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Topology-inclusive aerodynamic shape optimisation using a cellular automata parameterisation.

M J Wood1, T C S Rendall1, C B Allen1

  • 1Department of Aerospace Engineering, University of Bristol, Bristol, BS8 1TR UK.

Structural and Multidisciplinary Optimization : Journal of the International Society for Structural and Multidisciplinary Optimization
|March 17, 2025
PubMed
Summary
This summary is machine-generated.

A new method uses cellular automata to create complex aerodynamic shapes. This geometry parameterization accurately reconstructs aerofoils and designs multi-body supersonic geometries with significantly reduced drag.

Keywords:
Aerodynamic topology optimisationCellular automataOptimisationParameterisation

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Area of Science:

  • Computational fluid dynamics
  • Aerospace engineering
  • Geometric modeling

Background:

  • Complex geometries pose challenges in aerodynamic design.
  • Existing parameterization methods may lack flexibility for arbitrary topologies.
  • Optimizing multi-object aerodynamic configurations requires advanced tools.

Purpose of the Study:

  • To present a novel geometry parameterization method driven by cellular automata.
  • To enable the description of complex geometries with arbitrary topology.
  • To optimize aerodynamic shapes for reduced drag, particularly in supersonic flow.

Main Methods:

  • A volume-of-solid driven cellular automata approach for geometry parameterization.
  • Approximation of smooth, minimum surface area geometries with localized volume constraints.
  • Utilizing a geometry control mesh with adaptive refinement capabilities.
  • Employing gradient-free optimization for aerodynamic shape design.

Main Results:

  • Successful reconstruction of over 98% of aerofoil geometries within tolerance.
  • Recovery of known analytical optima for supersonic flow conditions.
  • Construction of multi-body aerodynamic geometries with significantly reduced drag compared to single-body optima.

Conclusions:

  • The developed parameterization method effectively handles complex aerodynamic shapes.
  • It enables the design of high-performance multi-body supersonic configurations.
  • This approach offers a powerful tool for aerodynamic optimization and design.