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Identification of Wave Energy Device Models From Numerical Wave Tank Data—Part 2: Data-Based Model Determination

Authors :
John V. Ringwood
Simone Giorgi
Josh Davidson
Publication Year :
2016
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2016.

Abstract

In this paper and its companion, the identification of mathematical models describing the behaviour of wave energy devices (WECs) in the ocean is investigated through the use of numerical wave tank experiments. When the wave amplitude and the WEC displacement are not negligible with respect to the WEC dimensions, nonlinear hydrodynamic effects may appear, and the accuracy of linear hydrodynamic models is reduced, leading to the necessity of introducing some nonlinearities in the model structure. This paper proposes, for WEC modelling, the use of discrete-time nonlinear autoregressive with exogenous input (NARX) models, as an alternative to continuous-time models. Techniques of model identification are also explained and applied to a case study.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....1ccc0351d0353c451c3f451e93ad553d