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Multifractal based return interval approach for short-term electricity price volatility risk estimation

机译:基于多重分形的收益区间法估算短期电价波动风险

摘要

With the ever-increasing penetration level of renewable energy generation in a power system, more uncertainties are introduced and hence risk management in the electricity market associated is becoming a more difficult issue for a market participant in the context of optimising his/her portfolio. Among a lot of risk factors in the competitive electricity market environment, the highly volatile electricity price contributes most to the financial risk of the power portfolio, especially in a short-term risk management scenario such as the spot market and real-time balancing market. Some research work has shown that the fluctuations of electricity prices exhibit multifractal characteristics, but less work has been done on the price volatility risk evaluation based on the multifractal theory. This study hence examines the feasibility of applying the multifractal theory to analyse the electricity price fluctuation, and applies the multifractal theory for evaluating the financial risk caused by electricity price volatility. A modified return interval approach considering the parameters of multifractal characteristics is employed to estimate the value-at-risk (VaR) of the electricity price. The fluctuant electricity price data series in the Pennsylvania-New Jersey-Maryland energy market are employed to demonstrate the effectiveness of the proposed VaR estimation method for short-term electricity price volatility risk evaluation.
机译:随着电力系统中可再生能源发电渗透率的不断提高,引入了更多的不确定性,因此在优化其投资组合的背景下,与之相关的电力市场风险管理对于市场参与者而言已成为一个更加困难的问题。在竞争激烈的电力市场环境中,许多风险因素中,高波动的电价是电力投资组合财务风险的最大原因,尤其是在短期风险管理方案中,例如现货市场和实时平衡市场。一些研究工作表明,电价波动具有多重分形特征,但基于多重分形理论的价格波动风险评估工作却很少。因此,本研究检验了应用多重分形理论分析电价波动的可行性,并将多重分形理论用于评估电价波动所引起的金融风险。考虑多分形特征参数的改进返回间隔方法被用来估计电价的风险价值(VaR)。利用宾夕法尼亚州-新泽西州-马里兰州能源市场中波动的电价数据系列来证明所建议的VaR估算方法对短期电价波动风险评估的有效性。

著录项

  • 作者

    Liu WJ; Chung CY; Wen FS;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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