Multi-output radial basis function interpolation of saturated steam table for full scope simulator design

Shweta Khushu, F. Kazi
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Abstract

Full scope simulators in nuclear or fossil power plants rely heavily on steam tables since most of their equipment operate in the saturation pressure/temperature region. The process of simulating the behavior of such plants involves trade-off between simulation cycle time and the available memory space. It is difficult to store entire steam table in the memory as they may adversely affect the computation and space complexity. This paper presents a novel approach of interpolating the steam table by radial basis function network (RBFN) that overcomes the shortcomings of storing the entire table. The paper uses multi-output RBFN architecture. The paper further shows applicability of forward bulk orthogonal least squares (OLS) algorithm for optimum center selection of RBFN. Various radial basis functions are tested for the regression purpose and their corresponding mean square errors are compared with existing ANSI standard.
饱和蒸汽台多输出径向基函数插值全范围模拟器设计
核电站或化石电厂的全范围模拟器严重依赖蒸汽工作台,因为它们的大多数设备都在饱和压力/温度区域运行。模拟这些植物行为的过程涉及到模拟周期时间和可用内存空间之间的权衡。由于蒸汽表会影响计算和空间复杂度,因此很难将整个蒸汽表存储在内存中。提出了一种利用径向基函数网络(RBFN)插值蒸汽表的新方法,克服了存储整个蒸汽表的缺点。本文采用多输出RBFN架构。进一步证明了前向体正交最小二乘算法在RBFN最优中心选择中的适用性。对各种径向基函数进行了回归测试,并与现有的ANSI标准进行了均方误差比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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