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An Extended Self-Organizing Map with Application to the Modeling of Pulse Jet Fabric Filters

机译:具有应用于脉冲喷射织物过滤器建模的扩展自组织地图

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Pulse jet fabric filters (PJFF) have become an attractive option of particulate collection utilities due to the feature that they can meet the stringent particulate emission limits regardless of variation in the operating conditions. The dynamics of the filter has complex nonlinear characteristics as reported in [1]. In this paper, the framework of local model networks (LMN) is employed to approximate the process dynamics of the pulse jet fabric filter that is subject to multiple operating regimes. To do so, an extended self-organizing map is employed to partition the PJFF's operating range and construct the LMN automatically. Simulation results illustrate the proposed approach and a comparison with the conventional approach is made.
机译:由于它们可以满足严格的微粒排放限制,脉冲喷射织物过滤器(PJFF)已成为颗粒收集公用事业的有吸引力的选择性。无论在操作条件的变化如何。滤波器的动态具有复杂的非线性特性,如[1]所报告。在本文中,采用本地模型网络(LMN)的框架来近似经受多个操作系统的脉冲喷射织物滤波器的过程动态。为此,采用扩展的自组织地图来分区PJFF的工作范围并自动构建LMN。仿真结果说明了所提出的方法和与传统方法的比较。

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