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Zhijie Liu

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#reinforcement learning Open access Oct 2026

Bio-inspired exploration of butterfly wing morphology guides deep reinforcement learning optimization of robotic flight

How wing morphology shapes flight performance is a central question in functional biology and bio-inspired robotics, yet these relationships are difficult to isolate in living organisms. Here, we use a robotic butterfly with tunable wing geometry to systematically characterize morphology–performance relationships by co...

Haifeng Huang, Ze Chen, Lung‐Jieh Yang et al. · 0 citations

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