Author

Sheng-Lin Xu

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Open access Aug 2026

Multimodal Instance Segmentation of Building Façade Damage with Frequency-Decoupled Feature Fusion

Building façade damage segmentation remains challenging because cracks, peeling, hollow-like areas, stains, and erosion often exhibit weak contrast, irregular boundaries, discontinuous structures, and substantial scale variations under complex surface textures and illumination conditions. To address these challenges, t...

Sheng-Lin Xu, Zheng-Yuan Chen, Yi-Bo Wang et al. · Buildings · 0 citations

Open access Oct 2026

Inverse design of membrane-type acoustic metamaterials based on physics-informed neural networks

Inverse design of membrane-type acoustic metamaterials (MAMs) for low-frequency sound insulation is challenged by costly sample acquisition, limited interpretability of purely data-driven models, non-unique solutions, and unstable training. This study proposes a small-sample physics-informed neural network (PINN) fra...

Sheng-Lin Xu, Shuang Huang, Hui Guo et al. · Physica Scripta · 0 citations