ArticleScience advances2023
Abaxial leaf surface-mounted multimodal wearable sensor for continuous plant physiology monitoring.
Article in Science advances, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers.
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Who cites it
38 citing papers in PubMed.
- Multiscale Manufacturing of Organic Electronic Materials.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- In situ NIR-IIb imaging of endogenous HNature communications · 2026Article
- Metabolite-mediated plant immunity: From traditional defenders to artificial elicitors.Journal of integrative plant biology · 2026Review
- Harnessing Multisensory Perception for the Tomato Agrifood Chain.Sensors (Basel, Switzerland) · 2026Article
- Cellulose Nanocrystal/Zn-MOF Nanocarriers for Enhanced Foliar Adhesion, pH-Responsive Release, and Efficient Pesticide Delivery.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Phytohormone dynamics in tomato leaves due to in-situ continuous wearing of sensors.Plant methods · 2026Article
- Machine learning-enabled implantable plant biomarker sensor for early detection and classification of acid and salt stress.Nature communications · 2026Article
- A strong, reversible, and conformal adhesive gel for diverse plants.Science advances · 2026Article
- Review
- VOC biomarker-based wearable gas sensors for real-timeFrontiers in plant science · 2026Review
- Reverse Sap Flow from Fruit.Plants (Basel, Switzerland) · 2025Article
- Wearable sensors: in situ detection tools for plant physiological markers and growth environment information.Mikrochimica acta · 2025Review
- Let's Get Real: Are Wearable Plant Sensors Ready for Crop Monitoring?ACS sensors · 2025Review
- Implantable Ion-Selective Organic Electrochemical Transistors Enable Continuous, Long-Term, and In Vivo Plant Monitoring.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Intelligent Gas Sensors: From Mechanism to Applications.Sensors (Basel, Switzerland) · 2025Review
- Transcriptome Analysis and Physiological Response to Salinity Stress in Adzuki Bean (Plants (Basel, Switzerland) · 2025Article
- Advancing Wearable VOC Sensors: A Roadmap for Sustainable Agriculture and Real-Time Plant Health Monitoring.Chem & bio engineering · 2025Review
- Microneedle Sensors for Ion Monitoring in Plants. One Step Closer to Smart Agriculture.ACS sensors · 2025Review
- A comprehensive review of post-harvest agricultural product deterioration signature volatile organic compounds.Food chemistry: X · 2025Review
- A machine-learning-powered spectral-dominant multimodal soft wearable system for long-term and early-stage diagnosis of plant stresses.Science advances · 2025Article
Corrections and comments
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Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wearable plant sensors hold tremendous potential for smart agriculture. We report a lower leaf surface-attached multimodal wearable sensor for continuous monitoring of plant physiology by tracking both biochemical and biophysical signals of the plant and its microenvironment. Sensors for detecting volatile organic compounds (VOCs), temperature, and humidity are integrated into a single platform. The abaxial leaf attachment position is selected on the basis of the stomata density to improve the sensor signal strength. This versatile platform enables various stress monitoring applications, ranging from tracking plant water loss to early detection of plant pathogens. A machine learning model was also developed to analyze multichannel sensor data for quantitative detection of tomato spotted wilt virus as early as 4 days after inoculation. The model also evaluates different sensor combinations for early disease detection and predicts that minimally three sensors are required including the VOC sensors.
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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.