Nonlinear Model Predictive Control Applied to a Generic Ocean-Wave Energy Extractor1
Author:
Tom Nathan1, Yeung Ronald W.2
Affiliation:
1. Ocean Engineering Major Field Group Department of Mechanical Engineering, University of California at Berkeley, Berkeley, CA 94720 e-mail: 2. American Bureau of Shipping Inaugural Chair in Ocean Engineering, Director of Computational Marine Mechanics Laboratory (CMML), Department of Mechanical Engineering, University of California at Berkeley, Berkeley, CA 94720 e-mail:
Abstract
This paper evaluates the theoretical application of nonlinear model predictive control (NMPC) to a model-scale point absorber for wave energy conversion. The NMPC strategy will be evaluated against a passive system, which utilizes no controller, using a performance metric based on the absorbed energy. The NMPC strategy was setup as a nonlinear optimization problem utilizing the interior point optimizer (IPOPT) package to obtain a time-varying optimal generator damping from the power-take-off (PTO) unit. This formulation is different from previous investigations in model predictive control, as the current methodology only allows the PTO unit to behave as a generator, thereby unable to return energy to the waves. Each strategy was simulated in the time domain for regular and irregular waves, the latter taken from a modified Pierson–Moskowitz spectrum. In regular waves, the performance advantages over a passive system appear at frequencies near resonance while at the lower and higher frequencies they become nearly equivalent. For irregular waves, the NMPC strategy leads to greater energy absorption than the passive system, though strongly dependent on the prediction horizon. It was found that the ideal NMPC strategy required a generator that could be turned on and off instantaneously, leading to sequences where the generator can be inactive for up to 50% of the wave period.
Publisher
ASME International
Subject
Mechanical Engineering,Ocean Engineering
Reference40 articles.
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