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A Fuzzy Modeling Method Based on Dirichlet Process Mixture Model for Blast Furnace Gas System

机译:基于Dirichlet过程混合模型的高炉煤气系统模糊建模方法。

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In this paper, a fuzzy modeling method based on Dirichlet process mixture model for fuzzy rules clustering is proposed. The Dirichlet process mixture model is adopted to divide the input space into several clusters, which can avoid the problem of deviating from the actual situation due to the lack of prior knowledge and operation experience. The dynamic clustering process makes the system have a certain adaptive capability during the modeling process, and the clustering judgment probability is used as the membership to determine the conclusion parameters. The experimental results using the data of blast furnace gas, which demonstrates the feasibility of the proposed model.
机译:提出了一种基于狄利克雷过程混合模型的模糊规则聚类模糊建模方法。采用Dirichlet过程混合模型将输入空间划分为多个簇,可以避免由于缺乏先验知识和操作经验而导致偏离实际情况的问题。动态聚类过程使系统在建模过程中具有一定的自适应能力,并以聚类判断概率作为隶属度来确定结论参数。利用高炉煤气数据的实验结果证明了该模型的可行性。

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