A multiobjective-based switching topology for hierarchical model predictive control applied to a hydro-power valley
Tipus de documentText en actes de congrés
Condicions d'accésAccés obert
Projecte de la Comissió EuropeaEfficient Integrated Real-time Monitoring and Control of Drinking Water Networks (EC-FP7-318556)
Highly-complex and networked control systems (EC-FP7-257462)
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.
CitacióNuñez, A. [et al.]. A multiobjective-based switching topology for hierarchical model predictive control applied to a hydro-power valley. A: IFAC International Conference on Intelligent Control and Automation Science. "Proceedings of the 3rd IFAC International Conference on Intelligent Control and Automation Science". Chengdu: 2013, p. 534-539.