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Fransman, J.E. (author), Sijs, J. (author), Dol, Henry (author), Theunissen, Erik (author), De Schutter, B.H.K. (author)
In this paper, the novel Distributed Bayesian (D-Bay) algorithm is presented for solving multi-agent problems within the Continuous Distributed Constraint Optimization Problem (C-DCOP) framework. This framework extends the classical DCOP framework towards utility functions with continuous domains. D-Bay solves a C-DCOP by utilizing Bayesian...
journal article 2023
document
Pippia, T.M. (author), Lago, Jesus (author), Coninck, Roel De (author), Sijs, J. (author), De Schutter, B.H.K. (author)
In the context of building heating systems control in office buildings, the current state-of-the-art applies either a deterministic Model Predictive Control (MPC) controller together with a nonlinear model, or a linearized model with a stochastic MPC controller. Deterministic MPC considers only one realization of the external disturbances,...
conference paper 2019
document
Pippia, T.M. (author), Sijs, J. (author), De Schutter, B.H.K. (author)
A single-level rule-based model predictive control (RBMPC) scheme is presented for optimizing the energy management of a grid-connected microgrid composed of local production units, renewable energy sources, local loads, and several types of energy storage systems (ESSs). The single-level controller uses two different models that yield different...
journal article 2019
document
Ananduta, Wicak (author), Pippia, T.M. (author), Ocampo-Martinez, Carlos (author), Sijs, J. (author), De Schutter, B.H.K. (author)
A novel partitioning approach for linear switching large-scale systems is presented. We assume that the modes of the switching system are unknown a priori but can be detected. We propose an online partitioning scheme that can partition the system when the mode switches, thus adapting the partition to the mode. Moreover, after the system has...
journal article 2019
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