Edgar Lobaton

Associate Professor

North Carolina State University
Country flagUnited States

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About

Edgar Lobaton is an Associate Professor at North Carolina State University in the United States. His research focuses on various applications of machine learning and data analysis, particularly in agriculture and health monitoring. Recent publications include studies on leaf wilt in soybean plants, yield prediction in sweet potatoes using UAV technology, and dementia detection through innovative encoding methods. His work also explores advanced monitoring techniques for critical illnesses and plant stress detection using bioimpedance measurements.

Articles (18)

Year:

2025

Year:

2025

The study of plant electrophysiology offers promising techniques to track plant health and stress in vivo for both agricultural and environmental monitoring applications. Use of superficial electrodes on the plant body to record surface potentials may provide new phenotyping insights. Bacterial nanocellulose (BNC) is a flexible, optically translucent, and water-vapor-permeable material with low manufacturing costs, making it an ideal substrate for non-invasive and non-destructive plant electrodes. This work presents BNC electrodes with screen-printed carbon (graphite) ink-based conductive traces and pads. It investigates the potential of these electrodes for plant surface electrophysiology measurements in comparison to commercially available standard wet gel and needle electrodes. The electrochemically active surface area and impedance of the BNC electrodes varied based on the annealing temperature and time over the ranges of 50 °C to 90 °C and 5 to 60 min, respectively. The water vapor transfer rate and optical transmittance of the BNC substrate were measured to estimate the level of occlusion caused by these surface electrodes on the plant tissue. The total reduction in chlorophyll content under the electrodes was measured after the electrodes were placed on maize leaves for up to 300 h, showing that the BNC caused only a 16% reduction. Maize leaf transpiration was reduced by only 20% under the BNC electrodes after 72 h compared to a 60% reduction under wet gel electrodes in 48 h. On three different model plants, BNC–carbon ink surface electrodes and standard invasive needle electrodes were shown to have a comparable signal quality, with a correlation coefficient of >0.9, when measuring surface biopotentials induced by acute environmental stressors. These are strong indications of the superior performance of the BNC substrate with screen-printed graphite ink as an electrode material for plant surface biopotential recordings.

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2024

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2024

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2024

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2024

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2023

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2023

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2023

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2023

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2022

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2022

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2022

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2022

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2022

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2022

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2022

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2022

Collaborators (4)

Michael A. Daniele

North Carolina State University

UNITED STATES
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THOMAS MARCHITTO

University of Colorado Boulder

UNITED STATES
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Katarina Haley

Professor

University of North Carolina at Chapel Hill

UNITED STATES
View details

Xin Zhang

Assistant Professor

Mississippi State University

UNITED STATES
View details
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