Cargando…

Enhancing Pigment Phenotyping and Classification in Lettuce through the Integration of Reflectance Spectroscopy and AI Algorithms

In this study, we investigated the use of artificial intelligence algorithms (AIAs) in combination with VIS-NIR-SWIR hyperspectroscopy for the classification of eleven lettuce plant varieties. For this purpose, a spectroradiometer was utilized to collect hyperspectral data in the VIS-NIR-SWIR range,...

Descripción completa

Detalles Bibliográficos
Autores principales:	Falcioni, Renan, Gonçalves, João Vitor Ferreira, de Oliveira, Karym Mayara, de Oliveira, Caio Almeida, Demattê, José A. M., Antunes, Werner Camargos, Nanni, Marcos Rafael
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10059284/ https://www.ncbi.nlm.nih.gov/pubmed/36987021 http://dx.doi.org/10.3390/plants12061333

Ejemplares similares

Reflectance Spectroscopy for the Classification and Prediction of Pigments in Agronomic Crops
por: Falcioni, Renan, et al.
Publicado: (2023)

Biophysical, Biochemical, and Photochemical Analyses Using Reflectance Hyperspectroscopy and Chlorophyll a Fluorescence Kinetics in Variegated Leaves
por: Falcioni, Renan, et al.
Publicado: (2023)

Classification and Prediction by Pigment Content in Lettuce (Lactuca sativa L.) Varieties Using Machine Learning and ATR-FTIR Spectroscopy
por: Falcioni, Renan, et al.
Publicado: (2022)

Chemometric Analysis for the Prediction of Biochemical Compounds in Leaves Using UV-VIS-NIR-SWIR Hyperspectroscopy
por: Falcioni, Renan, et al.
Publicado: (2023)

A Novel Method for Estimating Chlorophyll and Carotenoid Concentrations in Leaves: A Two Hyperspectral Sensor Approach
por: Falcioni, Renan, et al.
Publicado: (2023)

Non−Invasive Assessment, Classification, and Prediction of Biophysical Parameters Using Reflectance Hyperspectroscopy
por: Falcioni, Renan, et al.
Publicado: (2023)

Rapid Quantification Method for Yield, Calorimetric Energy and Chlorophyll a Fluorescence Parameters in Nicotiana tabacum L. Using Vis-NIR-SWIR Hyperspectroscopy
por: Falcioni, Renan, et al.
Publicado: (2022)

Simple, Fast and Efficient Methods for Analysing the Structural, Ultrastructural and Cellular Components of the Cell Wall
por: Falcioni, Renan, et al.
Publicado: (2022)

Increased Gibberellins and Light Levels Promotes Cell Wall Thickness and Enhance Lignin Deposition in Xylem Fibers
por: Falcioni, Renan, et al.
Publicado: (2018)

Using leaf spectroscopy and pigment estimation to monitor indoor grown lettuce dynamic response to spectral light intensity
por: Cammarisano, Laura, et al.
Publicado: (2022)

Detection of Lettuce Discoloration Using Hyperspectral Reflectance Imaging
por: Mo, Changyeun, et al.
Publicado: (2015)

The Bone Black Pigment Identification by Noninvasive, In Situ Infrared Reflection Spectroscopy
por: Daveri, Alessia, et al.
Publicado: (2018)

Controlling root zone temperature improves plant growth and pigments in hydroponic lettuce
por: Levine, Christopher P, et al.
Publicado: (2023)

Detection of Fungal Diseases in Lettuce by VIR-NIR Spectroscopy in Aquaponics
por: Sirakov, Ivaylo, et al.
Publicado: (2023)

Pigmentation of White, Brown, and Green Chicken Eggshells Analyzed by Reflectance, Transmittance, and Fluorescence Spectroscopy
por: Ostertag, Edwin, et al.
Publicado: (2019)

Genetic variation and relationship among content of vitamins, pigments, and sugars in baby leaf lettuce
por: Simko, Ivan
Publicado: (2019)

Multidiameter single-fiber reflectance spectroscopy of heavily pigmented skin: modeling the inhomogeneous distribution of melanin
por: Zhang, Xu U., et al.
Publicado: (2019)

Yield, nutrition, and leaf gas exchange of lettuce plants in a hydroponic system in response to Bacillus subtilis inoculation
por: Oliveira, Carlos Eduardo da Silva, et al.
Publicado: (2023)

Nutritional Metabolites of Red Pigmented Lettuce (Lactuca sativa) Germplasm and Correlations with Selected Phenotypic Characters
por: Assefa, Awraris Derbie, et al.
Publicado: (2021)

Evaluation of PhageDX Salmonella Assay for Salmonella Detection in Hydroponic Curly Lettuce
por: de Aquino, Nathanyelle Soraya Martins, et al.
Publicado: (2021)

Inoculation with Azospirillum brasilense Strains AbV5 and AbV6 Increases Nutrition, Chlorophyll, and Leaf Yield of Hydroponic Lettuce
por: da Silva Oliveira, Carlos Eduardo, et al.
Publicado: (2023)

Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy
por: Shen, Tingting, et al.
Publicado: (2018)

Predicting the growth of lettuce from soil infrared reflectance spectra: the potential for crop management
por: Breure, T. S., et al.
Publicado: (2020)

Acetaminophen Induces an Antioxidative Response in Lettuce Plants
por: Leitão, Inês, et al.
Publicado: (2021)

LettuceGDB: The community database for lettuce genetics and omics
por: Guo, Zhonglong, et al.
Publicado: (2022)

On the Opium of Lettuce
Publicado: (1801)

Leaf chlorophyll fluorescence and reflectance of oakleaf lettuce exposed to metal and metal(oid) oxide nanoparticles
por: Kalisz, Andrzej, et al.
Publicado: (2023)

Characteristics of a Lettuce mosaic virus Isolate Infecting Lettuce in Korea
por: Lim, Seungmo, et al.
Publicado: (2014)

LettuceTrack: Detection and tracking of lettuce for robotic precision spray in agriculture
por: Hu, Nan, et al.
Publicado: (2022)

Signal Enhancement of Cadmium in Lettuce Using Laser-Induced Breakdown Spectroscopy Combined with Pyrolysis Process
por: Chen, Zhenghui, et al.
Publicado: (2019)

Photo-selective shading screens as a cover for production of purple lettuce
por: Amaro de Sales, Ramon, et al.
Publicado: (2021)

Blue and Far-Red Light Affect Area and Number of Individual Leaves to Influence Vegetative Growth and Pigment Synthesis in Lettuce
por: Kong, Yuyao, et al.
Publicado: (2021)

Mutations in Lettuce Improvement
por: Mou, Beiquan
Publicado: (2011)

Reflections on the human role in AI policy formulations: how do national AI strategies view people?
por: Salo-Pöntinen, Henrikki, et al.
Publicado: (2022)

Reflections on Putting AI Ethics into Practice: How Three AI Ethics Approaches Conceptualize Theory and Practice
por: Bleher, Hannah, et al.
Publicado: (2023)

Effect of Chlorine Dioxide Treatment on Human Pathogens on Iceberg Lettuce
por: Hassenberg, Karin, et al.
Publicado: (2021)

Beneficial Phytochemicals with Anti-Tumor Potential Revealed through Metabolic Profiling of New Red Pigmented Lettuces (Lactuca sativa L.)
por: Qin, Xiao-Xiao, et al.
Publicado: (2018)

Identification and quantification of selected metabolites in differently pigmented leaves of lettuce (Lactuca sativa L.) cultivars harvested at mature and bolting stages
por: Assefa, Awraris Derbie, et al.
Publicado: (2019)

Regulation of Carotenoid Biosynthesis and Degradation in Lettuce (Lactuca sativa L.) from Seedlings to Harvest
por: Brychkova, Galina, et al.
Publicado: (2023)

Theory of Reflectance and Emittance Spectroscopy
por: Hapke, Bruce
Publicado: (2012)

Cannot write session to /tmp/vufind_sessions/sess_gajog40ulrldgeb1o601i6pkkj