The IRMA Community
Newsletters
Research IRM
Click a keyword to search titles using our InfoSci-OnDemand powered search:
|
Lands DSS: A Decision Support System for Forecasting Crop Disease in Southern Sardinia
Abstract
Decision support systems (DSSs) are used in precision farming to address climate and environmental changes due to human action. However, increments in the amount of data produced continuously by the latest sensor and satellite technologies have recently incentivized the integration of artificial intelligence (AI). A review of research dedicated to the application of DSSs and AI in forecasting crop disease is proposed. In this paper, the authors describe the DSS LANDS developed for monitoring the main crop productions in Sardinia and the case study conducted to forecast potato late blight. A feed-forward neural network was implemented to investigate if weather data provided by regional stations could be used to predict a disease risk index using an AI technique. The test performed by stratified k-fold cross validation achieved an accuracy of 96%.
Related Content
Huili Xia, Feng Xue.
© 2024.
15 pages.
|
Fatima C.C. Dargam, Erhard Perz, Stefan Bergmann, Ekaterina Rodionova, Pedro Sousa, Francisco Alexandre A. Souza, Tiago Matias, Juan Manuel Ortiz, Abraham Esteve-Nuñez, Pau Rodenas, Patricia Zamora Bonachela.
© 2023.
20 pages.
|
Guoqing Zhao, Shaofeng Liu, Sebastian Elgueta, Juan Pablo Manzur, Carmen Lopez, Huilan Chen.
© 2023.
25 pages.
|
Daouda KAMISSOKO, Didier Gourc, François Marmier, Antoine Clement.
© 2023.
21 pages.
|
Sérgio Pedro Duarte, Jorge Pinho de Sousa, Jorge Freire de Sousa.
© 2023.
20 pages.
|
Francis J. Baumont De Oliveira, Alejandro Fernandez, Jorge E. Hernández, Mariana del Pino.
© 2023.
16 pages.
|
María Teresa Escobar, Juan Aguarón, José María Moreno-Jiménez, Alberto Turón.
© 2023.
16 pages.
|
|
|