Refined optimal design of ring-stiffened cylindrical shells based on ResNet buckling mode image recognition and domain knowledge

ObjectiveIn the fields of underwater vehicles and aerospace, ring-stiffened cylindrical shells are widely used. Achieving a refined design for such structures is crucial to reducing structural weight while meeting strength and stability requirements. This study focuses on solving the optimization ch...

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Ngā kaituhi matua:	Junyi WANG, Yuansheng CHENG
Hōputu:	Artigo
Reo:	Inglês
I whakaputaina:	Editorial Office of Chinese Journal of Ship Research 2026-06-01
Rangatū:	Zhongguo Jianchuan Yanjiu
Ngā marau:	shells (structures) ring-stiffened cylindrical shells optimization image recognition neural networks collaborative decomposition optimization algorithm domain knowledge
Urunga tuihono:	http://www.ship-research.com/en/article/doi/10.19693/j.issn.1673-3185.04365
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