ReviewFrontiers in plant science2024
Flexible wearable sensors for crop monitoring: a review.
Review in Frontiers in plant science, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 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
18 citing papers in PubMed.
- Phytohormone dynamics in tomato leaves due to in-situ continuous wearing of sensors.Plant methods · 2026Article
- Embodied Intelligence for Soil Health toward Sustainable Smart Agriculture: Sensing the Soil with Flexible Geotextiles Sensors.Global challenges (Hoboken, NJ) · 2026Review
- Liquid Metal-Enabled Soft Bioelectronics for Human Health Monitoring.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Spatial Optimization of Electrophysiological Signal Acquisition inPlants (Basel, Switzerland) · 2026Article
- Cellulose-based sensors for decentralized monitoring in precision agriculture.Nature communications · 2026Review
- Detection technologies and sensing systems for crop pest identification and infestation severity prediction: a review.Frontiers in plant science · 2026Review
- SENet-SVWF: a spectral vegetation indices and wavelet features fusion method using squeeze and excitation network for predicting the SPAD value of maize leaves.BMC plant biology · 2025Article
- Let's Get Real: Are Wearable Plant Sensors Ready for Crop Monitoring?ACS sensors · 2025Review
- Sustainable Wearable Sensors for Plant Monitoring and Precision Agriculture.Analytical chemistry · 2025Review
- Multi-Omics Approaches Against Abiotic and Biotic Stress-A Review.Plants (Basel, Switzerland) · 2025Review
- Harnessing NMR technology for enhancing field crop improvement: applications, challenges, and future perspectives.Metabolomics : Official journal of the Metabolomic Society · 2025Review
- Electromagnetic Properties of Natural Plant Leaves for Eco-Friendly and Biodegradable Substrates for Wireless IoT Devices.Sensors (Basel, Switzerland) · 2025Article
- Wearable Sensors for Plants: Status and Prospects.Biosensors · 2025Review
- Deep short-read sequences facilitated identification of seven putative drought tolerance genes in a genome-wide association study in soybean.Frontiers in plant science · 2025Article
- Highly Stretchable and Reliable Graphene-Based Strain Sensor for Plant Health Monitoring and Deep Learning-Assisted Crop Recognition.Research (Washington, D.C.) · 2025Article
- Review
- New horizons in smart plant sensors: key technologies, applications, and prospects.Frontiers in plant science · 2024Review
- Sensors, technologies, and classification algorithms for monitoring and diagnosis of sleep apnea.Digital healthReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Crops were the main source of human food, which have met the increasingly diversified demand of consumers. Sensors were used to monitor crop phenotypes and environmental information in real time, which will provide a theoretical reference for optimizing crop growth environment, resisting biotic and abiotic stresses, and improve crop yield. Compared with non-contact monitoring methods such as optical imaging and remote sensing, wearable sensing technology had higher time and spatial resolution. However, the existing crop sensors were mainly rigid mechanical structures, which were easy to cause damage to crop organs, and there were still challenges in terms of accuracy and biosafety. Emerging flexible sensors had attracted wide attention in the field of crop phenotype monitoring due to their excellent mechanical properties and biocompatibility. The article introduced the key technologies involved in the preparation of flexible wearable sensors from the aspects of flexible preparation materials and advanced preparation processes. The monitoring function of flexible sensors in crop growth was highlighted, including the monitoring of crop nutrient, physiological, ecological and growth environment information. The monitoring principle, performance together with pros and cons of each sensor were analyzed. Furthermore, the future opportunities and challenges of flexible wearable devices in crop monitoring were discussed in detail from the aspects of new sensing theory, sensing materials, sensing structures, wireless power supply technology and agricultural sensor network, which will provide reference for smart agricultural management system based on crop flexible sensors, and realize efficient management of agricultural production and resources.
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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.