ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2023
Machine Learning-Enabled Tactile Sensor Design for Dynamic Touch Decoding.
Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
24 citing papers in PubMed.
- A Folded, Structure-Integrated Bimodal Sensor Enabling Non-Contact and Tactile Perception for Intelligent Robots.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Robotic Tactile Sensing for Early Detection of Frost-Damaged Citrus Fruits with Pressure-Vibration Multimodal Fusion.Foods (Basel, Switzerland) · 2026Article
- Structure-Dependent Resonant Frequency Engineering of Textile Tactile Sensors Toward Rapid and Precise Braille Recognition Surpassing Human Sensation.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Artificial Tactile Perception System for Exploring Internal and External Features of Objects via Time-Frequency Features.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Recent Advances in Decoupling Strategies for Soft Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Research Progress in Artificial Intelligence-Assisted Preparation of High-Quality Biomaterials.ACS omega · 2026Review
- Universal modulus-free transfer of scalable laser-induced graphene for electronic skins.Nature communications · 2026Article
- A hyperconformal dual-modal metaskin for well-defined and high-precision contextual interactions.Nature communications · 2025Article
- Printed sensing human-machine interface with individualized adaptive machine learning.Science advances · 2025Article
- Flexible Tactile Sensing Systems: Challenges in Theoretical Research Transferring to Practical Applications.Nano-micro letters · 2025Review
- Super-resolution tactile sensor arrays with sparse units enabled by deep learning.Science advances · 2025Article
- Applications of flexible materials in health management assisted by machine learning.RSC advances · 2025Review
- Contactless Braille sensing based on GaN optical devices integrated with epoxy lenses.Microsystems & nanoengineering · 2025Article
- High-Conductivity, Self-Healing, and Adhesive Ionic Hydrogels for Health Monitoring and Human-Machine Interactions Under Extreme Cold Conditions.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Recent advancements in wearable sensors: integration with machine learning for human-machine interaction.RSC advances · 2025Review
- Advanced Morphological and Material Engineering for High-Performance Interfacial Iontronic Pressure Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Thermoelectric porous laser-induced graphene-based strain-temperature decoupling and self-powered sensing.Nature communications · 2025Article
- Data-driven inverse design of flexible pressure sensors.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Inductive Paper-Based Flexible Contact Force Sensor Utilizing Natural Micro-Nanostructures of Paper: Simplicity, Economy, and Eco-Friendliness.Micromachines · 2024Article
- A Multifunctional Flexible Tactile Sensor Based on Resistive Effect for Simultaneous Sensing of Pressure and Temperature.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
Skin-like flexible sensors play vital roles in healthcare and human-machine interactions. However, general goals focus on pursuing intrinsic static and dynamic performance of skin-like sensors themselves accompanied with diverse trial-and-error attempts. Such a forward strategy almost isolates the design of sensors from resulting applications. Here, a machine learning (ML)-guided design of flexible tactile sensor system is reported, enabling a high classification accuracy (≈99.58%) of tactile perception in six dynamic touch modalities. Different from the intuition-driven sensor design, such ML-guided performance optimization is realized by introducing a support vector machine-based ML algorithm along with specific statistical criteria for fabrication parameters selection to excavate features deeply concealed in raw sensing data. This inverse design merges the statistical learning criteria into the design phase of sensing hardware, bridging the gap between the device structures and algorithms. Using the optimized tactile sensor, the high-quality recognizable signals in handwriting applications are obtained. Besides, with the additional data processing, a robot hand assembled with the sensor is able to complete real-time touch-decoding of an 11-digit braille phone number with high accuracy.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.