ArticleFrontiers in plant science2020
Raman Spectroscopy Enables Non-invasive and Confirmatory Diagnostics of Salinity Stresses, Nitrogen, Phosphorus, and Potassium Deficiencies in Rice.
Article in Frontiers in plant science, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
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Who cites it
27 citing papers in PubMed, 52 citations in OpenAlex.
- Multimodal machine learning and Raman spectroscopy uncover biochemical pathways of autumnal leaf senescence.BMC plant biology · 2026Article
- Specificity of Arsenic Stress Detection by Raman Spectroscopy During Co-Occurrences of Nitrogen Deficiency and Narrow Brown Leaf Spot.Analytical chemistry · 2026Article
- Rapid preliminary screening of Tomato brown rugose fruit virus based on surface-enhanced Raman spectroscopy and machine learning.Frontiers in plant science · 2026Article
- Raman spectroscopy enables non-destructive quantification of nitrate in C3 and C4 plants.Frontiers in plant science · 2026Article
- Selection of Optimal Diagnostic Positions for Early Nutrient Deficiency in Cucumber Leaves Based on Spatial Distribution of Raman Spectra.Plants (Basel, Switzerland) · 2025Article
- Raman Spectroscopy in the Characterization of Food Carotenoids: Challenges and Prospects.Foods (Basel, Switzerland) · 2025Review
- Integrating Raman spectroscopy and optical meters for nitrogen management in broccoli seedlings.Frontiers in plant science · 2025Article
- Physicochemical, microbiological, and microstructural changes in germinated wheat grain.PloS one · 2025Article
- Leveraging cover crop functional traits and nitrogen synchronization for yield-optimized waxy corn production systems.Frontiers in plant science · 2025Article
- Nondestructive Detection of Corky Disease in Symptomless 'Akizuki' Pears via Raman Spectroscopy.Sensors (Basel, Switzerland) · 2024Article
- Diagnosing arsenic-mediated biochemical responses in rice cultivars using Raman spectroscopy.Frontiers in plant science · 2024Article
- Raman-based diagnostics of drought, heat and light-induced stresses in three different varieties of hemp.Planta · 2023Article
- Raman spectroscopy detects chemical differences between potato tubers produced under normal and heat stress growing conditions.Frontiers in plant science · 2023Article
- Detection and differentiation of herbicide stresses in roses by Raman spectroscopy.Frontiers in plant science · 2023Article
- Raman Method in Identification of Species and Varieties, Assessment of Plant Maturity and Crop Quality-A Review.Molecules (Basel, Switzerland) · 2022Review
- Raman spectroscopy enables highly accurate differentiation between young male and female hemp plants.Planta · 2022Article
- Raman Spectroscopy Enables Confirmatory Diagnostics of Fusarium Wilt in Asymptomatic Banana.Frontiers in plant science · 2022Article
- Raman Spectroscopy Enables Non-invasive and Confirmatory Diagnostics of Aluminum and Iron Toxicities in Rice.Frontiers in plant science · 2022Article
- Confirmatory detection and identification of biotic and abiotic stresses in wheat using Raman spectroscopy.Frontiers in plant science · 2022Article
- Integrated diagnosis and time-series sensitivity evaluation of nutrient deficiencies in medicinal plant (Frontiers in plant science · 2022Article
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Proper management of nutrients in agricultural systems is critically important for maximizing crop yields while simultaneously minimizing the health and environmental impacts of pollution from fertilizers. These goals can be achieved by timely confirmatory diagnostics of nutrient deficiencies in plants, which enable precise administration of fertilizers and other supplementation in fields. Traditionally, nutrient diagnostics are performed by wet-laboratory analyses, which are both time- and labor-consuming. Unmanned aerial vehicle (UAV) and satellite imaging have offered a non-invasive alternative. However, these imaging approaches do not have sufficient specificity, and they are only capable of detecting symptomatic stages of nutrient deficiencies. Raman spectroscopy (RS) is a non-invasive and non-destructive technique that can be used for confirmatory detection and identification of both biotic and abiotic stresses on plants. Herein, we show the use of a hand-held Raman spectrometer for highly accurate pre-symptomatic diagnostics of nitrogen, phosphorus, and potassium deficiencies in rice (
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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.