Optimal bidding of a virtual power plant on the Spanish day-ahead and intraday market for electricity
•Bidding on the Spanish spot markets can be planned as Markov decision process.•The problems solve sufficiently fast for the intended application.•Using intraday markets offers additional revenue over a pure day-ahead strategy.•Using complex bidding functions increases the out-of-sample profits. We...
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Published in | European journal of operational research Vol. 280; no. 2; pp. 639 - 655 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
16.01.2020
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Abstract | •Bidding on the Spanish spot markets can be planned as Markov decision process.•The problems solve sufficiently fast for the intended application.•Using intraday markets offers additional revenue over a pure day-ahead strategy.•Using complex bidding functions increases the out-of-sample profits.
We develop a multi-stage stochastic programming approach to optimize the bidding strategy of a virtual power plant (VPP) operating on the Spanish spot market for electricity. The VPP markets electricity produced in the wind parks it manages on the day-ahead market and on six staggered auction-based intraday markets. Uncertainty enters the problem via stochastic electricity prices as well as uncertain wind energy production. We set up the problem of bidding for one day of operation as a Markov decision process (MDP) that is solved using a variant of the stochastic dual dynamic programming algorithm. We conduct an extensive out-of-sample comparison demonstrating that the optimal policy obtained by the stochastic program clearly outperforms deterministic planning, a pure day-ahead strategy, a benchmark that only uses the day-ahead market and the first intraday market, as well as a proprietary stochastic programming approach developed in the industry. Furthermore, we study the effect of risk aversion as modeled by the nested Conditional Value-at-Risk as well as the impact of changes in various problem parameters. |
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AbstractList | •Bidding on the Spanish spot markets can be planned as Markov decision process.•The problems solve sufficiently fast for the intended application.•Using intraday markets offers additional revenue over a pure day-ahead strategy.•Using complex bidding functions increases the out-of-sample profits.
We develop a multi-stage stochastic programming approach to optimize the bidding strategy of a virtual power plant (VPP) operating on the Spanish spot market for electricity. The VPP markets electricity produced in the wind parks it manages on the day-ahead market and on six staggered auction-based intraday markets. Uncertainty enters the problem via stochastic electricity prices as well as uncertain wind energy production. We set up the problem of bidding for one day of operation as a Markov decision process (MDP) that is solved using a variant of the stochastic dual dynamic programming algorithm. We conduct an extensive out-of-sample comparison demonstrating that the optimal policy obtained by the stochastic program clearly outperforms deterministic planning, a pure day-ahead strategy, a benchmark that only uses the day-ahead market and the first intraday market, as well as a proprietary stochastic programming approach developed in the industry. Furthermore, we study the effect of risk aversion as modeled by the nested Conditional Value-at-Risk as well as the impact of changes in various problem parameters. |
Author | Rameseder, Gunther Wozabal, David |
Author_xml | – sequence: 1 givenname: David orcidid: 0000-0002-6656-9529 surname: Wozabal fullname: Wozabal, David email: david.wozabal@tum.de – sequence: 2 givenname: Gunther surname: Rameseder fullname: Rameseder, Gunther |
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Cites_doi | 10.1109/TPWRS.2013.2252633 10.1287/opre.2013.1175 10.1109/TPWRS.2010.2070884 10.1016/j.cor.2018.03.004 10.1109/TPWRS.2008.919430 10.1016/j.ijepes.2012.07.016 10.3150/bj/1072215199 10.1287/opre.2013.1182 10.1109/TPWRS.2009.2036810 10.1016/j.rser.2011.07.155 10.1109/TSTE.2015.2472576 10.1109/TPWRS.2015.2411332 10.1109/TPWRS.2015.2439060 10.1109/TPWRS.2015.2483781 10.1287/moor.1060.0204 10.1016/j.apenergy.2012.12.077 10.1109/TPWRS.2015.2493182 10.1016/j.eneco.2017.04.032 10.1109/TPWRS.2014.2330375 10.1049/iet-rpg:20060023 10.1016/j.apenergy.2012.05.039 10.1016/j.energy.2014.06.110 10.1109/TPWRS.2013.2273276 10.1109/TSG.2013.2259270 10.1016/j.enpol.2009.07.050 10.1016/j.apenergy.2016.02.011 10.1016/j.ejor.2018.08.001 10.1109/TPWRS.2013.2286094 10.1109/TPWRS.2015.2477466 10.1016/j.orl.2009.02.005 10.1016/j.ejor.2012.08.022 10.1016/j.jbankfin.2017.03.016 |
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References | Bally, Pagès (bib0001) 2003; 9 Momber, Siddiqui, Román, Söder (bib0023) 2015; 30 International Energy Agency (2016). World energy statistics 2016. International Energy Agency. Philpott, de Matos, Finardi (bib0031) 2013; 61 McNeil, Frey, Embrechts (bib0022) 2010 Fraunhofer ISI (2016). The impact of risks in renewable energy investments and the role of smart policies. Tech. rep. Pandžić, Morales, Conejo, Kuzle (bib0029) 2013; 105 Löhndorf, Shapiro (bib0018) 2019; 273 United Nations Framework Convention on Climate Change (2015). Adoption of the paris agreement, 21st conference of the parties, united nations. Zamani, Zakariazadeh, Jadid (bib0042) 2016; 169 Guerrero-Mestre, Sánchez de la Nieta, Contreras, Catalão (bib0012) 2016; 31 Gersema, Wozabal (bib0011) 2018; 95 OMIE (2016). Operador del mercado ibérico de energia. tech. rep. IPCC (2014). Climate change 2014: Synthesis report. contribution of working groups i, ii and iii to the fifth assessment report of the intergovernmental panel on climate change. IPCC, geneva, switzerland. Baringo, Conejo (bib0002) 2013; 28 Kazempour, Zareipour (bib0017) 2014; 29 Morales, Conejo, Pérez-Ruiz (bib0024) 2010; 25 Gersema, Wozabal (bib0010) 2017; 65 Shapiro, Tekaya, da Costa, Soares (bib0038) 2013; 224 Conejo, Morales, Kazempour, Siddiqui (bib0005) 2016 Ruszczyński, Shapiro (bib0035) 2006; 31 Schallenberg-Rodriguez, Haas (bib0036) 2012; 16 Heredia, Cuadrado, Corchero (bib0014) 2018; 96 Breymann, W., & Lüthi, D. (2013). ghyp: A package on generalized hyperbolic distributions. Tech. rep. Shapiro (bib0037) 2009; 37 OMEL (2016). Daily and intraday electricity market operating rules. tech. rep. Ding, Pinson, Hu, Song (bib0007) 2016; 7 Pandžić, Kuzle, Capuder (bib0028) 2013; 101 Powell (bib0032) 2011 Garcia-Gonzalez, de la Muela, Santos, Gonzalez (bib0009) 2008; 23 Baringo, Conejo (bib0003) 2016; 31 Zugno, Morales, Pinson, Madsen (bib0043) 2013; 28 Dabbagh, Sheikh-El-Eslami (bib0006) 2016; 31 Löhndorf, Wozabal, Minner (bib0020) 2013; 61 Peik-Herfeh, Seifi, Sheikh-El-Eslami (bib0030) 2013; 44 Tajeddini, Rahimi-Kian, Soroudi (bib0039) 2014; 73 Löhndorf, N., & Wozabal, D. (2017). Indifference pricing of natural gas storage contracts. Available via Optimization Online. Rahimiyan, Baringo (bib0034) 2016; 31 Mashhour, Moghaddas-Tafreshi (bib0021) 2011; 26 Muñoz, de la Nieta, Agustín, Contreras, Bernal-Agustín (bib0025) 2009; 37 Pudjianto, Ramsay, Strbac (bib0033) 2007; 1 Hellmers, Zugno, Skajaa, Morales (bib0013) 2016; 31 Vasirani, Kota, Cavalcante, Ossowski, Jennings (bib0041) 2013; 4 10.1016/j.ejor.2019.07.022_bib0004 10.1016/j.ejor.2019.07.022_bib0026 Ding (10.1016/j.ejor.2019.07.022_bib0007) 2016; 7 10.1016/j.ejor.2019.07.022_bib0008 Conejo (10.1016/j.ejor.2019.07.022_bib0005) 2016 10.1016/j.ejor.2019.07.022_bib0027 10.1016/j.ejor.2019.07.022_bib0040 Zamani (10.1016/j.ejor.2019.07.022_bib0042) 2016; 169 Peik-Herfeh (10.1016/j.ejor.2019.07.022_bib0030) 2013; 44 Powell (10.1016/j.ejor.2019.07.022_sbref0025) 2011 Dabbagh (10.1016/j.ejor.2019.07.022_bib0006) 2016; 31 Gersema (10.1016/j.ejor.2019.07.022_bib0011) 2018; 95 Morales (10.1016/j.ejor.2019.07.022_bib0024) 2010; 25 Garcia-Gonzalez (10.1016/j.ejor.2019.07.022_bib0009) 2008; 23 Philpott (10.1016/j.ejor.2019.07.022_bib0031) 2013; 61 Shapiro (10.1016/j.ejor.2019.07.022_bib0038) 2013; 224 Mashhour (10.1016/j.ejor.2019.07.022_bib0021) 2011; 26 Rahimiyan (10.1016/j.ejor.2019.07.022_bib0034) 2016; 31 McNeil (10.1016/j.ejor.2019.07.022_bib0022) 2010 Momber (10.1016/j.ejor.2019.07.022_bib0023) 2015; 30 Ruszczyński (10.1016/j.ejor.2019.07.022_bib0035) 2006; 31 10.1016/j.ejor.2019.07.022_bib0015 Tajeddini (10.1016/j.ejor.2019.07.022_bib0039) 2014; 73 Baringo (10.1016/j.ejor.2019.07.022_bib0002) 2013; 28 10.1016/j.ejor.2019.07.022_bib0019 Zugno (10.1016/j.ejor.2019.07.022_bib0043) 2013; 28 Shapiro (10.1016/j.ejor.2019.07.022_bib0037) 2009; 37 10.1016/j.ejor.2019.07.022_bib0016 Pandžić (10.1016/j.ejor.2019.07.022_bib0028) 2013; 101 Pudjianto (10.1016/j.ejor.2019.07.022_bib0033) 2007; 1 Hellmers (10.1016/j.ejor.2019.07.022_bib0013) 2016; 31 Heredia (10.1016/j.ejor.2019.07.022_bib0014) 2018; 96 Muñoz (10.1016/j.ejor.2019.07.022_bib0025) 2009; 37 Schallenberg-Rodriguez (10.1016/j.ejor.2019.07.022_bib0036) 2012; 16 Löhndorf (10.1016/j.ejor.2019.07.022_bib0018) 2019; 273 Baringo (10.1016/j.ejor.2019.07.022_bib0003) 2016; 31 Löhndorf (10.1016/j.ejor.2019.07.022_bib0020) 2013; 61 Vasirani (10.1016/j.ejor.2019.07.022_bib0041) 2013; 4 Gersema (10.1016/j.ejor.2019.07.022_bib0010) 2017; 65 Pandžić (10.1016/j.ejor.2019.07.022_bib0029) 2013; 105 Bally (10.1016/j.ejor.2019.07.022_bib0001) 2003; 9 Kazempour (10.1016/j.ejor.2019.07.022_bib0017) 2014; 29 Guerrero-Mestre (10.1016/j.ejor.2019.07.022_bib0012) 2016; 31 |
References_xml | – volume: 61 start-page: 810 year: 2013 end-page: 823 ident: bib0020 article-title: Optimizing trading decisions for hydro storage systems using approximate dual dynamic programming publication-title: Operation Research contributor: fullname: Minner – volume: 31 start-page: 2688 year: 2016 end-page: 2700 ident: bib0012 article-title: Optimal bidding of a group of wind farms in day-ahead markets through an external agent publication-title: IEEE Transactions on Power Systems contributor: fullname: Catalão – volume: 73 start-page: 958 year: 2014 end-page: 967 ident: bib0039 article-title: Risk averse optimal operation of a virtual power plant using two stage stochastic programming publication-title: Energy contributor: fullname: Soroudi – volume: 169 start-page: 324 year: 2016 end-page: 340 ident: bib0042 article-title: Day-ahead resource scheduling of a renewable energy based virtual power plant publication-title: Applied Energy contributor: fullname: Jadid – volume: 1 start-page: 10 year: 2007 ident: bib0033 article-title: Virtual power plant and system integration of distributed energy resources publication-title: IET Renewable Power Generation contributor: fullname: Strbac – volume: 31 start-page: 3572 year: 2016 end-page: 3582 ident: bib0006 article-title: Risk assessment of virtual power plants offering in energy and reserve markets publication-title: IEEE Transactions on Power Systems contributor: fullname: Sheikh-El-Eslami – volume: 37 start-page: 143 year: 2009 end-page: 147 ident: bib0037 article-title: On a time consistency concept in risk averse multistage stochastic programming publication-title: Operations Research Letters contributor: fullname: Shapiro – volume: 37 start-page: 5273 year: 2009 end-page: 5284 ident: bib0025 article-title: Optimal investment portfolio in renewable energy: The spanish case publication-title: Energy Policy contributor: fullname: Bernal-Agustín – volume: 30 start-page: 882 year: 2015 end-page: 891 ident: bib0023 article-title: Risk averse scheduling by a pev aggregator under uncertainty publication-title: IEEE Transactions on Power Systems contributor: fullname: Söder – year: 2016 ident: bib0005 article-title: Investment in Electricity Generation and Transmission: Decision Making under Uncertainty contributor: fullname: Siddiqui – volume: 23 start-page: 460 year: 2008 end-page: 468 ident: bib0009 article-title: Stochastic joint optimization of wind generation and pumped-storage units in an electricity market publication-title: IEEE Transactions on Power Systems contributor: fullname: Gonzalez – volume: 26 start-page: 949 year: 2011 end-page: 956 ident: bib0021 article-title: Bidding strategy of virtual power plant for participating in energy and spinning reserve markets-part i: Problem formulation publication-title: IEEE Transactions on Power Systems contributor: fullname: Moghaddas-Tafreshi – volume: 61 start-page: 957 year: 2013 end-page: 970 ident: bib0031 article-title: On solving multistage stochastic programs with coherent risk measures publication-title: Operations Research contributor: fullname: Finardi – volume: 65 start-page: 64 year: 2017 end-page: 74 ident: bib0010 article-title: An equilibrium pricing model for wind power futures publication-title: Energy Economics contributor: fullname: Wozabal – volume: 273 start-page: 650 year: 2019 end-page: 661 ident: bib0018 article-title: Modeling time-dependent randomness in stochastic dual dynamic programming publication-title: European Journal of Operational Research contributor: fullname: Shapiro – volume: 4 start-page: 1314 year: 2013 end-page: 1322 ident: bib0041 article-title: An agent-based approach to virtual power plants of wind power generators and electric vehicles publication-title: IEEE Transactions on Smart Grid contributor: fullname: Jennings – volume: 224 start-page: 375 year: 2013 end-page: 391 ident: bib0038 article-title: Risk neutral and risk averse stochastic dual dynamic programming method publication-title: European Journal of Operational Research contributor: fullname: Soares – volume: 28 start-page: 4645 year: 2013 end-page: 4654 ident: bib0002 article-title: Strategic offering for a wind power producer publication-title: IEEE Transactions on Power Systems contributor: fullname: Conejo – volume: 9 start-page: 1003 year: 2003 end-page: 1049 ident: bib0001 article-title: A quantization algorithm for solving multidimensional discrete-time optimal stopping problems publication-title: Bernoulli contributor: fullname: Pagès – year: 2011 ident: bib0032 article-title: Approximate dynamic programming publication-title: Solving the curses of dimensionality contributor: fullname: Powell – volume: 31 start-page: 2182 year: 2016 end-page: 2191 ident: bib0013 article-title: Operational strategies for a portfolio of wind farms and CHP plants in a two-price balancing market publication-title: IEEE Transactions on Power Systems contributor: fullname: Morales – volume: 105 start-page: 282 year: 2013 end-page: 292 ident: bib0029 article-title: Offering model for a virtual power plant based on stochastic programming publication-title: Applied Energy contributor: fullname: Kuzle – volume: 44 start-page: 88 year: 2013 end-page: 98 ident: bib0030 article-title: Decision making of a virtual power plant under uncertainties for bidding in a day-ahead market using point estimate method publication-title: International Journal of Electrical Power and Energy Systems contributor: fullname: Sheikh-El-Eslami – volume: 29 start-page: 686 year: 2014 end-page: 697 ident: bib0017 article-title: Equilibria in an oligopolistic market with wind power production publication-title: IEEE Transactions on Power Systems contributor: fullname: Zareipour – volume: 95 start-page: 217 year: 2018 end-page: 230 ident: bib0011 article-title: Risk-optimized pooling of intermittent renewable energy sources publication-title: Journal of Banking & Finance contributor: fullname: Wozabal – volume: 31 start-page: 1420 year: 2016 end-page: 1429 ident: bib0003 article-title: Offering strategy of wind-power producer: A multi-stage risk-constrained approach publication-title: IEEE Transactions on Power Systems contributor: fullname: Conejo – volume: 7 start-page: 163 year: 2016 end-page: 172 ident: bib0007 article-title: Integrated bidding and operating strategies for wind-storage systems publication-title: IEEE Transactions on Sustainable Energy contributor: fullname: Song – volume: 96 start-page: 316 year: 2018 end-page: 329 ident: bib0014 article-title: On optimal participation in the electricity markets of wind power plants with battery energy storage systems publication-title: Computers & Operations Research contributor: fullname: Corchero – volume: 101 start-page: 134 year: 2013 end-page: 141 ident: bib0028 article-title: Virtual power plant mid-term dispatch optimization publication-title: Applied Energy contributor: fullname: Capuder – volume: 28 start-page: 3440 year: 2013 end-page: 3450 ident: bib0043 article-title: Pool strategy of a price-maker wind power producer publication-title: IEEE Transactions on Power Systems contributor: fullname: Madsen – volume: 25 start-page: 554 year: 2010 end-page: 564 ident: bib0024 article-title: Short-term trading for a wind power producer publication-title: IEEE Transactions on Power Systems contributor: fullname: Pérez-Ruiz – volume: 31 start-page: 544 year: 2006 end-page: 561 ident: bib0035 article-title: Conditional risk mappings publication-title: Mathematics of Operations Research contributor: fullname: Shapiro – volume: 31 start-page: 2676 year: 2016 end-page: 2687 ident: bib0034 article-title: Strategic bidding for a virtual power plant in the day-ahead and real-time markets: A price-taker robust optimization approach publication-title: IEEE Transactions on Power Systems contributor: fullname: Baringo – volume: 16 start-page: 293 year: 2012 end-page: 305 ident: bib0036 article-title: Fixed feed-in tariff versus premium: A review of the current spanish system publication-title: Renewable and Sustainable Energy Reviews contributor: fullname: Haas – year: 2010 ident: bib0022 article-title: Quantitative Risk management: concepts, techniques, and tools: concepts, techniques, and tools. Princeton Series in Finance contributor: fullname: Embrechts – volume: 28 start-page: 3440 issue: 3 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0043 article-title: Pool strategy of a price-maker wind power producer publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2013.2252633 contributor: fullname: Zugno – volume: 61 start-page: 957 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0031 article-title: On solving multistage stochastic programs with coherent risk measures publication-title: Operations Research doi: 10.1287/opre.2013.1175 contributor: fullname: Philpott – volume: 26 start-page: 949 issue: 2 year: 2011 ident: 10.1016/j.ejor.2019.07.022_bib0021 article-title: Bidding strategy of virtual power plant for participating in energy and spinning reserve markets-part i: Problem formulation publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2010.2070884 contributor: fullname: Mashhour – ident: 10.1016/j.ejor.2019.07.022_bib0026 – volume: 96 start-page: 316 year: 2018 ident: 10.1016/j.ejor.2019.07.022_bib0014 article-title: On optimal participation in the electricity markets of wind power plants with battery energy storage systems publication-title: Computers & Operations Research doi: 10.1016/j.cor.2018.03.004 contributor: fullname: Heredia – ident: 10.1016/j.ejor.2019.07.022_bib0008 – year: 2011 ident: 10.1016/j.ejor.2019.07.022_sbref0025 article-title: Approximate dynamic programming publication-title: Solving the curses of dimensionality contributor: fullname: Powell – volume: 23 start-page: 460 issue: 2 year: 2008 ident: 10.1016/j.ejor.2019.07.022_bib0009 article-title: Stochastic joint optimization of wind generation and pumped-storage units in an electricity market publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2008.919430 contributor: fullname: Garcia-Gonzalez – volume: 44 start-page: 88 issue: 1 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0030 article-title: Decision making of a virtual power plant under uncertainties for bidding in a day-ahead market using point estimate method publication-title: International Journal of Electrical Power and Energy Systems doi: 10.1016/j.ijepes.2012.07.016 contributor: fullname: Peik-Herfeh – volume: 9 start-page: 1003 issue: 6 year: 2003 ident: 10.1016/j.ejor.2019.07.022_bib0001 article-title: A quantization algorithm for solving multidimensional discrete-time optimal stopping problems publication-title: Bernoulli doi: 10.3150/bj/1072215199 contributor: fullname: Bally – volume: 61 start-page: 810 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0020 article-title: Optimizing trading decisions for hydro storage systems using approximate dual dynamic programming publication-title: Operation Research doi: 10.1287/opre.2013.1182 contributor: fullname: Löhndorf – volume: 25 start-page: 554 issue: 1 year: 2010 ident: 10.1016/j.ejor.2019.07.022_bib0024 article-title: Short-term trading for a wind power producer publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2009.2036810 contributor: fullname: Morales – volume: 16 start-page: 293 issue: 1 year: 2012 ident: 10.1016/j.ejor.2019.07.022_bib0036 article-title: Fixed feed-in tariff versus premium: A review of the current spanish system publication-title: Renewable and Sustainable Energy Reviews doi: 10.1016/j.rser.2011.07.155 contributor: fullname: Schallenberg-Rodriguez – volume: 7 start-page: 163 issue: 1 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0007 article-title: Integrated bidding and operating strategies for wind-storage systems publication-title: IEEE Transactions on Sustainable Energy doi: 10.1109/TSTE.2015.2472576 contributor: fullname: Ding – volume: 31 start-page: 1420 issue: 2 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0003 article-title: Offering strategy of wind-power producer: A multi-stage risk-constrained approach publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2015.2411332 contributor: fullname: Baringo – volume: 31 start-page: 2182 issue: 3 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0013 article-title: Operational strategies for a portfolio of wind farms and CHP plants in a two-price balancing market publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2015.2439060 contributor: fullname: Hellmers – volume: 31 start-page: 2676 issue: 4 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0034 article-title: Strategic bidding for a virtual power plant in the day-ahead and real-time markets: A price-taker robust optimization approach publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2015.2483781 contributor: fullname: Rahimiyan – ident: 10.1016/j.ejor.2019.07.022_bib0015 – volume: 31 start-page: 544 issue: 3 year: 2006 ident: 10.1016/j.ejor.2019.07.022_bib0035 article-title: Conditional risk mappings publication-title: Mathematics of Operations Research doi: 10.1287/moor.1060.0204 contributor: fullname: Ruszczyński – ident: 10.1016/j.ejor.2019.07.022_bib0019 – volume: 105 start-page: 282 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0029 article-title: Offering model for a virtual power plant based on stochastic programming publication-title: Applied Energy doi: 10.1016/j.apenergy.2012.12.077 contributor: fullname: Pandžić – volume: 31 start-page: 3572 issue: 5 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0006 article-title: Risk assessment of virtual power plants offering in energy and reserve markets publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2015.2493182 contributor: fullname: Dabbagh – volume: 65 start-page: 64 issue: 6 year: 2017 ident: 10.1016/j.ejor.2019.07.022_bib0010 article-title: An equilibrium pricing model for wind power futures publication-title: Energy Economics doi: 10.1016/j.eneco.2017.04.032 contributor: fullname: Gersema – volume: 30 start-page: 882 issue: 2 year: 2015 ident: 10.1016/j.ejor.2019.07.022_bib0023 article-title: Risk averse scheduling by a pev aggregator under uncertainty publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2014.2330375 contributor: fullname: Momber – volume: 1 start-page: 10 issue: 1 year: 2007 ident: 10.1016/j.ejor.2019.07.022_bib0033 article-title: Virtual power plant and system integration of distributed energy resources publication-title: IET Renewable Power Generation doi: 10.1049/iet-rpg:20060023 contributor: fullname: Pudjianto – volume: 101 start-page: 134 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0028 article-title: Virtual power plant mid-term dispatch optimization publication-title: Applied Energy doi: 10.1016/j.apenergy.2012.05.039 contributor: fullname: Pandžić – volume: 73 start-page: 958 issue: 21 year: 2014 ident: 10.1016/j.ejor.2019.07.022_bib0039 article-title: Risk averse optimal operation of a virtual power plant using two stage stochastic programming publication-title: Energy doi: 10.1016/j.energy.2014.06.110 contributor: fullname: Tajeddini – volume: 28 start-page: 4645 issue: 4 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0002 article-title: Strategic offering for a wind power producer publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2013.2273276 contributor: fullname: Baringo – volume: 4 start-page: 1314 issue: 3 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0041 article-title: An agent-based approach to virtual power plants of wind power generators and electric vehicles publication-title: IEEE Transactions on Smart Grid doi: 10.1109/TSG.2013.2259270 contributor: fullname: Vasirani – ident: 10.1016/j.ejor.2019.07.022_bib0004 – volume: 37 start-page: 5273 issue: 12 year: 2009 ident: 10.1016/j.ejor.2019.07.022_bib0025 article-title: Optimal investment portfolio in renewable energy: The spanish case publication-title: Energy Policy doi: 10.1016/j.enpol.2009.07.050 contributor: fullname: Muñoz – year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0005 contributor: fullname: Conejo – ident: 10.1016/j.ejor.2019.07.022_bib0027 – year: 2010 ident: 10.1016/j.ejor.2019.07.022_bib0022 contributor: fullname: McNeil – ident: 10.1016/j.ejor.2019.07.022_bib0040 – volume: 169 start-page: 324 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0042 article-title: Day-ahead resource scheduling of a renewable energy based virtual power plant publication-title: Applied Energy doi: 10.1016/j.apenergy.2016.02.011 contributor: fullname: Zamani – volume: 273 start-page: 650 issue: 2 year: 2019 ident: 10.1016/j.ejor.2019.07.022_bib0018 article-title: Modeling time-dependent randomness in stochastic dual dynamic programming publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2018.08.001 contributor: fullname: Löhndorf – volume: 29 start-page: 686 issue: 2 year: 2014 ident: 10.1016/j.ejor.2019.07.022_bib0017 article-title: Equilibria in an oligopolistic market with wind power production publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2013.2286094 contributor: fullname: Kazempour – volume: 31 start-page: 2688 issue: 4 year: 2016 ident: 10.1016/j.ejor.2019.07.022_bib0012 article-title: Optimal bidding of a group of wind farms in day-ahead markets through an external agent publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2015.2477466 contributor: fullname: Guerrero-Mestre – volume: 37 start-page: 143 issue: 3 year: 2009 ident: 10.1016/j.ejor.2019.07.022_bib0037 article-title: On a time consistency concept in risk averse multistage stochastic programming publication-title: Operations Research Letters doi: 10.1016/j.orl.2009.02.005 contributor: fullname: Shapiro – volume: 224 start-page: 375 issue: 2 year: 2013 ident: 10.1016/j.ejor.2019.07.022_bib0038 article-title: Risk neutral and risk averse stochastic dual dynamic programming method publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2012.08.022 contributor: fullname: Shapiro – ident: 10.1016/j.ejor.2019.07.022_bib0016 – volume: 95 start-page: 217 year: 2018 ident: 10.1016/j.ejor.2019.07.022_bib0011 article-title: Risk-optimized pooling of intermittent renewable energy sources publication-title: Journal of Banking & Finance doi: 10.1016/j.jbankfin.2017.03.016 contributor: fullname: Gersema |
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SubjectTerms | Intraday trading Markov decision processes Stochastic dual dynamic programming Stochastic programming |
Title | Optimal bidding of a virtual power plant on the Spanish day-ahead and intraday market for electricity |
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