Title :
A methodology of estimating hybrid black-box - prior knowledge models of an industrial processes
Author :
Stachura, M. ; Janiszowski, Krzysztof
Author_Institution :
Fac. of Mechatron., Warsaw Univ. of Technol., Warsaw, Poland
Abstract :
The paper presents a combined prior knowledge - black-box approach to modeling of the dynamic systems. Proposed methodology assumes two basic steps: first an optimization of a physical model, using Particle Swarm Optimization algorithm is performed. Next, a black-box model is estimated so as to reduce the remaining error of the physical model. Proposed methodology was presented on the example of improving the accuracy of a pneumatic actuator physical model.
Keywords :
difference equations; fuzzy control; fuzzy set theory; large-scale systems; nonlinear systems; pneumatic actuators; black-box approach; complex nonlinear systems; difference equations; dynamic system modeling; fuzzy TSK model; fuzzy sets; industrial process; particle swarm optimization algorithm; physical model optimization; pneumatic actuator physical model; prior knowledge model; Adaptation models; Equations; Mathematical model;
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2011 16th International Conference on
Conference_Location :
Miedzyzdroje
Print_ISBN :
978-1-4577-0912-8
DOI :
10.1109/MMAR.2011.6031307