State realization with exogenous variables - A test on blast furnace data

Abstract In this study we present some preliminary evidence on state space modelling of the hot metal silicon content and temperature of pig iron using process data from an ironmaking blast furnace as a case study. The stationarity conditions of both the endogenous and exogenous vectors was studied by the augmented Dickey-Fuller test. The ADF test indicated that all processes are I(0). Significant Granger causality between the input and output processes is observed. Spectral analysis reveals that the trend and cyclical components common to both endogenous processes are concentrated at low frequencies. The input/output coherences reveal significant dependence at several frequencies. All these observations can be supported by practical experience.

[1]  Ralf Östermark,et al.  VARMAX-MODELLING OF BLAST FURNACE PROCESS VARIABLES , 1996 .

[2]  Hsiao-Ping Huang,et al.  THE ADAPTIVE AUTOREGRESSIVE MODELS FOR THE SYSTEM DYNAMICS AND PREDICTION OF BLAST FURNACE , 1986 .

[3]  P. J. Diggle,et al.  TESTS FOR COMPARING TWO ESTIMATED SPECTRAL DENSITIES , 1986 .

[4]  Michael Shimshoni,et al.  On Fisher's Test of Significance in Harmonic Analysis , 1971 .

[5]  J. Chiou,et al.  Blast Furnace System Identification by Maximum Likelihood Method , 1987 .

[6]  Peter C. Young,et al.  Identification and system parameter estimation , 1985 .

[7]  Heinz Unbehauen,et al.  Application of Mimo-Identification to a Blast Furnace , 1982 .

[8]  Masami Konishi,et al.  Forecasting System for Decreasing Heat Levels in Blast Furnace , 1988 .

[9]  Masanao Aoki,et al.  State Space Modeling of Time Series , 1987 .

[10]  C. Granger Investigating Causal Relations by Econometric Models and Cross-Spectral Methods , 1969 .

[11]  Ralf Östermark,et al.  Multiple input transfer function noise modelling in the time and frequency domain:empirical evidence from Monte Carlo simulations , 1993 .

[12]  M. Aoki,et al.  State space modeling of multiple time series , 1991 .

[13]  L. H. Koopmans The spectral analysis of time series , 1974 .

[14]  Silvano Bordignon,et al.  The Optimal Use of Provisional Data in Forecasting With Dynamic Models , 1989 .

[15]  Masanori Tokuda,et al.  The transfer of silicon from the gas phase to molten iron in the blast furnace , 1976 .

[16]  Chris Chatfield,et al.  The Analysis of Time Series: An Introduction , 1990 .

[17]  S. Mittnik Forecasting with balanced state space representations of multivariate distributed lag models , 1990 .

[18]  S. Wu,et al.  Identification of multiinput-multioutput transfer function and noise model of a blast furnace from closed-loop data , 1974 .