123017627 · DOI
  12. K. Z. Rinaldi, J. A. Dowling, T. H. Ruggles, K. Caldeira, N. S. Lewis, Wind and Solar Re- source Droughts in California Highlight the Benefits of Long-Term Storage and Integration with the Western Interconnect, Environmental Science & Technology 55 (9) (2021) 6214-6226. doi: 10.1021/acs.est.0c07848. URL https://pubs.acs.org/doi/10.1021/acs.est.0c07848 · DOI
  13. D. Raynaud, B. Hingray, B. Franois, J. Creutin, Energy droughts from variable renewable energy sources in European climates, Renewable Energy 125 (2018) 578-589. doi:10.1016/ j.renene.2018.02.130. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148118302829 · DOI · Paper page
  14. E. G. A. Antonini, E. Virgez, S. Ashfaq, L. Duan, T. H. Ruggles, K. Caldeira, Identification of reliable locations for wind power generation through a global analysis of wind droughts, Communications Earth & Environment 5 (1) (2024) 103. doi:10.1038/s43247-024-01260-7. URL https://www.nature.com/articles/s43247-024-01260-7 · DOI
  15. L. P. Stoop, K. Van Der Wiel, W. Zappa, A. Haverkamp, A. J. Feelders, M. Van Den Broek, The climatological renewable energy deviation index (credi), Environmental Research Letters 19 (3) (2024) 034021. doi:10.1088/1748-9326/ad27b9. URL https://iopscience.iop.org/article/10.1088/1748-9326/ad27b9 · DOI
  16. O. Ruhnau, S. Qvist, Storage requirements in a 100% renewable electricity system: extreme events and inter-annual variability, Environmental Research Letters 17 (4) (2022) 044018. doi:10.1088/ 1748-9326/ac4dc8. URL https://iopscience.iop.org/article/10.1088/1748-9326/ac4dc8 · DOI
  17. K. van der Wiel, H. C. Bloomfield, R. W. Lee, L. P. Stoop, R. Blackport, J. A. Screen, F. M. Selten, The influence of weather regimes on European renewable energy production and demand, Environmental Research Letters 14 (9) (2019) 094010. doi:10.1088/1748-9326/ab38d3. URL https://iopscience.iop.org/article/10.1088/1748-9326/ab38d3 · DOI
  18. A. Grochowicz, K. Van Greevenbroek, H. C. Bloomfield, Using power system modelling outputs to identify weather-induced extreme events in highly renewable systems, Environmental Research Letters (Mar. 2024). doi:10.1088/1748-9326/ad374a. URL https://iopscience.iop.org/article/10.1088/1748-9326/ad374a · DOI
  19. Y. Su, J. D. Kern, P. M. Reed, G. W. Characklis, Compound hydrometeorological extremes across multiple timescales drive volatility in California electricity market prices and emissions, Applied Energy 276 (2020) 115541. doi:10.1016/j.apenergy.2020.115541. URL https://linkinghub.elsevier.com/retrieve/pii/S0306261920310539 · DOI
  20. K. Z. Akdemir, J. D. Kern, J. Lamontagne, Assessing risks for New England's wholesale electricity market from wind power losses during extreme winter storms, Energy 251 (2022) 123886. doi: 10.1016/j.energy.2022.123886. URL https://linkinghub.elsevier.com/retrieve/pii/S0360544222007897 · DOI
  21. D. Cannon, D. Brayshaw, J. Methven, P. Coker, D. Lenaghan, Using reanalysis data to quantify extreme wind power generation statistics: A 33 year case study in Great Britain, Renewable Energy 75 (2015) 767-778. doi:10.1016/j.renene.2014.10.024. URL https://linkinghub.elsevier.com/retrieve/pii/S096014811400651X · DOI · Paper page
  22. P. Potisomporn, C. R. Vogel, Spatial and temporal variability characteristics of offshore wind energy in the United Kingdom, Wind Energy 25 (3) (2022) 537-552. doi:10.1002/we.2685. URL https://onlinelibrary.wiley.com/doi/10.1002/we.2685 · DOI
  23. P. Potisomporn, T. A. Adcock, C. R. Vogel, Evaluating ERA5 reanalysis predictions of low wind speed events around the UK, Energy Reports 10 (2023) 4781-4790. doi:10.1016/j.egyr.2023.11.035. URL https://linkinghub.elsevier.com/retrieve/pii/S2352484723015603 · DOI
  24. V. Yevyevich, An Objective Approach to Definition and Investigations of Continental Hydrologic Droughts, Ph.D. thesis, Colorado State University (1967). URL https://api.mountainscholar.org/server/api/core/bitstreams/5f26da05-d712-49bc- acc0-397ec0f70fef/content
  25. S. Abdelaziz, S. N. Sparrow, W. Hua, D. C. Wallom, Assessing long-term future climate change impacts on extreme low wind events for offshore wind turbines in the UK exclusive economic zone, Applied Energy 354 (2024) 122218. doi:10.1016/j.apenergy.2023.122218. URL https://linkinghub.elsevier.com/retrieve/pii/S0306261923015829 · DOI
  26. P. G. Leahy, E. J. McKeogh, Persistence of low wind speed conditions and implications for wind power variability: Persistence of low wind speeds, Wind Energy 16 (4) (2013) 575-586. doi:10.1002/ we.1509. URL https://onlinelibrary.wiley.com/doi/10.1002/we.1509 · DOI
  27. P. Patlakas, G. Galanis, D. Diamantis, G. Kallos, Low wind speed events: persistence and frequency, Wind Energy 20 (6) (2017) 1033-1047. doi:10.1002/we.2078. URL https://onlinelibrary.wiley.com/doi/10.1002/we.2078 · DOI
  28. N. Ohlendorf, W.-P. Schill, Frequency and duration of low-wind-power events in Germany, Environ- mental Research Letters 15 (8) (2020) 084045. doi:10.1088/1748-9326/ab91e9. URL https://iopscience.iop.org/article/10.1088/1748-9326/ab91e9 · DOI · Paper page
  29. A. Gangopadhyay, A. Seshadri, N. Sparks, R. Toumi, The role of wind-solar hybrid plants in mitigating renewable energy-droughts, Renewable Energy 194 (2022) 926-937. doi:10.1016/ j.renene.2022.05.122. URL https://linkinghub.elsevier.com/retrieve/pii/S096014812200773X · DOI
  30. A. Kies, B. U. Schyska, M. Bilousova, O. El Sayed, J. Jurasz, H. Stoecker, Critical review of renew- able generation datasets and their implications for European power system models, Renewable and Sustainable Energy Reviews 152 (2021) 111614. doi:10.1016/j.rser.2021.111614. URL https://linkinghub.elsevier.com/retrieve/pii/S136403212100890X · DOI
  31. J. Kapica, J. Jurasz, F. A. Canales, H. Bloomfield, M. Guezgouz, M. De Felice, K. Zbigniew, The potential impact of climate change on European renewable energy droughts, Renewable and Sustain- able Energy Reviews 189 (2024) 114011. doi:10.1016/j.rser.2023.114011. URL https://linkinghub.elsevier.com/retrieve/pii/S1364032123008699 · DOI
  32. J. Hu, V. Koning, T. Bosshard, R. Harmsen, W. Crijns-Graus, E. Worrell, M. Van Den Broek, Im- plications of a Paris-proof scenario for future supply of weather-dependent variable renewable energy in Europe, Advances in Applied Energy 10 (2023) 100134. doi:10.1016/j.adapen.2023.100134. URL https://linkinghub.elsevier.com/retrieve/pii/S2666792423000136 · DOI
  33. C. Breyer, D. Bogdanov, M. Ram, S. Khalili, E. Vartiainen, D. Moser, E. Romn Medina, G. Masson, A. Aghahosseini, T. N. O. Mensah, G. Lopez, M. Schmela, R. Rossi, W. Hemetsberger, A. JgerWal- dau, Reflecting the energy transition from a European perspective and in the global contextRelevance of solar photovoltaics benchmarking two ambitious scenarios, Progress in Photovoltaics: Research and Applications (2022) pip.3659doi:10.1002/pip.3659. URL https://onlinelibrary.wiley.com/doi/10.1002/pip.3659 · DOI
  34. F. Kaspar, M. Borsche, U. Pfeifroth, J. Trentmann, J. Drcke, P. Becker, A climatological assessment of balancing effects and shortfall risks of photovoltaics and wind energy in Germany and Europe, Advances in Science and Research 16 (2019) 119-128. doi:10.5194/asr-16-119-2019. URL https://asr.copernicus.org/articles/16/119/2019/ · DOI
  35. F. Mockert, C. M. Grams, T. Brown, F. Neumann, Meteorological conditions during periods of low wind speed and insolation in Germany: The role of weather regimes, Meteorological Applications 30 (4) (2023) e2141. doi:10.1002/met.2141. URL https://rmets.onlinelibrary.wiley.com/doi/10.1002/met.2141 · DOI
  36. M. J. Mayer, B. Bir, B. Szcs, A. Aszdi, Probabilistic modeling of future electricity systems with high renewable energy penetration using machine learning, Applied Energy 336 (2023) 120801. doi: 10.1016/j.apenergy.2023.120801. URL https://linkinghub.elsevier.com/retrieve/pii/S0306261923001654 · DOI
  37. M. Ohba, Y. Kanno, D. Nohara, Climatology of dark doldrums in Japan, Renewable and Sustainable Energy Reviews 155 (2022) 111927. doi:10.1016/j.rser.2021.111927. URL https://linkinghub.elsevier.com/retrieve/pii/S1364032121011928 · DOI
  38. N. Otero, O. Martius, S. Allen, H. Bloomfield, B. Schaefli, A copula-based assessment of re- newable energy droughts across Europe, Renewable Energy 201 (2022) 667-677. doi:10.1016/ j.renene.2022.10.091. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148122015841 · DOI
  39. S. Allen, N. Otero, Standardised indices to monitor energy droughts, Renewable Energy 217 (2023) 119206. doi:10.1016/j.renene.2023.119206. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148123011217 · DOI
  40. C. Bracken, N. Voisin, C. D. Burleyson, A. M. Campbell, Z. J. Hou, D. Broman, Standardized benchmark of historical compound wind and solar energy droughts across the Continental United States, Renewable Energy 220 (2024) 119550. doi:10.1016/j.renene.2023.119550. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148123014659 · DOI
  41. J. Wessel, J. D. Kern, N. Voisin, K. Oikonomou, J. Haas, Technology Pathways Could Help Drive the U.S. West Coast Grid's Exposure to Hydrometeorological Uncertainty, Earth's Future 10 (1) (2022) e2021EF002187. doi:10.1029/2021EF002187. URL https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2021EF002187 · DOI
  42. N. Otero, O. Martius, S. Allen, H. Bloomfield, B. Schaefli, Characterizing renewable energy compound events across Europe using a logistic regressionbased approach, Meteorological Applications 29 (5) (2022) e2089. doi:10.1002/met.2089. URL https://rmets.onlinelibrary.wiley.com/doi/10.1002/met.2089 · DOI
  43. B. Franois, H. Puspitarini, E. Volpi, M. Borga, Statistical analysis of electricity supply deficits from renewable energy sources across an Alpine transect, Renewable Energy 201 (2022) 1200-1212. doi: 10.1016/j.renene.2022.10.125. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148122016275 · DOI
  44. N. Plain, B. Hingray, S. Mathy, Accounting for low solar resource days to size 100% solar microgrids power systems in Africa, Renewable Energy 131 (2019) 448-458. doi:10.1016/j.renene.2018.07.036. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148118308334 · DOI
  45. H. C. Bloomfield, P. L. M. Gonzalez, J. K. Lundquist, L. P. Stoop, J. Browell, R. Dargaville, M. De Fe- lice, K. Gruber, A. Hilbers, A. Kies, M. Panteli, H. E. Thornton, J. Wohland, M. Zeyringer, D. J. Brayshaw, The Importance of Weather and Climate to Energy Systems: A Workshop on Next Gener- ation Challenges in EnergyClimate Modeling, Bulletin of the American Meteorological Society 102 (1) (2021) E159-E167. doi:10.1175/BAMS-D-20-0256.1. URL https://journals.ametsoc.org/view/journals/bams/102/1/BAMS-D-20-0256.1.xml · DOI
  46. M. T. Craig, J. Wohland, L. P. Stoop, A. Kies, B. Pickering, H. C. Bloomfield, J. Browell, M. De Felice, C. J. Dent, A. Deroubaix, F. Frischmuth, P. L. Gonzalez, A. Grochowicz, K. Gruber, P. Hrtel, M. Kittel, L. Kotzur, I. Labuhn, J. K. Lundquist, N. Pflugradt, K. Van Der Wiel, M. Zeyringer, D. J. Brayshaw, Overcoming the disconnect between energy system and climate modeling, Joule 6 (7) (2022) 1405-1417. doi:10.1016/j.joule.2022.05.010. URL https://linkinghub.elsevier.com/retrieve/pii/S2542435122002379 · DOI
  47. E. Nuo, P. Maule, A. Hahmann, N. Cutululis, P. Srensen, I. Karagali, Simulation of transcontinental wind and solar PV generation time series, Renewable Energy 118 (2018) 425-436. doi:10.1016/ j.renene.2017.11.039. URL https://linkinghub.elsevier.com/retrieve/pii/S0960148117311400 · DOI
  48. E. Zelenhasi, A. Salvai, A method of streamflow drought analysis, Water Resources Research 23 (1) (1987) 156-168. doi:10.1029/WR023i001p00156. URL https://agupubs.onlinelibrary.wiley.com/doi/10.1029/WR023i001p00156 · DOI
  49. P. L. A. Guerrero-Salazar, V. M. Yevjevich, Analysis of drought characteristics by the theory of runs, Ph.D. thesis, Colorado State University, Colorado (1975).
  50. R. M. Vogel, J. R. Stedinger, Generalized storage-reliability-yield relationships, Journal of Hydrology 89 (3-4) (1987) 303-327. doi:10.1016/0022-1694(87)90184-3. URL https://linkinghub.elsevier.com/retrieve/pii/0022169487901843 · DOI
  51. W.-P. Schill, Residual load, renewable surplus generation and storage requirements in Germany, Energy Policy 73 (2014) 65-79. doi:10.1016/j.enpol.2014.05.032. URL https://linkinghub.elsevier.com/retrieve/pii/S0301421514003310 · DOI
  52. F. Weschenfelder, G. De Novaes Pires Leite, A. C. Arajo Da Costa, O. De Castro Vilela, C. M. Ribeiro, A. A. Villa Ochoa, A. M. Arajo, A review on the complementarity between grid-connected solar and wind power systems, Journal of Cleaner Production 257 (2020) 120617. doi:10.1016/ j.jclepro.2020.120617. URL https://linkinghub.elsevier.com/retrieve/pii/S0959652620306648 · DOI
  53. R. Pedruzzi, A. R. Silva, T. Soares Dos Santos, A. C. Araujo, A. L. Cotta Weyll, Y. K. Lago Kitagawa, D. Nunes Da Silva Ramos, F. Milani De Souza, M. V. Almeida Narciso, M. L. Saraiva Araujo, R. C. Medrado, W. O. Camilo Jnior, A. T. Neto, M. De Carvalho, W. R. Pires Bezerra, T. T. Costa, J. Bione De Melo Filho, A. . Bandeira Santos, D. M. Moreira, Review of mapping analysis and complementarity between solar and wind energy sources, Energy 283 (2023) 129045. doi:10.1016/ j.energy.2023.129045. URL https://linkinghub.elsevier.com/retrieve/pii/S0360544223024398 · DOI
  54. J. Lpez Prol, F. De Llano Paz, A. Calvo-Silvosa, S. Pfenninger, I. Staffell, Wind-solar technological, spatial and temporal complementarities in Europe: A portfolio approach, Energy 292 (2024) 130348. doi:10.1016/j.energy.2024.130348. URL https://linkinghub.elsevier.com/retrieve/pii/S0360544224001191 · DOI
  55. A. Bloess, W.-P. Schill, A. Zerrahn, Power-to-heat for renewable energy integration: A review of technologies, modeling approaches, and flexibility potentials, Applied Energy 212 (2018) 1611-1626. doi:10.1016/j.apenergy.2017.12.073. URL https://linkinghub.elsevier.com/retrieve/pii/S0306261917317889 · DOI
  56. O. Ruhnau, L. Hirth, A. Praktiknjo, Heating with wind: Economics of heat pumps and variable renewables, Energy Economics 92 (2020) 104967. doi:10.1016/j.eneco.2020.104967. URL https://linkinghub.elsevier.com/retrieve/pii/S0140988320303078 · DOI
  57. A. Roth, D. Kirchem, C. Gaete-Morales, W.-P. Schill, Flexible heat pumps: must-have or nice to have in a power sector with renewables?, arXiv:2307.12918 [econ, q-fin] (Jul. 2023). URL http://arxiv.org/abs/2307.12918 · arXiv
  58. W.-P. Schill, Electricity Storage and the Renewable Energy Transition, Joule 4 (10) (2020) 2059- 2064. doi:10.1016/j.joule.2020.07.022. URL https://linkinghub.elsevier.com/retrieve/pii/S2542435120303408 · DOI · Paper page
  59. A. Zerrahn, W.-P. Schill, C. Kemfert, On the economics of electrical storage for variable renewable energy sources, European Economic Review 108 (2018) 259-279. doi:10.1016/ j.euroecorev.2018.07.004. URL https://linkinghub.elsevier.com/retrieve/pii/S0014292118301107 · DOI
  60. L. Gke, J. Weibezahn, M. Kendziorski, How flexible electrification can integrate fluctuating renew- ables, Energy 278 (2023) 127832. doi:10.1016/j.energy.2023.127832. URL https://linkinghub.elsevier.com/retrieve/pii/S0360544223012264 · DOI
  61. T. Brown, D. Schlachtberger, A. Kies, S. Schramm, M. Greiner, Synergies of sector coupling and transmission reinforcement in a cost-optimised, highly renewable European energy system, Energy 160 (2018) 720-739. doi:10.1016/j.energy.2018.06.222. URL https://linkinghub.elsevier.com/retrieve/pii/S036054421831288X · DOI · Paper page
  62. F. N. Correia, M. A. Santos, R. R. Rodrigues, Engineering Risk in Regional Drought Studies, in: L. Duckstein, E. J. Plate (Eds.), Engineering Reliability and Risk in Water Resources, Springer Netherlands, Dordrecht, 1987, pp. 61-86. doi:10.1007/978-94-009-3577-8 4. URL http://link.springer.com/10.1007/978-94-009-3577-8 4 · DOI
  63. H. C. Gils, H. Gardian, M. Kittel, W.-P. Schill, A. Zerrahn, A. Murmann, J. Launer, A. Fehler, F. Gaumnitz, J. van Ouwerkerk, C. Buar, J. Mikurda, L. Torralba-Daz, T. Janen, C. Krger, Modeling flexibility in energy systems comparison of power sector models based on simplified test cases, Renewable and Sustainable Energy Reviews 158 (2022) 111995. doi:10.1016/j.rser.2021.111995. URL https://linkinghub.elsevier.com/retrieve/pii/S1364032121012582 · DOI
  64. H. C. Gils, H. Gardian, M. Kittel, W.-P. Schill, A. Murmann, J. Launer, F. Gaumnitz, J. van Ouwerk- erk, J. Mikurda, L. Torralba-Daz, Model-related outcome differences in power system models with sector couplingQuantification and drivers, Renewable and Sustainable Energy Reviews 159 (2022) 112177. doi:10.1016/j.rser.2022.112177. URL https://linkinghub.elsevier.com/retrieve/pii/S1364032122001022 · DOI
  65. J. Van Ouwerkerk, H. C. Gils, H. Gardian, M. Kittel, W.-P. Schill, A. Zerrahn, A. Murmann, J. Launer, L. Torralba-Daz, C. Buar, Impacts of power sector model features on optimal capac- ity expansion: A comparative study, Renewable and Sustainable Energy Reviews 157 (2022) 112004. doi:10.1016/j.rser.2021.112004. URL https://linkinghub.elsevier.com/retrieve/pii/S1364032121012673 · DOI
  66. S. Pfenninger, L. Hirth, I. Schlecht, E. Schmid, F. Wiese, T. Brown, C. Davis, M. Gidden, H. Hein- richs, C. Heuberger, S. Hilpert, U. Krien, C. Matke, A. Nebel, R. Morrison, B. Mller, G. Plemann, M. Reeg, J. C. Richstein, A. Shivakumar, I. Staffell, T. Trndle, C. Wingenbach, Opening the black box of energy modelling: Strategies and lessons learned, Energy Strategy Reviews 19 (2018) 63-71. doi:10.1016/j.esr.2017.12.002. URL https://linkinghub.elsevier.com/retrieve/pii/S2211467X17300809 · DOI

Cited by

Sorted by citations

Authors
Kittel, M., & Schill, W.-P.
Venue
Environmental Research: Energy
Published
2024-08-23
Volume
1
Issue
3
Pages
035007
ISSN
2753-3751
Cited by
23
References
0
Funders
  • Einstein Stiftung Berlin (A-2020-612)
  • Bundesministerium für Bildung und Forschung (Fkz 03SFK5NO)

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review