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Xiang-Dong An

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Open access Jul 2026

A preliminary exploration of the differences and conjunction of traditional and brain-inspired navigation

Developing universal positioning, navigation, and timing (PNT) remains an enduring pursuit. Today’s complex environments call for PNT systems that are more resilient, energy-efficient, and cognitively capable as human beings. As a conceptual and preliminary exploration, this paper tentatively explores how unmanned syst...

Xu He, Xiangdong An, Xiao-Lin Meng et al. · 0 citations
Aug 2026

Missing data imputation using unsupervised learning for multi-sourced heterogeneous data in bridge structural health monitoring

Comparisons with the state-of-the-art methods, including K-nearest neighbour, ridge regression, and random forest, demonstrate that the mask-trained AE/VAE provides stable performance across diverse missing patterns without requiring repeated model training, offering a practical solution for heterogeneous bridge SHM da...

Liang-Liang Hu, Xiao-Lin Meng, Xiang-Dong An et al. · 0 citations

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