Assessment of Conditional Value at Risk (CVaR) in transmission investment using Cross Entropy method

Jin-a Kim, Jaehee Lee, Sung-Kwan Joo
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引用次数: 2

Abstract

This paper presents a risk assessment method to measure the Conditional Value at Risk (CVaR) of a transmission expansion project using the Cross-Entropy (CE) method. In the transmission investment, there are various uncertainties such as demand, fuel costs and electricity prices. These uncertain factors can influence the future cash flow of a transmission expansion project and become risk factors for an investor. The CVaR can be used to give an investor an accurate indication of the potential losses for the transmission investment. However, the use of the Crude Monte Carlo (CMC) method in CVaR calculation requires a large computational effort to obtain reliable results. In this paper, the CE method is applied to reduce the computational effort in the CVaR calculation. A numerical example is presented to illustrate the effectiveness of the proposed CE-based CVaR method.
基于交叉熵法的输电投资条件风险值评估
本文提出了一种基于交叉熵法的输电扩建工程条件风险值(CVaR)的风险评估方法。在输电投资中,存在需求、燃料成本和电价等各种不确定性。这些不确定因素会影响输变电扩建项目未来的现金流,成为投资者的风险因素。CVaR可用于向投资者提供输电投资潜在损失的准确指示。然而,在CVaR计算中使用粗糙蒙特卡罗(CMC)方法需要大量的计算量才能获得可靠的结果。在CVaR计算中,本文采用CE法来减少计算量。最后给出了一个算例,说明了基于ce的CVaR方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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