Title :
Decentralized direct adaptive Fuzzy-Neural control of an anaerobic digestion bioprocess plant
Author :
Baruch, Ieroham S. ; Galvan-Guerra, Rosalba
Author_Institution :
Dept. of Autom. Control, CINVESTAV-IPN, Mexico City
Abstract :
The paper proposed to use Fuzzy-Neural Multi-Model (FNMM) identification and control system for decentralized control of distributed parameter anaerobic wastewater treatment digestion bioprocess, carried out in a fixed bed and a recirculation tank. The distributed parameter analytical model of the digestion bioprocess is reduced to a lumped system using the orthogonal collocation method, applied in three collocation points (plus the recirculation tank), which are used as centers of the membership functions of the fuzzyfied space variable of the plant. The states of the proposed FNMM identifier are implemented by a direct feedback-feedforward hierarchical FNMM controller. The comparative graphical simulation results of the digestion anaerobic system control, obtained via learning, exhibited a good convergence, and precise reference tracking outperforming the optimal control.
Keywords :
adaptive control; biotechnology; decentralised control; feedback; feedforward; fuzzy control; neurocontrollers; optimal control; tanks (containers); wastewater treatment; anaerobic digestion bioprocess plant; collocation points; control system; decentralized control; decentralized direct adaptive fuzzy-neural control; digestion anaerobic system control; direct feedback-feedforward hierarchical FNMM controller; distributed parameter anaerobic wastewater treatment digestion bioprocess; distributed parameter analytical model; fixed bed tank; fuzzy-neural multimodel identification; graphical simulation; optimal control; orthogonal collocation method; recirculation tank; Adaptive control; Control systems; Distributed parameter systems; Neural networks; Optimal control; Programmable control; Recurrent neural networks; Reduced order systems; System identification; Wastewater treatment; Anaerobic digestion bioprocess plant; decentralized identification and control; direct hierarchical fuzzy-neural multi-model control system; distributed parameter system;
Conference_Titel :
Intelligent Systems, 2008. IS '08. 4th International IEEE Conference
Conference_Location :
Varna
Print_ISBN :
978-1-4244-1739-1
Electronic_ISBN :
978-1-4244-1740-7
DOI :
10.1109/IS.2008.4670452