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RESEARCH PAPER · Nature Machine Intelligence · 2023

Artificial intelligence-powered electronic skin

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Artificial intelligence-powered electronic skinOriginalMeta-learning for T cell receptor binding specificity and beyond11AI-Powered Data Processing for Advanced Case Investigation Technology2A Flexible, Large-Scale Sensing Array with Low-Power In-Sensor Intelligence26Advancing Healthcare Accessibility: Fusing Artificial Intelligence with Flexible Sensing to Forge Digital Health Innovations24Flexible and wearable electronic systems based on 2D hydrogel composites3Lab on skin: real-time metabolite monitoring with polyphenol film based subdermal wearable patches13Multiple physical crosslinked highly adhesive and conductive hydrogels for human motion and electrophysiological signal monitoring12Nucleic acid-based wearable and implantable electrochemical sensors138Dopamine detection and integration in neuromorphic devices for applications in artificial intelligence34Recent Advances in Stretchable and Permeable Electrodes for Epidermal Electronics19Mechanical Tester Driven by Surface Tension1Design strategy of porous elastomer substrate and encapsulation for inorganic stretchable electronics13Photonics-powered augmented reality skin electronics for proactive healthcare: multifaceted opportunities32Advances of Transition Metal-Based Electrochemical Non-enzymatic Glucose Sensors for Glucose Analysis: A Review43Self-healing materials for flexible and stretchable electronics36Touch–based potentiometric sensors for simultaneous detection of urea and ammonium from fingertip sweat40Biomimetic Materials for Skin Tissue Regeneration and Electronic Skin33Latest developments and trends in electronic skin devices48Amoeba‐Inspired Self‐Healing Electronic Slime for Adaptable, Durable Epidermal Wearable Electronics20Advances and applications of biomimetic biomaterials for endogenous skin regeneration26Water droplets play a role in Internet of Things applications26A biocompatible triboelectric nanogenerator-based edible electronic skin for morse code transmitters and smart healthcare applications113Non‐Invasive Detection of Early‐Stage Fatty Liver Disease via an On‐Skin Impedance Sensor and Attention‐Based Deep Learning25Wound management materials and technologies from bench to bedside and beyond396Innovations in Tactile Sensing: Microstructural Designs for Superior Flexible Sensor Performance127Needle scattered light guided chiplets-interfaced with AI for advanced biomedical application18Bioinspired PEDOT:PSS-PVDF(HFP) flexible sensor for machine-learning-assisted multimodal recognition31Fabrication and application of multifunctional conductive hydrogel film for wearable sensors via efficient freeze-thaw cycling and annealing process33A bioinspired three-dimensionally architected electronic skin12Core‐Shell Gel Nanofiber Scaffolds Constructed by Microfluidic Spinning toward Wound Repair and Tissue Regeneration25The stretchable perovskite-based alternating current electroluminescence for human-device interaction4Bioinspired High-Linearity, Wide-Sensing-Range Flexible Stretchable Bioelectronics Based on MWCNTs/GR/Nd 2 Fe 14 B/PDMS Nanocomposites for Human-Computer Interaction and Biomechanics Detection21Liquid-free, tough and transparent ionic conductive elastomers based on nanocellulose for multi-functional sensors and triboelectric nanogenerators62Multifunctional, High-Strength Electronic Skin Based on the Natural Sheepskin Fiber Network for Multifaceted Human Health Monitoring and Management69Glucose and Lactate Monitoring Using Polyphenol Subdermal Wearable Patches0Advances in Machine Learning for Wearable Sensors136Robust and Environmentally Friendly MXene-Based Electronic Skin Enabling the Three Essential Functions of Natural Skin: Perception, Protection, and Thermoregulation19Diving into Sweat: Advances, Challenges, and Future Directions in Wearable Sweat Sensing217Machine learning-powered wearable interface for distinguishable and predictable sweat sensing40Toward an AI Era: Advances in Electronic Skins168An Ultra-Low-Voltage Transconductance Stable and Enhanced OTA for ECG Signal Processing12In‐Sensor Touch Analysis for Intent Recognition44Microneedle sensors for dermal interstitial fluid analysis68A wearable in-sensor computing platform based on stretchable organic electrochemical transistors125Designing nanotheranostics with machine learning207A skin-mountable flexible biosensor based on Cu-MOF/PEDOT composites for sweat ascorbic acid monitoring54AI for IMPACTS: A Comprehensive Framework for Evaluating the Long-term Real-world Impacts of AI-powered Clinician Tools (Preprint)1Enabling High Strength and Toughness Polyurethane through Disordered‐Hydrogen Bonds for Printable, Recyclable, Ultra‐Fast Responsive Capacitive Sensors40Skin-Interfaced Wearable Biosensors0Filiform Papillae‐Inspired Wearable Pressure Sensor with High Sensitivity and Wide Detection Range56Conductive hydrogels: intelligent dressings for monitoring and healing chronic wounds60Real-time personal healthcare data analysis using edge computing for multimodal wearable sensors54Nanomaterials for Flexible Neuromorphics105A Self‐powered Tennis Training System Based on Micro‐Nano Structured Sensing Yarn Arrays32PVEMLPTS: design of an efficient psoriasis and vitiligo detection model through enhanced machine learning and personalized treatment strategies4AI-Enabled Sign Language Recognition and Communication System for Speech/Hearing-Impaired Users3Elucidating the role of artificial intelligence in drug development from the perspective of drug-target interactions62A soft skin with self-decoupled three-axis force-sensing taxels70Ultra‐Sensitive and Broad‐Range Iontronic Pressure Sensor Based on ZnO‐Reinforced Sodium Alginate With CaCl25A Stretchable, Attachable, and Transparent Polyionic Ecological Skin for Robust Self‐Powered Interactive Sensing6Printing semiconductor-based devices and circuits for flexible electronic skin19Tailoring Biopolymers for Electronic Skins: Materials Design and Applications28Lignin-reinforced eutectogel with environmentally stability for high-performance human multi-functional sensor9Machine-learning integrated strain/pressure dual-mode flexible sensor for assistance of unable-phonation scenarios17Multifunctional porous soft bioelectronics14Emerging Combination of Hydrogel and Electrochemical Biosensors32Dual‐Mode Flexible Parylene‐C‐Based In‐Memory Tactile Sensory Device with CMOS Compatibility2AI for IMPACTS Framework for Evaluating the Long-Term Real-World Impacts of AI-Powered Clinician Tools: Systematic Review and Narrative Synthesis90Enhancing Robotic Hand Control with Electronic Slime-Based Flexible Finger Joint Motion Sensor0Highly transparent, intrinsically stretchable, photo-patternable, and vacuum-deposited electrodes for wearable sensors and displays7Multifunctional electronic skin integrating dual-mode optical and pressure sensors for caregiving robots11Neural network-assisted carbon nanotube hydrogel-based dual-modal sensors for material perception8Neuromorphic devices for electronic skin applications48Reconfigurable artificial synapses with an organic antiambipolar transistor for brain-inspired computing3Wet chemically produced nanomaterials for soft wearable biosensors5Wide-range human physiological signal acquisition with carbonized composite nanofibers18Wrist-to-Wrist Bioimpedance Can Reliably Detect Discrete Self-Touch1基于纳米光子学的光流控生物传感器1A Flexible Impact Sensor of Interpenetrating‐Phase Composite Architecture with High Mechanical Stability and Energy‐Absorbing Capability36Deep Learning‐Assisted Electronic Skin System Capable of Capturing Spatiotemporal and Mechanical Features of Social Touch to Enhance Human–Robot Emotion Recognition16An inkjet-printable organic electrochemical transistor array with differentiated ion dynamics for sweat fingerprint identification23Efficient multi-physical crosslinked nanocomposite hydrogel for a conformal strain and self-powered tactile sensor45Lighting the Path to Precision Healthcare: Advances and Applications of Wearable Photonic Sensors35High‐Conductivity, Self‐Healing, and Adhesive Ionic Hydrogels for Health Monitoring and Human‐Machine Interactions Under Extreme Cold Conditions100An integrated kirigami-patterned skin patch for multiplexed detection of inflammatory biomarkers along with transdermal drug delivery9Skin-Adherent, Cellulose-Based Photonic Patch for Visual Strain Mapping11Bioinspired Intelligent Electronic Skin for Medicine and Healthcare4Deep-learning-assisted and self-powered hydrogels sensor with high mechanical strength, good biocompatibility and stretchability for information transmission, motion monitoring, health and Huntington’s disease detection32Artificial intelligence-assisted wearable electronics for human-machine interfaces19Advancing tele-perception: a paradigm shift from traditional non-contact sensing to adaptive embodied artificial intelligence systems13Enhanced sensitivity of compliant piezoresistive sensors with strain-modulated surface hole structures3Great carbon nano materials based composites for electronic skin: Intelligent sensing, and self-powered nano generators36Deep-Learning-Based Analysis of Electronic Skin Sensing Data18Electronic skin technologies: From hardware building blocks and tactile sensing to control algorithms and applications23Deep Learning and AI in Behavioral Analysis for Revolutionizing Mental Healthcare14Skin-Inspired, Permeable, Structure-Gradient Fiber Mats for Pressure Sensing in Rehabilitation Assistance35Self-powered electrotactile textile haptic glove for enhanced human-machine interface89Wearable Medical Devices: Application Status and Prospects6Soft Materials and Devices Enabling Sensorimotor Functions in Soft Robots111Flexible sensing electronics for digital health across the human lifecycle: prospects for pregnancy, infancy, and old age1Transforming Healthcare: Intelligent Wearable Sensors Empowered by Smart Materials and Artificial Intelligence164Three-Dimensionally Architected Tactile Electronic Skins53A Touch Enabled Hemodynamic and Metabolic Monitor15Ultra-Tough Multifunctional Leather-Based e-Skin as Sensitive Multimodal Sensors for Strain, Temperature, Humidity, and Bioelectrical Signals663D Conformal Curvy Electronics: Design, Fabrication, and Application34A high-performance flexible force sensitive conductive composite with programmed digital crack by femtosecond laser etching5Humanoid electronic-skin technology for the era of Artificial Intelligence of Things43Flexible self-rectifying synapse array for energy-efficient edge multiplication in electrocardiogram diagnosis19Programmable high-sensitivity iontronic pressure sensors support broad human-interactive perception and identification43Bio‐Inspired Near Tactile Sensor Compression and Computing for Gait Detection0Ultra-low hysteresis, high-toughness, anti-swelling nanocomposite hydrogel derived from dynamic multiple noncovalent interactions for wearable strain sensing and underwater gait recognition28A smart acoustic textile for health monitoring80Optimizing Skin Quality via AI-Enhanced Physical Activity3Three-dimensional micro- and nanomanufacturing techniques for high-fidelity wearable bioelectronics39Wearable devices for monitoring sweat glucose: an integrated strategy for efficient electrochemical sensors13Sensing connections in automation, control and robotics4An intelligent traffic anomaly detection system based on self-supervised learning and self-powered hybrid nano-sensor7Freestanding Polymer Nanofilms Based Flexible Synaptic Transistors for Neurological Functions2Skin-Interfaced Entirely Self-Contained Wearable Biosensor for the Noninvasive and Dynamic Monitoring of Sweat Myo-Inositol192D Carbon Material‐Based Bio‐Abiotic Interfaces4A comprehensive multiscale model for elucidating strain-dependent piezoresistive behavior of porous MWCNTs/polymer nanocomposites12Multifunctional Wide‐Temperature Threshold Conductive Eutectic Hydrogel Sensor for Shoulder Pain Monitoring and Photothermal Therapy36Sensor-embedded and electronics textiles: A review on advanced materials, manufacturing, and applications11Artificial Intelligence‐Driven Approaches in Semiconductor Research44Biomimetic Neural Intelligent E-Skin System for Tactile Perception and Robotic Decision-Making26Materials design and integration strategies for soft bioelectronics in digital healthcare77Biomaterial‐Based Fibrous Implantable Probes for Tissue‐Electronics Interface12Reaching new frontiers in nanoelectronics through artificial intelligence4Triaxial tactile sensing for next-gen robotics and wearable devices3Toward Natural Limb Function: A New Era in Prosthetic Innovation6Multi‐Receptor Skin with Highly Sensitive Tele‐Perception Somatosensory Flexible Electronics in Healthcare: Multimodal Sensing and AI‐Powered Diagnostics20Self-Supported Composite Textiles for Ultrasensitive Physiological Monitoring14A wearable all-in-one obstructive sleep apnea management system with flexible piezoelectric monitoring and soft magnetoelastic stimulating26Artificially intelligent nasal perception for rapid sepsis diagnostics7A Shape‐Adaptive, Performance‐Programmable, Self‐Healable and On‐Demand Destructible Robotic Skin via Self‐Strengthening Dynamic Silicone1Materials strategy and device fabrication for stable closed-loop bioelectronics28Asymmetric sandwich structural gel with temperature-triggered adhesive and superhydrophobic layers for on-demand adhesion/detaching, self-cleaning and reliable strain sensor1Permeable, Wet‐Adhesive, and EMI‐Resistant Liquid Metal Electronic Skin for High‐Fidelity Electrophysiological Monitoring in Sweaty and Electromagnetic Environments51Stressomic: A wearable microfluidic biosensor for dynamic profiling of multiple stress hormones in sweat83SHARP: Blockchain-Powered WSNs for Real-Time Student Health Monitoring and Personalized Learning11Artificial nerve systems for use in bio-interactive prostheses3A stretchable tactile sensor with deep learning-enabled 3D force decoding for human and robotic interfaces9Noncontact 3D gesture recognition enabled VR human–machine interface via electret-nanofiber-based triboelectric sensor55A Wideband Multimodal Flexible Sensor Integrating Vertical Graphene and Sea Urchin‐Like Nanoparticles for Post‐Stroke Rehabilitation22Wearable 3D-printed solid microneedle voltammetric sensors based on nanostructured gold for uric acid monitoring29Biomimetic microstructure design for ultrasensitive piezoionic mechanoreceptors in multimodal object recognition23Stretchable and biocompatible organic transistors3Artificial intelligence-enabled wearable microgrids for self-sustained energy management8Stable, Breathable, and Self-Supporting Electronic Skin for Human Physiological Signal Monitoring1Skin Relevant Biomaterials from Wound Healing, Medical Aesthetics, Flexible Electronics to Artificial Intelligence and Beyond35

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