TY - JOUR
T1 - Optimization design for 3D-braided composite structure under thermo-mechanical load
AU - Zhou, Han
AU - Zhu, Jihong
AU - Wang, Chuang
AU - Gu, Xiaojun
AU - Yang, Jiannan
AU - Wang, Jie
AU - Zhang, Weihong
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
PY - 2023/8
Y1 - 2023/8
N2 - In this work, a novel optimization method is proposed to pursue high-performance 3D-braided composite structure under thermo-mechanical loads, which optimizes structural topology and braiding parameters concurrently. To realize such design under affordable computational cost, we decompose the optimization method into offline and online stages. In the offline stage, a parameterized geometric model controlled by two braiding parameters, i.e., fiber volume fraction and braiding angle, is established to characterize the microstructure of composite. Subsequently Energy-based Homogenization Method is applied to calculate equivalent composite properties including elastic tensor, thermal conductivity tensor, and Coefficient of Thermal Expansion. A surrogate model based on Radial Basis Network is established to map braiding parameters to equivalent material properties. In the online stage, the surrogate model is integrated into Rational Approximation of Material Properties to build a systematic design scheme for structural topology and braiding parameters. Taking manufacturability into account, the proposed method is combined with stiffener layout design to obtain easy-to-manufacture braided composite structures. Finally, several numerical examples are provided to demonstrate the effectiveness of the proposed optimization method, indicating that braiding parameters have essential impacts on the composite structural design and performance.
AB - In this work, a novel optimization method is proposed to pursue high-performance 3D-braided composite structure under thermo-mechanical loads, which optimizes structural topology and braiding parameters concurrently. To realize such design under affordable computational cost, we decompose the optimization method into offline and online stages. In the offline stage, a parameterized geometric model controlled by two braiding parameters, i.e., fiber volume fraction and braiding angle, is established to characterize the microstructure of composite. Subsequently Energy-based Homogenization Method is applied to calculate equivalent composite properties including elastic tensor, thermal conductivity tensor, and Coefficient of Thermal Expansion. A surrogate model based on Radial Basis Network is established to map braiding parameters to equivalent material properties. In the online stage, the surrogate model is integrated into Rational Approximation of Material Properties to build a systematic design scheme for structural topology and braiding parameters. Taking manufacturability into account, the proposed method is combined with stiffener layout design to obtain easy-to-manufacture braided composite structures. Finally, several numerical examples are provided to demonstrate the effectiveness of the proposed optimization method, indicating that braiding parameters have essential impacts on the composite structural design and performance.
KW - 3D-braided composites
KW - Homogenization method
KW - Structural optimization
KW - Surrogate model
UR - http://www.scopus.com/inward/record.url?scp=85168304635&partnerID=8YFLogxK
U2 - 10.1007/s00158-023-03642-5
DO - 10.1007/s00158-023-03642-5
M3 - 文章
AN - SCOPUS:85168304635
SN - 1615-147X
VL - 66
JO - Structural and Multidisciplinary Optimization
JF - Structural and Multidisciplinary Optimization
IS - 8
M1 - 193
ER -