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A multiobjective-based switching topology for hierarchical model predictive control applied to a hydro-power valley
- Source :
- ICONS, Digital.CSIC. Repositorio Institucional del CSIC, instname, Recercat. Dipósit de la Recerca de Catalunya, UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Publication Year :
- 2013
- Publisher :
- Elsevier BV, 2013.
-
Abstract
- Trabajo presentado al 3rd IFAC International Conference on Intelligent Control and Automation Science (2013).<br />In a Hierarchical Model Predictive Control (H-MPC) framework, this paper explores suitable time-variant structures for the hierarchies of different local MPC controllers. The idea is to adapt to different operational conditions by changing the importance of the local controllers. This is done by defining the level of the hierarchy they belong to, and solving within each level the local MPC problem using the information provided by the higher levels at the current time step and the predicted information from the lower levels obtained in the previous time step. As selecting a hierarchy results in a combinatorial optimization problem, it is explicitly solved for a limited number of relevant topologies only and then the switching between topologies is defined with a multiobjective optimizer, so as to decide the best H-MPC scheme according to the expected performance. A comparison with fixed-topology H-MPC controllers is done, showing the effectiveness of the proposed approach for the power control of a hydro-power valley.<br />Research supported by the European 7th Framework Net-work of Excellence Highly complex and networked control systems (HYCON2), the European COST Action TU1102 and COLCIENCIAS through Fondo Nacional de Financiamiento Para la Ciencia la Tecnología y la Innovación, Francisco Jose de Caldas, project Modelamiento y control de tráfico urbano en la ciudad de Medellín contract number 0941-2012. The work of C. Ocampo-Martinez has been supported by Secretaria d’Universitats i Recerca i del Departament d’Economia i Coneixement - Generalitat de Catalunya and the the EU Project EFFINET (FP7-ICT-2011-8-31855)
- Subjects :
- hierarchical model predictive control [automation control theory optimisation predictive control Author keywords]
0209 industrial biotechnology
Engineering
Mathematical optimization
Informàtica::Automàtica i control [Àrees temàtiques de la UPC]
hydro-power valley
Control, Teoria de
Astrophysics::Cosmology and Extragalactic Astrophysics
02 engineering and technology
Network topology
Multi-objective optimization
Hierarchical database model
Power systems
Electric power system
020901 industrial engineering & automation
020401 chemical engineering
Supervisory control
Control theory
Process control
multiobjective optimization
0204 chemical engineering
switching topologies
business.industry
supervisory control
Agriculture
Environmental systems
Manufacturing
Model predictive control
Control theory::Predictive control [Classificació INSPEC]
business
Power control
Subjects
Details
- ISSN :
- 14746670
- Volume :
- 46
- Database :
- OpenAIRE
- Journal :
- IFAC Proceedings Volumes
- Accession number :
- edsair.doi.dedup.....c50af1009bc8706015ae2b72150b7519
- Full Text :
- https://doi.org/10.3182/20130902-3-cn-3020.00042