Lightweight design of variable-angle filament-wound cylinders combining Kriging-based metamodels with particle swarm optimization

Author:

Wang ZhihuaORCID,Almeida José Humberto S.ORCID,Ashok AravindORCID,Wang ZhonglaiORCID,Castro Saullo G. P.ORCID

Abstract

AbstractVariable-angle filament-wound (VAFW) cylinders are herein optimized for minimum mass under manufacturing constraints, and for various design loads. A design parameterization based on a second-order polynomial variation of the tow winding angle along the axial direction of the cylinders is utilized to explore the nonlinear steering-thickness dependency in VAFW structures, whereby the thickness becomes a function of the filament steering angle. Particle swarm optimization coupled with three Kriging-based metamodels is used to find the optimum designs. A single-curvature Bogner–Fox–Schmit–Castro finite element is formulated to accurately and efficiently represent the variable stiffness properties of the shells, and verifications are performed using a general purpose plate element. Alongside the main optimization studies, a vast analysis of the design space is performed using the metamodels, showing a gap in the design space for the buckling strength that is confirmed by genetic algorithm optimizations. Extreme lightweight while buckling-resistant designs are reached, along with non-conventional optimum layouts thanks to the high degree of thickness build-up tailoring.

Funder

Chinese Scholarship Council

Royal Academy of Engineering

Publisher

Springer Science and Business Media LLC

Subject

Control and Optimization,Computer Graphics and Computer-Aided Design,Computer Science Applications,Control and Systems Engineering,Software

Reference37 articles.

1. Almeida Jr JHS, St-Pierre L, Wang Z, Ribeiro ML, Volnei Tita R, Amico SC, Castro SG (2021) Design, modeling, optimization, manufacturing and testing of variable-angle filament-wound cylinders. Compos. Part B. https://doi.org/10.1016/j.compositesb.2021.109224

2. Barbero EJ, Reddy JN, Teply JL (1990) General two-dimensional theory of laminated cylindrical shells. AIAA J 28(3):544–553. https://doi.org/10.2514/3.10426

3. Blom AW, Stickler PB, Gürdal Z (2009) Design and manufacture of a variable-stiffness cylindrical shell, Technical report. http://resolver.tudelft.nl/uuid:0d8a5de7-966a-4f80-bc5c-bc6bb1733410

4. Bogner FK, Fox RL, Schmit Jr LA (1966) The generation of inter-element-compatible stiffness and mass matrices by the use of interpolation formulas. In: Matrix methods in structural mechanics, AirForce Institute of Technical, Wright Patterson AF Base, Cleveland, pp 395–444. http://contrails.iit.edu/reports/8569

5. Booker A, Dennis J, Frank P, Serafini D, Torczon V, Trosset M (1999) A rigorous framework for optimization of expensive functions by surrogates. Struct Multidisc Optim 17:1–13. https://doi.org/10.1007/BF01197708

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