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Economic dispatch using fuzzy decision trees

机译:使用模糊决策树进行经济调度

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摘要

Previous work (Elec. Power Sys. Res. 56 (2000) 225) has demonstrated the capability of decision trees (DT) in solving optimisation problems for the economic dispatch (ED) problem including environmental constraints. This paper explains a new improvement in the DT technique by adding fuzzy logic (FL) to the unit limits and load (FLDT). By doing so, the numerical convergence of the overall technique improves. Furthermore, the generating cost obtained via FLDT is lower than that obtained with the classical formulation due to the fuzzyfying of the generating unit limits. Also, including the uncertainty of the load as a fuzzy load, new results are obtained that account not only for minimum cost but also for uncertainty. A 10 unit Chilean test system is used to validate and highlight the performance of this proposition.
机译:先前的工作(Elec。Power Sys。Res。56(2000)225)证明了决策树(DT)解决包括环境约束在内的经济调度(ED)问题的优化问题的能力。本文通过将模糊逻辑(FL)添加到单位限制和负载(FLDT)来说明DT技术的新改进。通过这样做,改善了整个技术的数值收敛性。此外,由于发电机组限制的模糊性,通过FLDT获得的发电成本低于用经典公式获得的发电成本。另外,将负荷的不确定性作为模糊负荷包括在内,可以获得不仅考虑最小成本而且考虑了不确定性的新结果。一个10个单位的智利测试系统用于验证和强调该命题的性能。

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