Author

Sheng-Yu Yan

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#artificial intelligence Preprint Sep 2026

Neural topology optimization of ship structures under propulsion machinery vibrations

Ship structural vibrations contribute to noise, fatigue, and equipment damage, while dynamic-compliance topology optimization can produce pathological designs near resonance. This study extends neural-reparameterized topology optimization using a convolutional Kolmogorov-Arnold network (KATO) to forced-vibration design...

Sheng-Yu Yan, Muhammad Muztahidul Hakim Zareer, Jasmin Jelovica · 0 citations

#artificial intelligence Preprint Sep 2026

KATOsuper: Surrogate-accelerated neural topology optimization with sensitivity-consistent Fourier neural operators

Topology optimization (TO) remains computationally intensive due to repeated finite element analysis (FEA) evaluations required at each iteration. While neural network-based surrogates offer potential acceleration, existing approaches often suffer from gradient inconsistency between predicted objectives and sensitiviti...

Sheng-Yu Yan, Jasmin Jelovica · 2 citations