遗传在博弈论市场均衡策略分析中的应用

Zhenglin Yang, G. Tang
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引用次数: 6

摘要

在寡头垄断竞争电力市场中,市场参与者的竞价策略和效用是相互作用的,一个市场参与者的竞价变化会影响其他市场参与者的策略和效用。由于市场参与者与竞争对手信息不完全的博弈特点,需要博弈论的重要工具来分析市场参与者的行为,预测电力市场的发展趋势。电力市场运行的实际情况,如市场参与者的多约束竞价曲线、交易者的多类型竞价策略、复杂的市场规则等,使得博弈论分析电力市场的均衡策略难以克服。本文提出了一种反映电力实际情况的博弈论与遗传算法相结合的分析模型。首先,介绍了博弈论的一般分析方法。然后,分析了投标曲线的约束条件和类型,构建了投标曲线模型,定义了各参与方的交易效用计算模型。最后,利用博弈论构建了市场均衡分析模型,并用遗传算法实现了市场均衡分析模型。在市场均衡分析中,每个市场参与者可能拥有多个具有独立约束和竞价曲线的竞价单元。计算结果表明,本文提出的分析方法符合电力市场的实际运行情况,充分反映了运行中的电力市场规律,能够解释市场参与者的竞价行为。竞价策略均衡组合的分析结果可直接用于供电商的竞价决策和市场清晰的价格预测,并可在供电商的竞价决策技术支持系统中发挥重要作用。
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Application of genetic on analysis of market equilibrium strategy with game theory
In oligopoly competition electricity market, bidding strategy and utility of market participants interact each other, which means any change of bidding made by one market participant will influence the strategy and utility of all other market participants. Because of the characteristics of gaming between market participant and incomplete information of opponents, an important tool of game theory is needed to analyze behavior of market participants and to forecaste tendency of electricity market. The actual situations of electricity market in operation, such as multi-constrained bidding curve of market participants, multi- types of bidding strategy of traders, and complex market rules, make it insurmountable for game theory to analyze the equilibrium strategy of electricity market. This paper presented an combination analysis model of game theory and genetic algorithm to reflect the actual situation of electricity. Firstly, the general analysis method of game theory is introduced . Then, the constraints and types of bidding curve are analyzed, bidding curve model is constructed, and the transaction utility calculation model of all participants is defined. Eventually, the analysis model of market equilibrium is constructed with game theory, and is implemented with genetic algorithm. In the market equilibrium analysis, each market participants might own multiple bidding units which has independent constraints and bidding curves. Calculation results indicate that the analysis method presented in this paper was consistent with actual operation of electricity market, fully reflected the market rule of electricity in operation, and could interpret the bidding behavior of market participants. Analysis results of bidding strategy equilibrium combination could be used directly in bidding decision-making of power provider and market clear price forecasting, and might play a great role in power provider bidding decision-making technical support system.
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