SLIQ in data mining and application in the generation unit's bidding decision system of electricity market

Hongwen Yan, Rui Ma, X. Tong
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引用次数: 4

Abstract

A SLIQ algorithm which use Gini index to select attribute is presented in this paper . How to improve efficiency is also discussed. Some key aspects are introduced, such as splitting for numeric attributes and categorical attributes, presorting techniques, tree pruning, breadth-first growth strategy. A method based on SLIQ is applied to the generation unit's bidding decision system of electricity market. The knowledge that the ability of unit bidding is gained, Taking the market's demand, bidding price and the capacity of bidding unit into consideration, A numerical example has been used to illustrate the effect of the algorithm on generation unit's bidding decision system , This knowledge is very useful in supporting the generating bidding unit to make decisions and the electric agency, PX and ISO to design an optimal trade project
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SLIQ在数据挖掘中的应用及其在电力市场发电机组竞价决策系统中的应用
本文提出了一种利用基尼指数选择属性的SLIQ算法。并对如何提高效率进行了讨论。介绍了一些关键方面,如数字属性和分类属性的分割、预排序技术、树修剪、宽度优先增长策略。将基于SLIQ的方法应用于电力市场的发电机组竞价决策系统。在考虑市场需求、投标价格和投标单位容量的情况下,通过数值算例说明了该算法对发电机组投标决策系统的影响,为发电机组投标决策以及电力代理、PX和ISO设计最优交易方案提供了有力的支持
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