2 papers
cs.CE2026
Explainable quantum neural networks for multi-material topology optimization
Dahyun Joo, Naruethep Sukulthanasorn, Kenjiro Terada +1
We propose an explainable quantum neural network for multi-material topology optimization, XQNN, that determines both load-carrying structural layout and material type assignment f…
quant-ph2025
An Efficient Quantum Approximate Optimization Algorithm with Fixed Linear Ramp Schedule for Truss Structure Optimization
Junsen Xiao, Naruethep Sukulthanasorn, Reika Nomura +2
This study proposes a novel structural optimization framework based on quantum variational circuits, in which the multiplier acting on the cross-sectional area of each rod in a tru…