This innovation combines ionic transport and sensory processing in neuromorphic systems, improving tactile perception accuracy to 92.3%.
Biological perception represents a sophisticated process that seamlessly integrates adaptive sensory processing with neural computation. The core mechanism involves transforming external stimuli into potential signals with receptor-synapse synergy enabled by precise ion transport. Inspired by nature's paradigm, we present an adaptive neuromorphic tactile perception system that couples piezoionic sensing with synaptic computing functions via nanochannel-mediated ion transport. The biomimetic tactile device is a composite of two ionic hydrogel films separated by a PET nanochannel membrane. Similar to mechanosensitive ion channels, applied pressure drives ions to selectively traverse the nanochannels, producing fast-adaptive transmembrane potential in single units and slow-adaptive potential maintenance via force-driven coupling of piezoionic signaling with electrical relaxation across interconnected units. Leveraging adaptive sensory signaling within interconnected units, the neuromorphic system reduces the recording consumption of pressure information by 75% and achieves 92.3% texture recognition accuracy. This capability offers a promising pathway toward overcoming integration and computation bottlenecks in wearable intelligent sensing.
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Dai et al. (2026) studied this question.
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