Title :
A neuro-fuzzy controller for axial power distribution an nuclear reactors
Author :
Na, Man Gyun ; Upadhyaya, Belle R.
Author_Institution :
Nucl. Eng. Dept., Chosun Univ., Kwangju, South Korea
fDate :
2/1/1998 12:00:00 AM
Abstract :
A neuro-fuzzy control algorithm is applied for the core power distribution in a pressurized water reactor. The inputs of the neural fuzzy system are composed of data from each region of the reactor core. Rule outputs consist of linear combinations of their inputs (first-order Sugeno-Takagi type). The consequent and antecedent parameters of the fuzzy rules are updated by the backpropagation method. The reactor model used for computer simulations is a two-point xenon oscillation model based on the nonlinear xenon and iodine balance equations and the one group, one-dimensional neutron diffusion equation having nonlinear power reactivity feedback. The reactor core is axially divided into two regions, and each region has one input and one output and is coupled with the other region. The interaction between the regions of the reactor core is treated by a decoupling scheme. This proposed control method exhibits very fast response to a step or a ramp change of target axial offset without any residual flux oscillations between the upper and lower halves of the reactor core.
Keywords :
backpropagation; control nonlinearities; control system synthesis; distribution networks; fission reactor core control; fission reactor design; fuzzy control; fuzzy neural nets; multivariable control systems; neurocontrollers; neutron diffusion; neutron flux; nuclear power stations; optimal control; power system analysis computing; power system control; reactivity (fission reactors); 2-point xenon oscillation model; SISO process; axial power distribution; backpropagation; computer simulation; core power distribution; decoupling scheme; first-order Sugeno-Takagi inputs; fuzzy rules; linear combination of inputs; multivariable case; neuro-fuzzy controller; nonlinear power reactivity feedback; nuclear reactors; one-dimensional neutron diffusion equation; pressurized water reactor; rule outputs; Backpropagation; Computer simulation; Fission reactors; Fuzzy systems; Inductors; Nonlinear equations; Power distribution; Power system modeling; Pressure control; Xenon;
Journal_Title :
Nuclear Science, IEEE Transactions on