TY - GEN
T1 - Modeling of quadruple tank system using support vector regression
AU - Uçak, Kemal
AU - Öke, Gülay
PY - 2011
Y1 - 2011
N2 - In this paper, ε - Support Vector Regression (SVR) method is employed to model a quadruple tank system. For a successful and reliable analysis and synthesis in control engineering, primarily, the correct estimation of system model is of great significance. SVR can be used as an important tool in modeling, since it has a good generalization ability, owing to its basic properties of structural risk minimization and ensuring global minima. This suggests the use of SVR in intelligent modeling of nonlinear systems and in tuning of controller parameters based on this system model. In this work, we employ SVR to model a quadruple tank system, as an example of MIMO process modeling. We present and discuss our simulation results.
AB - In this paper, ε - Support Vector Regression (SVR) method is employed to model a quadruple tank system. For a successful and reliable analysis and synthesis in control engineering, primarily, the correct estimation of system model is of great significance. SVR can be used as an important tool in modeling, since it has a good generalization ability, owing to its basic properties of structural risk minimization and ensuring global minima. This suggests the use of SVR in intelligent modeling of nonlinear systems and in tuning of controller parameters based on this system model. In this work, we employ SVR to model a quadruple tank system, as an example of MIMO process modeling. We present and discuss our simulation results.
KW - MIMO System
KW - NARX Model
KW - Quadruple Tank System
KW - Support Vector Regression
UR - https://www.scopus.com/pages/publications/79961190868
U2 - 10.1109/INISTA.2011.5946116
DO - 10.1109/INISTA.2011.5946116
M3 - Conference contribution
AN - SCOPUS:79961190868
SN - 9781612849195
T3 - INISTA 2011 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications
SP - 234
EP - 240
BT - INISTA 2011 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications
T2 - 2011 International Symposium on INnovations in Intelligent SysTems and Applications, INISTA 2011
Y2 - 15 June 2011 through 18 June 2011
ER -