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Related Experiment Video

Updated: Jan 28, 2026

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Shape Parameterization and Efficient Optimization Design Method for the Ray-like Underwater Gliders.

Daiyu Zhang1, Daxing Zeng1, Heng Zhou2,3

  • 1School of Naval Architecture and Engineering, Jiangsu University of Science and Technology, Zhenjiang 212003, China.

Biomimetics (Basel, Switzerland)
|January 27, 2026
PubMed
Summary
This summary is machine-generated.

This study introduces an efficient method for optimizing underwater glider design, significantly improving lift-to-drag ratio by 116% using parametric modeling and computational fluid dynamics (CFD). The approach reduces design cycle times and computational costs for bio-inspired vehicles.

Keywords:
hydrodynamic calculationkriging surrogate modelparameterized modelingray-like underwater glider

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Area of Science:

  • Fluid Dynamics and Hydrodynamics
  • Computational Science and Engineering
  • Bio-inspired Robotics

Background:

  • High-precision optimization of underwater gliders faces challenges with computational cost and design cycle length.
  • Bio-inspired designs, like ray-like gliders, offer potential for enhanced maneuverability and efficiency.
  • Accurate hydrodynamic modeling is crucial for optimizing underwater vehicle performance.

Purpose of the Study:

  • To develop a high-accuracy, low-cost parametric modeling and optimization method for ray-like underwater gliders.
  • To enhance the lift-to-drag ratio and improve flow distribution in bio-inspired underwater vehicles.
  • To reduce the computational expense and design time associated with high-precision optimization.

Main Methods:

  • Parametric geometry reconstruction using Class-Shape Transformation (CST) based on manta ray contours.
  • High-fidelity Computational Fluid Dynamics (CFD) simulations for hydrodynamic performance evaluation.
  • Kriging-based sequential optimization framework with adaptive surrogate model refinement using Mean Squared Prediction (MSP) and Expected Improvement (EI).

Main Results:

  • Achieved a 116% improvement in the lift-to-drag ratio.
  • Demonstrated a more uniform flow distribution around the glider.
  • Validated the effectiveness of the parametric modeling and optimization approach through comparative case studies.

Conclusions:

  • The proposed method offers a practical and efficient tool for parametric design and hydrodynamic optimization of bio-inspired underwater vehicles.
  • The approach successfully balances high accuracy with reduced computational cost and design cycle time.
  • The findings contribute to advancing the design and performance of autonomous underwater vehicles.