ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2022
Multimodal Sensors with Decoupled Sensing Mechanisms.
Review in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 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
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
71 citing papers in PubMed.
- Designing PEDOT:PSS hydrogels for bioelectronic interfaces.Materials today (Kidlington, England) · 2026Article
- High-Spatiotemporal and Multimodal Soft Tactile Interface with Layered Architecture for Simultaneous Structural and Thermal Perception.Nano-micro letters · 2026Article
- Geometry-Encoded Soft Strain Sensing via Liquid-Metal Transmission Lines.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Feed-Draw Printing Enables Monolithically Integrated Flexible Sensors With High Interfacial Toughness and Wide Linear Range.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Spinal-inspired artificial tactile interneuron with high-order burst spiking for intelligent edge interfaces.Nature communications · 2026Article
- Intelligent Multimodal Sensors Based on Two-Dimensional Materials: Fabrication, Decoupling, and Applications.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Decoupling of hygromechanical stimuli without cross-interference enabled by distinct ion-electron charge transport.Nature communications · 2026Article
- Wearable Multifunctional Sensors for Human Activity Recognition.Sensors (Basel, Switzerland) · 2026Review
- A Wireless, Battery-Free Artificial Throat Patch with Deep Learning for Emotional Speech Recognition.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Colorimetric detection of amino acids enabled by functional nanomaterials: mechanisms, performance evaluation, and translational perspectives.Mikrochimica acta · 2026Review
- Ultrasensitive soft vibration sensors based on atomically thin metal dichalcogenide ribbon networks.Science advances · 2026Article
- Recent Advances in Decoupling Strategies for Soft Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Advances in flexible wearable pressure/strain sensors for motion monitoring in orthopaedic sports medicine.Journal of orthopaedic translation · 2026Review
- Single-Component Elastic Biocarbon Aerogel with Reversibly Mechanotunable Electrical and Thermal Conductivities for Dual-Mode Pressure-Temperature Sensing.ACS applied materials & interfaces · 2026Article
- Recent Progress on Flexible Multimodal Sensors: Decoupling Strategies, Fabrication and Applications.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- In situ UV-laser-induced forward transfer of carbon nanosphere/graphene composites on siloxane-polyurethane substrates for human health monitoring.Advanced composites and hybrid materials · 2026Article
- Recent Technological Advances in Monitoring and Neuromodulation of Non-Malignant and Neurogenic Bladder Conditions.Advanced healthcare materials · 2026Review
- A Bioinspired Perceptual Sensor for Spatiotemporal Decoding of Haptic and Pain Stimuli in Prostheses.Cyborg and bionic systems (Washington, D.C.) · 2026Article
- Skin-Integrated Soft Wearable XR Interfaces for Seamless and Realistic User Experience.Chemical reviews · 2025Review
- Insect-inspired micro-optical antenna enables ultrasensitive multisensory perception.Science advances · 2025Article
11 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Highly sensitive and multimodal sensors have recently emerged for a wide range of applications, including epidermal electronics, robotics, health-monitoring devices and human-machine interfaces. However, cross-sensitivity prevents accurate measurements of the target input signals when a multiple of them are simultaneously present. Therefore, the selection of the multifunctional materials and the design of the sensor structures play a significant role in multimodal sensors with decoupled sensing mechanisms. Hence, this review article introduces varying methods to decouple different input signals for realizing truly multimodal sensors. Early efforts explore different outputs to distinguish the corresponding input signals applied to the sensor in sequence. Next, this study discusses the methods for the suppression of the interference, signal correction, and various decoupling strategies based on different outputs to simultaneously detect multiple inputs. The recent insights into the materials' properties, structure effects, and sensing mechanisms in recognition of different input signals are highlighted. The presence of the various decoupling methods also helps avoid the use of complicated signal processing steps and allows multimodal sensors with high accuracy for applications in bioelectronics, robotics, and human-machine interfaces. Finally, current challenges and potential opportunities are discussed in order to motivate future technological breakthroughs.
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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.