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Self-scheduling approach for large consumers in competitive electricity markets based on a probabilistic fuzzy system

机译:基于概率模糊系统的竞争性电力市场中大型消费者的自调度方法

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摘要

In competitive energy markets, large energy consumers are confronted with risks associated with energy prices. As the volatility in price of electricity is higher than that of other energy sources, this problem may become more pronounced for large electricity consumers. Hence, large industries should always seek sound paradigms for maximisation of their profit considering the risk caused by uncertainty within the planning horizon. In this study, a new fuzzy-based decision-making system for procurement of electricity from different sources is proposed which helps large industries to reach a compromise between the profit and risk. The simple but efficient technique of fuzzy ;1;-cuts is applied for modelling the mentioned electricity pool price uncertainty in our problem. By using this modelling, a decision is made to maximise the profit of a consumer for different ;1;-cuts corresponding to different levels of uncertainty. Therefore a range of decision-making with different strategies of profit-uncertainty is established and the consumer, depending on being a risk-taker or being risk-averse, can choose the appropriate strategy. To evaluate the proposed approach, a cement factory in north-eastern part of Iran (Khorasan Province) has been selected as the industrial consumer through a 12-week scheduling plan.
机译:在竞争激烈的能源市场中,大型能源消费者面临与能源价格相关的风险。由于电价的波动性高于其他能源的波动性,因此对于大型用电者而言,这一问题可能变得更加突出。因此,考虑到规划范围内不确定性所带来的风险,大型行业应始终寻求合理的范式以最大化其利润。在这项研究中,提出了一种新的基于模糊的决策系统,用于从不同来源采购电力,该系统可以帮助大型行业实现利润和风险之间的折衷。一种简单但有效的模糊; 1;割线技术被用于对我们的问题中提到的电价不确定性进行建模。通过使用此模型,可以做出决定,以使对应于不同不确定性级别的不同; 1;切割最大化消费者的利润。因此,建立了具有不同利润不确定性策略的决策范围,并且消费者可以根据自己是冒险者还是规避风险来选择适当的策略。为了评估提议的方法,已通过12周的计划计划选择了伊朗东北部(霍拉桑省)的一家水泥厂作为工业用户。

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