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MODEL PARAMETER VALUE ESTIMATION DEVICE AND ESTIMATION METHOD, PROGRAM, RECORDING MEDIUM WITH PROGRAM RECORDED THERETO, AND MODEL PARAMETER VALUE ESTIMATION SYSTEM
MODEL PARAMETER VALUE ESTIMATION DEVICE AND ESTIMATION METHOD, PROGRAM, RECORDING MEDIUM WITH PROGRAM RECORDED THERETO, AND MODEL PARAMETER VALUE ESTIMATION SYSTEM
A model parameter value estimator 100 including: a plant model 2 which is a preset physical model simulating an operation of a target product, to which a model parameter value is input, and which computes a process value; a model parameter value estimation section 3 which estimates the model parameter value with a higher likelihood on the basis of the process value; an accumulation section 4 which accumulates a computation result of the model parameter value estimation section 3; and an output section 5 which outputs the computation result of the model parameter value estimation section 3, wherein a measurement value of the target product and a plurality of process values computed by the plant model 2 are input to the model parameter value estimation section 3, and the model parameter value estimation section 3 performs Bayesian updating on a probability density function accumulated in the accumulation section 4 while regarding a function generated on the basis of accuracy evaluation of each of the plurality of process values with respect to the measurement value as a likelihood function. It is thereby possible to provide an estimator and an estimation method for model parameter value estimation capable of estimating a model parameter value even if a distribution profile and statistics for the probability density function are unknown or difficult to estimate.
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