DocumentCode :
234838
Title :
Multi-output radial basis function interpolation of saturated steam table for full scope simulator design
Author :
Khushu, Shweta ; Kazi, Faruk
Author_Institution :
Centre of Excellence in Complex & Nonlinear Dynamical Syst., VJTI, Mumbai, India
fYear :
2014
fDate :
7-9 Aug. 2014
Firstpage :
595
Lastpage :
600
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.
Keywords :
interpolation; least mean squares methods; power engineering computing; radial basis function networks; steam power stations; ANSI standard; OLS algorithm; RBFN; forward bulk orthogonal least square algorithm; full scope simulator design; mean square errors; multioutput radial basis function interpolation; radial basis function network; saturated steam table; steam table interpolation; Accuracy; Computational modeling; Covariance matrices; Junctions; Radio access networks; Splines (mathematics); Power plant simulation; artificial neural network; full scope simulators; radial basis function networks; saturated steam water space;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Contemporary Computing (IC3), 2014 Seventh International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-5172-7
Type :
conf
DOI :
10.1109/IC3.2014.6897240
Filename :
6897240
Link To Document :
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