Abstract
Local energy storage and smart energy scheduling can be used to flatten energy profiles with undesirable peaks. Extending a recently developed model to allow controllable loads, we present Centralized and Decentralized Model Predictive Control algorithms to reduce these peaks. Numerical results show that the additional degree of freedom leads to improved performance.
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References
Barker, S., Mishra, A., Irwin, D., Shenoy, P., Albrecht, J.: SmartCap: flattening peak electricity demand in smart homes. In: Proceedings of the IEEE International Conference on Pervasive Computing and Communications. Lugano, Switzerland (2012)
Grüne, L., Pannek, J.: Nonlinear Model Predictive Control. Theory and Algorithms. Springer, London (2011)
Mohsenian-Rad, A.H., Leon-Garcia, A.: Optimal residential load control with price prediction in real-time electricity pricing environments. IEEE Trans. Smart Grid 1(2), 120–133 (2010)
Nykamp, S., Molderink, A., Hurink, J.L., Smit, G.J.M.: Storage operation for peak shaving of distributed PV and wind generation. In: Proceedings of the IEEE PES Innovative Smart Grid Technologies (2013)
Nykamp, S., Bosman, M.G.C., Molderink, A., Hurink, J.L., Smit, G.J.M.: Value of storage in distribution grids—competition or cooperation of stakeholders? IEEE Trans. Smart Grid 4(3), 1361–1370 (2013)
Rawlings, J.B., Mayne, D.Q.: Model Predictive Control: Theory and Design. Nob Hill Publishing, Madison (2009)
Samadi, P., Mohsenian-Rad, H., Wong, V.W.S., Schober, R.: Tackling the load uncertainty challenges for energy consumption scheduling in smart grid. IEEE Trans. Smart Grid 4(2), 1007–1016 (2013)
Worthmann, K., Kellett, C.M., Braun, P., Grüne, L., Weller, S.R.: Distributed and decentralized control of residential energy systems incorporating battery storage. IEEE Trans. Smart Grid (2015). doi:10.1109/TSG.2015.2392081
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Braun, P., Grüne, L., Kellett, C.M., Weller, S.R., Worthmann, K. (2016). Model Predictive Control of Residential Energy Systems Using Energy Storage and Controllable Loads. In: Russo, G., Capasso, V., Nicosia, G., Romano, V. (eds) Progress in Industrial Mathematics at ECMI 2014. ECMI 2014. Mathematics in Industry(), vol 22. Springer, Cham. https://doi.org/10.1007/978-3-319-23413-7_85
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DOI: https://doi.org/10.1007/978-3-319-23413-7_85
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