Gliding hydrodynamic modeling and identification of underwater glider based on differential evolution algorithm
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Detail(s)
Original language | English |
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Article number | 110250 |
Journal / Publication | Ocean Engineering |
Volume | 244 |
Online published | 21 Dec 2021 |
Publication status | Published - 15 Jan 2022 |
Link(s)
Abstract
Underwater glider (UG) is a new type of ocean observation platform. An accurate hydrodynamic analysis is necessary for motion performance analysis and motion control purposes. This paper proposes a novel data-driven method based on a differential evolution (DE) algorithm for the UG hydrodynamic. The gliding hydrodynamic identification model is derived first from the dynamic model under stable gliding conditions. Then, based on the trial data, the DE is used to identify gliding hydrodynamic. Finally, the towing tank test (Tank) and computational fluid dynamics (CFD) simulation are carried out to validate the effectiveness of the proposed method. To show the superiority of the DE-based method, the optimization (PSO) algorithm is added for comparison. The result indicates that the DE-based method has higher accuracy and faster convergence velocity in the UG hydrodynamic identification problem. When the gliding angle is set to 14.23∘, the maximum gliding efficiency is 94.00%. This hydrodynamic identification method also provides a reference for other underwater vehicles.
Research Area(s)
- Differential evolution, Hydrodynamic, Parameter identification, Underwater glider
Citation Format(s)
Gliding hydrodynamic modeling and identification of underwater glider based on differential evolution algorithm. / Lei, Lei; Gang, Yang; Jing, Guo et al.
In: Ocean Engineering, Vol. 244, 110250, 15.01.2022.
In: Ocean Engineering, Vol. 244, 110250, 15.01.2022.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review