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- Jacobs, A. (author), Vangrunderbeek, J. (author), Beckers, H. (author), De Schutter, F. (author), Luyten, J. (author), Van Landschoot, R. (author), Schoonman, J. (author), Kapteijn, F. (author), Moulijn, J. (author), Nater, K. (author), Prins, W. (author) journal article 1993
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- Hoogendoorn, S.P. (author), De Schutter, B. (author), Schuurman, H. (author) journal article 2003
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- Hegyi, A. (author), De Schutter, Bart (author), Hellendoorn, J. (author) journal article 2005
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- Van den Berg, M. (author), Hegyi, A. (author), De Schutter, B. (author), Hellendoorn, H. (author) journal article 2007
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- Ye, G. (author), Liu, X. (author), Poppe, A.M. (author), De Schutter, G. (author), Van Breugel, K. (author) journal article 2007
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- Necoara, I. (author), De Schutter, B. (author), Van Den Boom, T.J.J. (author), Hellendoorn, H. (author) journal article 2007
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Busoniu, L. (author), Babuska, R. (author), De Schutter, B. (author)Multiagent systems are rapidly finding applications in a variety of domains, including robotics, distributed control, telecommunications, and economics. The complexity ofmany tasks arising in these domains makes them difficult to solve with preprogrammed agent behaviors. The agents must, instead, discover a solution on their own, using learning....journal article 2008
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Corona, D. (author), De Schutter, B. (author)The design of an adaptive cruise controller for a SMART car, a type of small car, is proposed as a benchmark setup for several model predictive control methods for nonlinear and piecewise affine systems. Each of these methods has been already applied to specific case studies, different from method to method. This paper has therefore the purpose...journal article 2008
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Lendek, Z. (author), Babuska, R. (author), De Schutter, B. (author)A large class of nonlinear systems can be well approximated by Takagi-Sugeno (TS) fuzzy models with linear or affine consequents. It is well known that the stability of these consequent models does not ensure the stability of the overall fuzzy system. Therefore, several stability conditions have been developed for TS fuzzy systems. We study a...journal article 2009
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Doan, D. (author), Keviczky, T. (author), Negenborn, R.R. (author), De Schutter, B. (author)Optimization techniques have played a fundamental role in designing automatic control systems for the most part of the past half century. This dependence is ever more obvious in today’s wide-spread use of online optimization-based control methods, such as Model Predictive Control (MPC) [1]. The ability to capture process constraints and...journal article 2009
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Houwing, M. (author), Negenborn, R.R. (author), De Schutter, B. (author)With the increasing application of distributed energy resources and novel information technologies in the electricity infrastructure, innovative possibilities to incorporate the demand side more actively in power system operation are enabled. A promising, controllable, residential distributed generation technology is a microcombined heat and...journal article 2011
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Van den Boom, T.J.J. (author), De Schutter, B. (author)Switching max-plus-linear (SMPL) systems are discrete-event systems that can switch between different modes of operation. In each mode the system is described by a max-plus-linear state equation and a max-plus-linear output equation, with different system matrices for each mode. The switching may depend on the inputs and the states, or it may be...journal article 2012
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Nunez Vicencio, A.A. (author), Ocampo-Martinez, C. (author), Maestre, J.M. (author), De Schutter, B.H.K. (author)The Non-Centralized Model Predictive Control (NC-MPC) framework refers in this paper to any distributed, hierarchical, or decentralized model predictive controller (or a combination of them) the structure of which can change over time and the control actions of which are not obtained based on a centralized computation. Within this framework, we...journal article 2015
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Verbert, K.A.J. (author), De Schutter, B.H.K. (author), Babuska, R. (author)Adequate fault diagnosis requires actual system data to discriminate between healthy behavior and various types of faulty behavior. Especially in large networks, it is often impracticable to monitor a large number of variables for each subsystem. This results in a need for fault diagnosis methods that can work with a limited set of monitoring...journal article 2016
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Portilla, C (author), Valencia, F (author), Espinosa, J (author), Nunez, Alfredo (author), De Schutter, B.H.K. (author)In this paper, a model predictive control approach for improving the efficiency of bicycling as part of intermodal transportation systems is proposed. Considering a dedicated bicycle lanes infrastructure, the focus in this paper is to optimize the dynamic interaction between bicycles and vehicles at the multimodal urban traffic intersections. In...journal article 2016
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Zheng, Kunpeng (author), Adriaensens, Peter (author), De Schutter, Geert (author), Ye, G. (author), Taerwe, Luc (author)This work is intended to provide a better understanding about the properties and roles of the reaction rim in an alkali-silica reaction. A simplified calcium-alkali-silicate system was created to simulate the multiple interactions among reactive silica, alkaline solution and portlandite near the aggregate surface during the formation and...journal article 2016
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Verbert, K.A.J. (author), Babuska, R. (author), De Schutter, B.H.K. (author)Even though various frameworks exist for reasoning under uncertainty, a realistic fault diagnosis task does not fit into any of them in a straightforward way. For each framework, only part of the available data and knowledge is in the desired format. Moreover, additional criteria, like clarity of inference and computational efficiency,...journal article 2017
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Verbert, K.A.J. (author), De Schutter, B.H.K. (author), Babuska, R. (author)Last-minute maintenance planning is often undesirable, as it may cause downtime during operational hours, may require rescheduling of other activities, and does not allow to optimize the management of spare parts, material, and personnel. In spite of the aforementioned drawbacks of last-minute planning, most existing methods plan maintenance...journal article 2017
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Alavi, F. (author), Park Lee, E.H. (author), van de Wouw, N. (author), De Schutter, B.H.K. (author), Lukszo, Z. (author)Fuel cell electric vehicles convert chemical energy of hydrogen into electricity to power their motor. Since cars are used for transport only during a small part of the time, energy stored in the on-board hydrogen tanks of fuel cell vehicles can be used to provide power when cars are parked. In this paper, we present a community microgrid...journal article 2017
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Ruelens, F (author), Claessens, BJ (author), Vandael, S (author), De Schutter, B.H.K. (author), Babuska, R. (author), Belmans, R (author)Driven by recent advances in batch Reinforcement Learning (RL), this paper contributes to the application of batch RL to demand response. In contrast to conventional model-based approaches, batch RL techniques do not require a system identification step, making them more suitable for a large-scale implementation. This paper extends fitted Q...journal article 2017