An interval-based stochastic dominance approach for decision making in forward contracts of electricity market

作者: Movahed Jamshidi , Hamed Kebriaei , Mohammad-Kazem Sheikh-El-Eslami

DOI: 10.1016/J.ENERGY.2018.06.050

关键词:

摘要: Abstract virtually, all decisions in financial markets are made the presence of uncertainty. Stochastic dominance is a well-known concept that broadly implemented for decision making under Thanks to advantages this approach, maker able exploit available information related uncertainties with stochastic nature. In paper, cope procedure forward contracts an electricity market, modified approach proposed. suggested framework, instead considering single value desirable goal each scenario benchmark, profit interval has been allocated reflect economic targets maker. next step, utilized problem framework. order find optimal profile such setting, two level optimization structure suggested. To end, at lower optimization, three different methods namely prospect dominance, conditional risk (CvaR) and hypothesis testing applied profiles number benchmarks, those stochastically generated around pre-specified benchmark. upper level, computed by using Mean-CvaR method. show practical aspects generalizability our proposed cases, including retailer producer’s problems determine their involvement futures market maximizing expected over given planning horizon, while controlling volatility raised from spot price consumer demand. The performance framework evaluated through simulation results relevant conclusions drawn.

参考文章(29)
Mattia Vallerio, Jan Hufkens, Jan Van Impe, Filip Logist, An interactive decision-support system for multi-objective optimization of nonlinear dynamic processes with uncertainty Expert Systems With Applications. ,vol. 42, pp. 7710- 7731 ,(2015) , 10.1016/J.ESWA.2015.05.038
Darinka Dentcheva, Andrzej Ruszczynski, Optimization with Stochastic Dominance Constraints Siam Journal on Optimization. ,vol. 14, pp. 548- 566 ,(2003) , 10.1137/S1052623402420528
Ralf Gollmer, Frederike Neise, Rüdiger Schultz, Stochastic Programs with First-Order Dominance Constraints Induced by Mixed-Integer Linear Recourse Siam Journal on Optimization. ,vol. 19, pp. 552- 571 ,(2008) , 10.1137/060678051
Miguel Carrión, Uwe Gotzes, Rüdiger Schultz, Risk aversion for an electricity retailer with second-order stochastic dominance constraints Computational Management Science. ,vol. 6, pp. 233- 250 ,(2009) , 10.1007/S10287-008-0091-2
Maria Teresa Vespucci, Marida Bertocchi, Stefano Zigrino, Laureano F. Escudero, Stochastic optimization models for power generation capacity expansion with risk management international conference on the european energy market. pp. 1- 8 ,(2013) , 10.1109/EEM.2013.6607352
Darinka Dentcheva, Gabriela Martinez, Two-stage stochastic optimization problems with stochastic ordering constraints on the recourse European Journal of Operational Research. ,vol. 219, pp. 1- 8 ,(2012) , 10.1016/J.EJOR.2011.11.044
Antonio J. Conejo, Javier Contreras, Rosa Espínola, Miguel A. Plazas, Forecasting electricity prices for a day-ahead pool-based electric energy market International Journal of Forecasting. ,vol. 21, pp. 435- 462 ,(2005) , 10.1016/J.IJFORECAST.2004.12.005