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Adaptive and non-adaptive model predictive control of an irrigation channel
- Source :
- Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos), Agência para a Sociedade do Conhecimento (UMIC)-FCT-Sociedade da Informação, instacron:RCAAP
- Publication Year :
- 2009
- Publisher :
- American Institute of Mathematical Sciences (AIMS), 2009.
-
Abstract
- The performance achieved with both adaptive and non-adaptative Model Predictive Control (MPC) when applied to a pilot irrigation channel is evaluated. Several control structures are considered, corresponding to various degrees of centralization of sensor information, ranging from local upstream control of the different channel pools to multivariable control using only proximal pools, and centralized multivariable control relying on a global channel model. In addition to the non-adaptative version, an adaptive MPC algorithm based on redundantly estimated multiple models is considered and tested with and without feedforward of adjacent pool levels, both for upstream and downstream control. In order to establish a baseline, the results of upstream and local PID controllers are included for comparison. A systematic simulation study of the performances of these controllers, both for disturbance rejection and reference tracking is shown.
- Subjects :
- Statistics and Probability
Adaptive control
Computer science
Applied Mathematics
Multivariable calculus
channel
General Engineering
Feed forward
Water
PID controller
Ranging
Adaptive
Predictive
adaptative control
irrigation
Computer Science Applications
irrigation channels
Model predictive control
Control theory
Control
Upstream (networking)
canal
predictive control
Model
Communication channel
Subjects
Details
- ISSN :
- 1556181X
- Volume :
- 4
- Database :
- OpenAIRE
- Journal :
- Networks & Heterogeneous Media
- Accession number :
- edsair.doi.dedup.....13278f3d8a61ba57f86756d25b360b82
- Full Text :
- https://doi.org/10.3934/nhm.2009.4.303