A model predictive control approach to the periodic implementation of the solutions of the optimal dynamic resource allocation problem |
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Authors: | Jiangfeng Zhang Xiaohua Xia [Author vitae] |
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Affiliation: | aCentre of New Energy Systems, Department of Electrical, Electronic and Computer Engineering, University of Pretoria, Pretoria 0002, South Africa |
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Abstract: | This paper proposes a model predictive control (MPC) approach to the periodic implementation of the optimal solutions of a class of resource allocation problems in which the allocation requirements and conditions repeat periodically over time. This special class of resource allocation problems includes many practical energy optimization problems such as load scheduling and generation dispatch. The convergence and robustness of the MPC algorithm is proved by invoking results from convex optimization. To illustrate the practical applications of the MPC algorithm, the energy optimization of a water pumping system is studied. |
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Keywords: | Model predictive control Perfect optimal dynamic resource allocation problem Energy optimization |
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