ReviewNano-micro letters2023
Artificial Intelligence Meets Flexible Sensors: Emerging Smart Flexible Sensing Systems Driven by Machine Learning and Artificial Synapses.
Review in Nano-micro letters, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 58 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
58 citing papers in PubMed, 1 synthesis or guideline pooled it, 287 citations in OpenAlex.
- Advancements in Machine Learning-Assisted Flexible Electronics: Technologies, Applications, and Future Prospects.Biosensors · 2026Pooled it
- Dual-Network PVA/PAM Hydrogel Strain Sensor for Machine-Learning-Assisted Rehabilitation-Oriented Hand Motion Monitoring.Gels (Basel, Switzerland) · 2026Article
- Intelligent chemical sensors: learning-enabled platforms for adaptive chemical detection.RSC advances · 2026Review
- Beyond Physical Contact: Non-Contact Flexible Sensors With Intelligent Perception.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Leading the Pack: Next-Generation Batteries for Humanoid Robotics.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Advances and Challenges in Wearable Sensors for Health Monitoring.ACS applied materials & interfaces · 2026Review
- Weaving Intelligence: Thermally Drawn Multimaterial Fibers Toward AI-Enabled Smart Textiles.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Bioinspired High-Resolution, Wide-Range Pressure Sensor Enabled by Synergistic CB/CNT Island-Chain and PVDF/PDMS Fiber Network for Dexterous Robotic Hands.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Intelligent Multimodal Sensors Based on Two-Dimensional Materials: Fabrication, Decoupling, and Applications.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Carbon Dot Composite Mixed Ionic-Electronic Device Based on Oxygen-Proton Coupling Catalytic Mechanism.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Convergence of Soft Electronics and Artificial Intelligence: From Materials to Intelligent Systems.Nano-micro letters · 2026Review
- Interventional Management of Intermediate-High-Risk Pulmonary Embolism: Current Evidence, Patient Selection and Personalised Treatment Strategies.Journal of clinical medicine · 2026Review
- Flexible electronics research knowledge mapping based on VOSviewer and CiteSpace bibliometric analysis.Discover nano · 2026Review
- Polymer-Based Flexible Wireless Sensors for Health Monitoring.Nano-micro letters · 2026Review
- Computationally intelligent calibration framework for durable soft strain sensors.Nature communications · 2026Article
- Toward Intelligent Sensing Systems: Non-Equilibrium Materials as Platforms for AI-Enabled Autonomous Discovery.Sensors (Basel, Switzerland) · 2026Article
- Sustainable Carbon Aerogels from Polyolefin Plastics for High-Linearity Bidirectional Strain Sensing.Nano-micro letters · 2026Article
- Harnessing Surface Instabilities for Functional Materials: Mechanics, Morphology, and Emerging Applications.Nano-micro letters · 2026Review
- Flexible, large-area, recyclable, decoupled dual sensing of temperature and pressure enabled by mechanically-electrically hybrid networks.Nature communications · 2026Article
- Hafnium-Based Ferroelectric Post-Moore Electronics: Device Physics, Integration Architectures, and Neuromorphic System Implementation.Nano-micro letters · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The recent wave of the artificial intelligence (AI) revolution has aroused unprecedented interest in the intelligentialize of human society. As an essential component that bridges the physical world and digital signals, flexible sensors are evolving from a single sensing element to a smarter system, which is capable of highly efficient acquisition, analysis, and even perception of vast, multifaceted data. While challenging from a manual perspective, the development of intelligent flexible sensing has been remarkably facilitated owing to the rapid advances of brain-inspired AI innovations from both the algorithm (machine learning) and the framework (artificial synapses) level. This review presents the recent progress of the emerging AI-driven, intelligent flexible sensing systems. The basic concept of machine learning and artificial synapses are introduced. The new enabling features induced by the fusion of AI and flexible sensing are comprehensively reviewed, which significantly advances the applications such as flexible sensory systems, soft/humanoid robotics, and human activity monitoring. As two of the most profound innovations in the twenty-first century, the deep incorporation of flexible sensing and AI technology holds tremendous potential for creating a smarter world for human beings.
Indexed as
Identifiers
What OpenQuestion holds
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.