Identification and control of anaerobic digesters using adaptive, on-line trained neural networks
C Emmanouilides, L Petrou - Computers & chemical engineering, 1997 - Elsevier
This paper introduces an anaerobic digestion identification and control scheme, based on
adaptive, on-line trained neural networks. Anaerobic digestion is a complex, nonlinear …
adaptive, on-line trained neural networks. Anaerobic digestion is a complex, nonlinear …
Adaptive recurrent neural network control of biological wastewater treatment
IS Baruch, P Georgieva… - … Journal of Intelligent …, 2005 - Wiley Online Library
Three adaptive neural network control structures to regulate a biological wastewater
treatment process are introduced: indirect, inverse model, and direct adaptive neural control …
treatment process are introduced: indirect, inverse model, and direct adaptive neural control …
Adaptive model-based control using neural networks
Identification and control of nonlinear processes can be achieved using neural networks.
However, previous work extending the identification to the on-line adaptive case has …
However, previous work extending the identification to the on-line adaptive case has …
Advanced controlling of anaerobic digestion by means of hierarchical neural networks
P Holubar, L Zani, M Hager, W Fröschl, Z Radak… - Water Research, 2002 - Elsevier
In this work several feed-forward back propagation neural networks (FFBP) were trained in
order to model, and subsequently control, methane production in anaerobic digesters. To …
order to model, and subsequently control, methane production in anaerobic digesters. To …
[PDF][PDF] Neural emulator and controller with decoupled adaptive rates for nonlinear systems: Application to chemical reactors
A Atig, F Druaux, D Lefebvre, K Abderrahim… - International Journal on …, 2010 - sta-tn.com
In this paper, we develop an indirect adaptive control structure based on recurrent neural
networks. An adaptive emulator inspired from the Real Time recurrent Learning algorithm is …
networks. An adaptive emulator inspired from the Real Time recurrent Learning algorithm is …
Development of adaptive neural networks for flexible control of batch processes
JL Dirion, M Cabassud, MV Le Lann… - … Engineering Journal and …, 1996 - Elsevier
This paper deals with the application of a neural controller for temperature control of a batch
reactor. The term “neural controller” is used to refer to a multilayer neural network which …
reactor. The term “neural controller” is used to refer to a multilayer neural network which …
Neural networks-based adaptive control for a class of nonlinear bioprocesses
E Petre, D Selişteanu, D Şendrescu… - Neural Computing and …, 2010 - Springer
The paper studies the design and analysis of a neural adaptive control strategy for a class of
square nonlinear bioprocesses with incompletely known and time-varying dynamics. In fact …
square nonlinear bioprocesses with incompletely known and time-varying dynamics. In fact …
An analysis of the application of machine learning techniques in anaerobic digestion
This study aims to investigate the use of machine learning in the field of anaerobic digestion.
This process involves breaking down organic matter without oxygen to produce biogas. In …
This process involves breaking down organic matter without oxygen to produce biogas. In …
Evaluation of control strategies for anaerobic digestion processes
M Perrier, D Dochain - … journal of adaptive control and signal …, 1993 - Wiley Online Library
Adaptive non‐linear controller designs for various controlled variables are evaluated for the
operation of the anaerobic digestion process. The selected controlled variables are the …
operation of the anaerobic digestion process. The selected controlled variables are the …
Neural networks based adaptive control of a fermentation bioprocess for lactic acid production
E Petre, D Selişteanu, D Şendrescu - Intelligent Decision Technologies …, 2011 - Springer
This work deals with the design and analysis of some nonlinear and neural adaptive control
strategy for a lactic acid production that is carried out in continuous stirred tank bioreactors …
strategy for a lactic acid production that is carried out in continuous stirred tank bioreactors …