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Unified multitask decoding and interaction enabled by physics-informed spatial information enhancement framework
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AI
DOI：10.1016/j.nanoen.2026.112262.png)
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Abstract
En 中文
• A physics-informed SIEF overcomes spatial undersampling by converting sparse signals into dense representations. • Unified decoding spans biomechanical motion, silent speech, semantic commands, and affective states. • Piezoelectric sensing, spatial enhancement, edge intelligence, and closed-loop control enable embodied interaction.
Keywords:
Wearable human–machine interaction
Spatial information enhancement
Physics-informed neural networks
Piezoelectric sensing
Unified multitask decoding