Risk Analysis on Large Consumer's Multi-phase Power Purchasing Portfolio Based on Higher Moments Volatility Characteristics
Abstract
During direct power purchasing, large consumers need synthetically consider the balance between risk and profit, and purchase power among multi-markets and during multi-phases. In the short-term market, electricity price usually have such characteristics as strong volatility with excess kurtosis and heavy-tail. In this paper, the time-varying characteristics of second, third and fourth moments of spot price are considered, and Roulette simulate method is proposed by using the ARIMA-GJRSK model to fit spot price series. Then, as to day-ahead market and spot market, an optimal direct purchasing portfolio model is built with such objectives as the maximizing expected profit and minimizing multi-phase coherent risk measurement index. Calculation result shows that multi-phase power purchasing portfolio strategy is better than single-phase successive decision-making scheme, and proposed model provides reference for large consumers' power purchasing decision-making and its risk measurement.
