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Advancements in Nematode Management: Exploring Machine Learning in Precision Agriculture

Indian Agricultural Research Journals

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Title Advancements in Nematode Management: Exploring Machine Learning in Precision Agriculture
 
Creator MUKHERJEE, ABHISHEK
DAS, SRISTI
DUTTA, SUVASRI
MONDAL, SANDIP
 
Subject Artificial intelligence, machine learning, nematode identification
 
Description Agriculture serves as the backbone of India's economy. The ongoing rise in global population, coupled with climate change and rapid urbanization, has significantly impacted agriculture. Maximizing crop yields is imperative to ensure global food security. Precision agriculture, or the integration of computation into agricultural practices is not a recent concept. Machine learning (ML) algorithms have long been employed in tasks such as vegetation analysis, crop modelling, and yield management. However, the application of ML in agricultural pest management is currently gaining attention, as effective pest control necessitates accurate pest identification - a challenging task. Automating this process holds promise for more efficient disease management. Various ML algorithms have been utilized in precision agriculture, and now, some are being explored for the identification and management of plant parasitic nematodes, which pose a significant threat to agricultural crops worldwide. This article provides an overview of the algorithms utilized and the databases developed to facilitate the efficient identification of plant parasitic nematodes.
 
Publisher Nematological Society of India
 
Date 2024-09-04
 
Type info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
 
Format application/pdf
 
Identifier https://epubs.icar.org.in/index.php/IJN/article/view/155980
10.5958/0974-4444.2024.00010.7
 
Source Indian Journal of Nematology; Vol. 53 No. Spl (2024): Indian Journal of Nematology; 106-113
0974-4444
0303-6960
 
Language eng
 
Relation https://epubs.icar.org.in/index.php/IJN/article/view/155980/55675
 
Rights Copyright (c) 2024 Indian Journal of Nematology
https://creativecommons.org/licenses/by-nc-sa/4.0