System-Wide Emissions Implications of Increased Wind Power Penetration
Abstract

This paper discusses the environmental effects of incorporating wind energy into the electric power system. We present a detailed emissions analysis based on comprehensive modeling of power system operations with unit commitment and economic dispatch for different wind penetration levels. First, by minimizing cost, the unit commitment model decides which thermal power plants will be utilized based on a wind power forecast, and then, the economic dispatch model dictates the level of production for each unit as a function of the realized wind power generation. Finally, knowing the power production from each power plant, the emissions are calculated. The emissions model incorporates the effects of both cycling and start-ups of thermal power plants in analyzing emissions from an electric power system with increasing levels of wind power. Our results for the power system in the state of Illinois show significant emissions effects from increased cycling and particularly start-ups of thermal power plants. However, we conclude that as the wind power penetration increases, pollutant emissions decrease overall due to the replacement of fossil fuels.
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- Wei Peng, Hancheng Dai, Hao Guo, Pallav Purohit, Johannes Urpelainen, Fabian Wagner, Yazhen Wu, Hongliang Zhang. The Critical Role of Policy Enforcement in Achieving Health, Air Quality, and Climate Benefits from India’s Clean Electricity Transition. Environmental Science & Technology 2020, 54 (19) , 11720-11731. https://doi.org/10.1021/acs.est.0c01622
- Yang Yu and Ram Rajagopal . The Impacts of Electricity Dispatch Protocols on the Emission Reductions Due to Wind Power and Carbon Tax. Environmental Science & Technology 2015, 49 (4) , 2568-2576. https://doi.org/10.1021/es5052099
- Jordan D. Kern, Dalia Patino-Echeverri, and Gregory W. Characklis . The Impacts of Wind Power Integration on Sub-Daily Variation in River Flows Downstream of Hydroelectric Dams. Environmental Science & Technology 2014, 48 (16) , 9844-9851. https://doi.org/10.1021/es405437h
- Humberto Bocanegra Evans, Ali Doosttalab, Diego Siguenza-Alvarado, Shyuan Cheng, Leonardo P. Chamorro, Luciano Castillo. Spectral features of the wake and power fluctuations of model wind turbines under low-level jets. Journal of Renewable and Sustainable Energy 2022, 14 (3) , 033308. https://doi.org/10.1063/5.0093077
- Philip Schnaars. The real substitution effect of renewable electricity: An empirical analysis for Germany. The Electricity Journal 2022, 35 (1) , 107074. https://doi.org/10.1016/j.tej.2021.107074
- Jeffrey J. Anderson, David Rode, Haibo Zhai, Paul Fischbeck. Transitioning to a carbon-constrained world: Reductions in coal-fired power plant emissions through unit-specific, least-cost mitigation frontiers. Applied Energy 2021, 288 , 116599. https://doi.org/10.1016/j.apenergy.2021.116599
- Bent Jesper Christensen, Nabanita Datta Gupta, Paolo Santucci de Magistris. Measuring the impact of clean energy production on CO2 abatement in Denmark: Upper bound estimation and forecasting*. Journal of the Royal Statistical Society: Series A (Statistics in Society) 2021, 184 (1) , 118-149. https://doi.org/10.1111/rssa.12616
- P.U. Akpan, W.F. Fuls. Cycling of coal fired power plants: A generic CO2 emissions factor model for predicting CO2 emissions. Energy 2021, 214 , 119026. https://doi.org/10.1016/j.energy.2020.119026
- Emre Gençer, Sarah Torkamani, Ian Miller, Tony Wenzhao Wu, Francis O'Sullivan. Sustainable energy system analysis modeling environment: Analyzing life cycle emissions of the energy transition. Applied Energy 2020, 277 , 115550. https://doi.org/10.1016/j.apenergy.2020.115550
- Ali Doosttalab, Diego Siguenza-Alvarado, Venkatesh Pulletikurthi, Yaqing Jin, Humberto Bocanegra Evans, Leonardo P. Chamorro, Luciano Castillo. Interaction of low-level jets with wind turbines: On the basic mechanisms for enhanced performance. Journal of Renewable and Sustainable Energy 2020, 12 (5) , 053301. https://doi.org/10.1063/5.0017230
- Mengjia Ren, Xu Jiang, Jiahai Yuan. Wind power integration and emission reduction via coal power retrofits in China’s quota-based dispatch system: a case study of Jilin Province. Environmental Science and Pollution Research 2020, 27 (10) , 11364-11374. https://doi.org/10.1007/s11356-020-07645-3
- Like Wang, Yuan Wang, Huibin Du, Jian Zuo, Rita Yi Man Li, Zhihua Zhou, Fenfen Bi, McSimon P. Garvlehn. A comparative life-cycle assessment of hydro-, nuclear and wind power: A China study. Applied Energy 2019, 249 , 37-45. https://doi.org/10.1016/j.apenergy.2019.04.099
- Tiago Oliveira, Celeste Varum, Anabela Botelho. Wind power and CO2 emissions in the Irish market. Energy Economics 2019, 80 , 48-58. https://doi.org/10.1016/j.eneco.2018.10.033
- Yuliang Dong, Xu Jiang, Mengjia Ren, Jiahai Yuan. Environmental implications of China’s wind-coal combined power generation system. Resources, Conservation and Recycling 2019, 142 , 24-33. https://doi.org/10.1016/j.resconrec.2018.11.012
- Vincenzo Bianco, Oana M. Driha, Martín Sevilla-Jiménez. Effects of renewables deployment in the Spanish electricity generation sector. Utilities Policy 2019, 56 , 72-81. https://doi.org/10.1016/j.jup.2018.11.001
- Cristina Vázquez Hernández, Javier Serrano González, Ricardo Fernández-Blanco. New method to assess the long-term role of wind energy generation in reduction of CO2 emissions – Case study of the European Union. Journal of Cleaner Production 2019, 207 , 1099-1111. https://doi.org/10.1016/j.jclepro.2018.09.249
- Robert Kennedy SMITH. Evolving coal-fired power plant carbon dioxide emission rate intensities on U.S. electricity operating systems. Journal of Modern Power Systems and Clean Energy 2018, 6 (6) , 1103-1112. https://doi.org/10.1007/s40565-018-0414-4
- Wooyoung Jeon, Jung Youn Mo. The true economic value of supply-side energy storage in the smart grid environment – The case of Korea. Energy Policy 2018, 121 , 101-111. https://doi.org/10.1016/j.enpol.2018.05.071
- Yuliang Dong, Xu Jiang, Zhihong Liang, Jiahai Yuan. Coal power flexibility, energy efficiency and pollutant emissions implications in China: A plant-level analysis based on case units. Resources, Conservation and Recycling 2018, 134 , 184-195. https://doi.org/10.1016/j.resconrec.2018.03.012
- Selina Lyons, Jonathan Whale, Justin Wood. Wind power variations during storms and their impact on balancing generators and carbon emissions in the Australian National Electricity Market. Renewable Energy 2018, 118 , 1052-1063. https://doi.org/10.1016/j.renene.2017.10.069
- Michael A. Mac Kinnon, Jacob Brouwer, Scott Samuelsen. The role of natural gas and its infrastructure in mitigating greenhouse gas emissions, improving regional air quality, and renewable resource integration. Progress in Energy and Combustion Science 2018, 64 , 62-92. https://doi.org/10.1016/j.pecs.2017.10.002
- Jin Yang, Dan Song, Feng Wu. Regional variations of environmental co-benefits of wind power generation in China. Applied Energy 2017, 206 , 1267-1281. https://doi.org/10.1016/j.apenergy.2017.10.016
- Guorui Ren, Jinfu Liu, Jie Wan, Yufeng Guo, Daren Yu. Overview of wind power intermittency: Impacts, measurements, and mitigation solutions. Applied Energy 2017, 204 , 47-65. https://doi.org/10.1016/j.apenergy.2017.06.098
- Ville Olkkonen, Samuli Rinne, Aira Hast, Sanna Syri. Benefits of DSM measures in the future Finnish energy system. Energy 2017, 137 , 729-738. https://doi.org/10.1016/j.energy.2017.05.186
- Jeremiah X. Johnson. Location or insolation: the importance of siting in emissions mitigation from solar photovoltaics. Wiley Interdisciplinary Reviews: Energy and Environment 2017, 6 (5) , e249. https://doi.org/10.1002/wene.249
- Dev Millstein, Ryan Wiser, Mark Bolinger, Galen Barbose. The climate and air-quality benefits of wind and solar power in the United States. Nature Energy 2017, 2 (9) https://doi.org/10.1038/nenergy.2017.134
- Joshua Novacheck, Jeremiah X. Johnson. Diversifying wind power in real power systems. Renewable Energy 2017, 106 , 177-185. https://doi.org/10.1016/j.renene.2016.12.100
- John E. Bistline. Economic and technical challenges of flexible operations under large-scale variable renewable deployment. Energy Economics 2017, 64 , 363-372. https://doi.org/10.1016/j.eneco.2017.04.012
- R. Camilla Thomson, Gareth P. Harrison, John P. Chick. Marginal greenhouse gas emissions displacement of wind power in Great Britain. Energy Policy 2017, 101 , 201-210. https://doi.org/10.1016/j.enpol.2016.11.012
- F. Aliprandi, A. Stoppato, A. Mirandola. Estimating CO2 emissions reduction from renewable energy use in Italy. Renewable Energy 2016, 96 , 220-232. https://doi.org/10.1016/j.renene.2016.04.022
- Ryan Wiser, Mark Bolinger, Garvin Heath, David Keyser, Eric Lantz, Jordan Macknick, Trieu Mai, Dev Millstein. Long-term implications of sustained wind power growth in the United States: Potential benefits and secondary impacts. Applied Energy 2016, 179 , 146-158. https://doi.org/10.1016/j.apenergy.2016.06.123
- Ryan Wiser, Dev Millstein, Trieu Mai, Jordan Macknick, Alberta Carpenter, Stuart Cohen, Wesley Cole, Bethany Frew, Garvin Heath. The environmental and public health benefits of achieving high penetrations of solar energy in the United States. Energy 2016, 113 , 472-486. https://doi.org/10.1016/j.energy.2016.07.068
- Jonathan J Buonocore, Patrick Luckow, Jeremy Fisher, Willett Kempton, Jonathan I Levy. Health and climate benefits of offshore wind facilities in the Mid-Atlantic United States. Environmental Research Letters 2016, 11 (7) , 074019. https://doi.org/10.1088/1748-9326/11/7/074019
- Jin Yang. Environmental and Climate Change Co-benefits Analysis of Wind Power Generation in China. Energy Procedia 2016, 88 , 76-81. https://doi.org/10.1016/j.egypro.2016.06.027
- Jonathan J. Buonocore, Patrick Luckow, Gregory Norris, John D. Spengler, Bruce Biewald, Jeremy Fisher, Jonathan I. Levy. Health and climate benefits of different energy-efficiency and renewable energy choices. Nature Climate Change 2016, 6 (1) , 100-105. https://doi.org/10.1038/nclimate2771
- J.M. Clancy, F. Gaffney, J.P. Deane, J. Curtis, B.P. Ó Gallachóir. Fossil fuel and CO2 emissions savings on a high renewable electricity system – A single year case study for Ireland. Energy Policy 2015, 83 , 151-164. https://doi.org/10.1016/j.enpol.2015.04.011
- Hannele Holttinen, Juha Kiviluoma, John McCann, Matthew Clancy, Michael Millgan, Ivan Pineda, Peter Borre Eriksen, Antje Orths, Ove Wolfgang. Reduction of CO<inf>2</inf> emissions due to wind energy - methods and issues in estimating operational emission reductions. 2015,,, 1-5. https://doi.org/10.1109/PESGM.2015.7286288
- Jay Apt. Recent results on the integration of variable renewable electric power into the US grid. MRS Energy & Sustainability 2015, 2 (1) https://doi.org/10.1557/mre.2015.7
- B. Arias, Y.A. Criado, A. Sanchez-Biezma, J.C. Abanades. Oxy-fired fluidized bed combustors with a flexible power output using circulating solids for thermal energy storage. Applied Energy 2014, 132 , 127-136. https://doi.org/10.1016/j.apenergy.2014.06.074
- Roberto Turconi, Davide Tonini, Christian F.B. Nielsen, Christian G. Simonsen, Thomas Astrup. Environmental impacts of future low-carbon electricity systems: Detailed life cycle assessment of a Danish case study. Applied Energy 2014, 132 , 66-73. https://doi.org/10.1016/j.apenergy.2014.06.078
- R. Turconi, C. O’Dwyer, D. Flynn, T. Astrup. Emissions from cycling of thermal power plants in electricity systems with high penetration of wind power: Life cycle assessment for Ireland. Applied Energy 2014, 131 , 1-8. https://doi.org/10.1016/j.apenergy.2014.06.006
- Jared Moore, Kyle Borgert, Jay Apt. Could Low Carbon Capacity Standards be More Cost Effective at Reducing CO2 than Renewable Portfolio Standards?. Energy Procedia 2014, 63 , 7459-7470. https://doi.org/10.1016/j.egypro.2014.11.783
- Joseph Wheatley. Quantifying CO2 savings from wind power. Energy Policy 2013, 63 , 89-96. https://doi.org/10.1016/j.enpol.2013.07.123
- F. Gutiérrez-Martín, R.A. Da Silva-Álvarez, P. Montoro-Pintado. Effects of wind intermittency on reduction of CO2 emissions: The case of the Spanish power system. Energy 2013, 61 , 108-117. https://doi.org/10.1016/j.energy.2013.01.057
- Kyle Siler-Evans, Inês Lima Azevedo, M. Granger Morgan, Jay Apt. Regional variations in the health, environmental, and climate benefits of wind and solar generation. Proceedings of the National Academy of Sciences 2013, 110 (29) , 11768-11773. https://doi.org/10.1073/pnas.1221978110
- David Luke Oates, Paulina Jaramillo. Production cost and air emissions impacts of coal cycling in power systems with large-scale wind penetration. Environmental Research Letters 2013, 8 (2) , 024022. https://doi.org/10.1088/1748-9326/8/2/024022



