Buckling performance of fuselage panels reinforced with Voronoi-type stiffeners

• Published in: International journal of mechanical sciences 2023-02, Vol.240, p.107923, Article 107923
• Main Authors: Bostan, Berkay, Kusbeci, Mehmetcan, Cetin, Murat, Kirca, Mesut
• Format: Article
• Language: English
• Subjects: Artificial neural networks; Buckling; Fuselage panels; Optimization; Voronoi cells
• ISSN: 0020-7403; 1879-2162
• DOI: 10.1016/j.ijmecsci.2022.107923

•A novel design approach for stiffening of aircraft fuselage panels is introduced.•Advantage of Voronoi-type stiffeners greatly increases as compression loads increase.•More than 60% stiffener mass saving is achieved compared to conventional stiffeners.•Notable predictability with artificial neural network optimization scheme is shown. Designing lighter airframes is one of the crucial pursuits of aviation for structural and operational efficiency. Owing to the expansion of the boundaries for manufacturing technologies, the utilization of exotic structures inspired by nature in aviation has gained popularity in recent years. In this study, a bio-inspired structural stiffening concept employing Voronoi cells is proposed to reinforce a fuselage panel subjected to compression loads. In this regard, a genetic optimization algorithm based on artificial neural networks (ANNs) is used to establish the optimized design of Voronoi cell reinforced fuselage panels with minimum weight. Since stiffening with Voronoi cells causes serious nonlinearity in the estimation of buckling strength, a layer/neuron count optimization scheme consisting of nested loops and condition blocks is developed for each panel with different local Voronoi cell densities. Comparisons with conventional panel stiffeners such as isogrid, orthogrid and stringer structures demonstrate that Voronoi-type stiffeners provide much lighter design solutions at the same critical buckling load levels. Additionally, it is also presented that the advantage of Voronoi cell reinforcements significantly increases as the critical buckling load level increases. Therefore, the results provided in this study signify a great potential for the usage of Voronoi cells as bio-inspired stiffener members for lightweight structural designs. [Display omitted]