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首页> 外文期刊>Journal of the Chinese Institute of Engineers. Series A >A BIDDING STRATEGY BASED ON THE FUZZY MARKOV DECISION PROCESS AND FUZZY-C-MEANS FOR A COMPETITIVE ELECTRIC POWER MARKET
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A BIDDING STRATEGY BASED ON THE FUZZY MARKOV DECISION PROCESS AND FUZZY-C-MEANS FOR A COMPETITIVE ELECTRIC POWER MARKET

机译:基于模糊马尔可夫决策过程和模糊C均值的竞争性电力市场竞标策略

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摘要

A bidder tends to win a bid over a horizon involving multiple transaction periods in a competitive electricity market. Therefore, a strategic bid should consider operation limits (e.g., line flow constraints and ramping rates for generators), current/forecast system loads and price information. A bidding strategy using the Fuzzy Markov Decision Process (FMDP) and Fuzzy-c-means (FCM) is proposed in this paper. The system states and the bidding strategies for a bidder are defined first. Because there are a great number of states, the states are clustered into several groups depending on the strategy number using FCM. The crisp transition probabilities are transformed into fuzzy transition probabilities using FMDP. Linear programming is used to solve the 1-0 problem: a state corresponds to a bidding strategy. A 30-bus system is used to illustrate the applicability of the proposed method.
机译:在竞争激烈的电力市场中,投标人往往会在涉及多个交易期间的范围内赢得投标。因此,策略性投标应考虑运行限制(例如,线路流量限制和发电机的升温速率),当前/预测的系统负载和价格信息。提出了一种基于模糊马尔可夫决策过程(FMDP)和模糊c均值(FCM)的投标策略。首先定义系统状态和投标人的投标策略。由于状态数量众多,因此使用FCM根据策略编号将状态分为几组。使用FMDP将明快转换概率转换为模糊转换概率。线性规划用于解决1-0问题:状态对应于出价策略。 30总线系统用于说明该方法的适用性。

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