Efficiency-aware nonlinear model-predictive control with real-time iteration scheme for wave energy converters
dc.contributor.author | Guerrero-Fernandez, Juan L. | |
dc.contributor.author | González-Villarreal, Oscar J. | |
dc.contributor.author | Rossiter, John Anthony | |
dc.date.accessioned | 2022-06-16T12:53:00Z | |
dc.date.available | 2022-06-16T12:53:00Z | |
dc.date.issued | 2022-05-26 | |
dc.description.abstract | Several solutions have been proposed in the literature to maximise the harvested ocean energy, but only a few consider the overall efficiency of the power take-off system. The fundamental problem of incorporating the power take-off system efficiency is that it leads to a nonlinear and non-convex optimal control problem. The main disadvantage of the available solutions is that none solve the optimal control problem in real-time. This paper presents a nonlinear model predictive control (NMPC) approach based on the real-time iteration (RTI) scheme to incorporate the power take-off system's efficiency when solving the optimal control problem at each time step in a control law aimed at maximising the energy extracted. The second contribution of this paper is the derivation of a condensing algorithm O(N2) for ‘output-only’ cost functions required to improve computational efficiency. Finally, the RTI-NMPC approach is tested using a scaled model of the Wavestar design, demonstrating the benefit of this new control formulation. | en_UK |
dc.identifier.citation | Guerrero-Fernandez JL, González-Villarreal OJ, Rossiter JA. (2022) Efficiency-aware nonlinear model-predictive control with real-time iteration scheme for wave energy converters, International Journal of Control, Volume 96, Issue 8, pp. 1909-1921 | en_UK |
dc.identifier.eissn | 1366-5820 | |
dc.identifier.issn | 0020-7179 | |
dc.identifier.uri | https://doi.org/10.1080/00207179.2022.2078424 | |
dc.identifier.uri | https://dspace.lib.cranfield.ac.uk/handle/1826/18034 | |
dc.language.iso | en | en_UK |
dc.publisher | Taylor & Francis | en_UK |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 International | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Wave energy converters | en_UK |
dc.subject | nonlinear model predictive controller | en_UK |
dc.subject | real-time iteration | en_UK |
dc.subject | power take-off-system efficiency | en_UK |
dc.subject | condensing algorithm O(N2) | en_UK |
dc.title | Efficiency-aware nonlinear model-predictive control with real-time iteration scheme for wave energy converters | en_UK |
dc.type | Article | en_UK |
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