ArticleACS nano2024
Neuromorphic Computing-Assisted Triboelectric Capacitive-Coupled Tactile Sensor Array for Wireless Mixed Reality Interaction.
Article in ACS nano, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed.
- Neuromorphic Devices and Computing for Sensing, Memory, and Control.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- A Multimodal Magnetically Driven Soft Robot With Integrated Actuation-Sensing Based on Photothermal Reprogramming Technology.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Triboelectric Wearable Sensors for Human-Centric Smart Electronics: From Self-Powered Sensing to Artificial Intelligence-Assisted Human-Machine Interface Systems.Nano-micro letters · 2026Review
- Polymer-Based Flexible Wireless Sensors for Health Monitoring.Nano-micro letters · 2026Review
- Large-Area 2D Metasurface-Based Triboelectric E-Skin Arrays: Contact & Proximity Tactile Mapping with Broadband Acoustic Readouts.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Neuromorphic Near-Sensor and In-Sensor Computing Enabled by Next-Generation Material-Based Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Self-Powered Neuromorphic Touch Sensors Based on Triboelectric Devices: Current Approaches and Open Challenges.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Skin-Integrated Soft Wearable XR Interfaces for Seamless and Realistic User Experience.Chemical reviews · 2025Review
- A mechano-gated ionic diode enables low-power synaptic tactile spiking.Science advances · 2025Article
- Body-coupled minimalist human-machine interface for multifunctional touch detection.Microsystems & nanoengineering · 2025Article
- Fibrous Pressure Sensor with Unique Resistance Increase under Partial Compression: Coaxial Wet-Spun TiOAdvanced materials (Deerfield Beach, Fla.) · 2025Article
- Anisotropic Tactile Sensors: Constructive Designs, Challenges, and Emerging Applications.Chem & bio engineering · 2025Review
- Flexible Tactile Sensing Systems: Challenges in Theoretical Research Transferring to Practical Applications.Nano-micro letters · 2025Review
- Sensor Arrays: A Comprehensive Systematic Review.Sensors (Basel, Switzerland) · 2025Review
- Cutting-Edge Vibration Sensor Morphologically Configured by Mimicking a Tactile Cutaneous Receptor Using Magnetic-Responsive Hybrid Fluid (HF).Sensors (Basel, Switzerland) · 2025Article
- Exploration of Advanced Applications of Triboelectric Nanogenerator-Based Self-Powered Sensors in the Era of Artificial Intelligence.Sensors (Basel, Switzerland) · 2025Review
- Recent advancements in wearable sensors: integration with machine learning for human-machine interaction.RSC advances · 2025Review
- Recent Progress in Flexible Piezoelectric Tactile Sensors: Materials, Structures, Fabrication, and Application.Sensors (Basel, Switzerland) · 2025Review
Corrections and comments
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Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Flexible tactile sensors show promise for artificial intelligence applications due to their biological adaptability and rapid signal perception. Triboelectric sensors enable active dynamic tactile sensing, while integrating static pressure sensing and real-time multichannel signal transmission is key for further development. Here, we propose an integrated structure combining a capacitive sensor for static spatiotemporal mapping and a triboelectric sensor for dynamic tactile recognition. A liquid metal-based flexible dual-mode triboelectric-capacitive-coupled tactile sensor (TCTS) array of 4 × 4 pixels achieves a spatial resolution of 7 mm, exhibiting a pressure detection limit of 0.8 Pa and a fast response of 6 ms. Furthermore, neuromorphic computing using the MXene-based synaptic transistor achieves 100% recognition accuracy of handwritten numbers/letters within 90 epochs based on dynamic triboelectric signals collected by the TCTS array, and cross-spatial information communication from the perceived multichannel tactile data is realized in the mixed reality space. The results illuminate considerable application possibilities of dual-mode tactile sensing technology in human-machine interfaces and advanced robotics.
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Registered trials
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