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                <text>Faculty Publications</text>
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              <text>Das, Vishal; George, Jossy; Kumar, Pawan</text>
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              <text>Early Detection of Plant Diseases Using IoT Sensors and Machine Learning Algorithms</text>
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              <text>01-01-2025</text>
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              <text>Proceedings - 2025 International Conference on Transformative Computing Technologies, ICTCT 2025;pp.344-350</text>
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              <text>&lt;a href="https://doi.org/10.1109/ICTCT69201.2025.00070" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1109/ICTCT69201.2025.00070&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105037448966?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105037448966?origin=resultslist&lt;/a&gt;</text>
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              <text>Das V., CHRIST (Deemed to be University), India; George J., CHRIST (Deemed to be University), India; Kumar P., CHRIST (Deemed to be University), India</text>
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              <text>Agriculture is one of the most important and necessitates of the world. This paper is a study to detect plant diseases using IoT sensors and ML Algorithms for early detection of plant diseases using IoT sensors and machine learning algorithms. A primary dataset from Indian Agricultural Research Institute (ICAR) was used for the research. The dataset comprised the following features: temperature, humidity, soil moisture, leaf wetness, and dew point. Five different machine learning algorithms were explored for the implementation: Logistic Regression, Random Forest, XGBoost, CatBoost, and LightGBM. Upon comparative analysis, it was found that the LightBGM model performed the best with an accuracy of 93.4 % using cross-validation, implying remarkable performance for real-time plant disease monitoring.  2025 IEEE.</text>
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              <text>CatBoost; Gradient Boosting; Internet of Things (IoT); Machine Learning; Plant Disease Detection; Precision Agriculture</text>
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              <text>Institute of Electrical and Electronics Engineers Inc.</text>
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              <text>ISBN: 979-833159195-3;</text>
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              <text>Restricted Access; Hardcopy may be available in the library</text>
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