IoT Detection System for Mildew Disease in Roses Using Neural Networks and Image Analysis
Autor:
Torres, Laura
; Romero, Luis
; Aguirre, Edgar
; Ferro Escobar, Roberto
Fecha:
12/2023Palabra clave:
Revista / editorial:
International Journal of Interactive Multimedia and Artificial IntelligenceTipo de Ítem:
articleDirección web:
https://www.ijimai.org/journal/bibcite/reference/3337Resumen:
Artificial intelligence presents different approaches, one of these is the use of neural network algorithms, a particular context is the farming sector and these algorithms support the detection of diseases in flowers, this work presents a system to detect downy mildew disease in roses through the analysis of images through neural networks and the correlation of environmental variables through an experiment in a controlled environment, for which an IoT platform was developed that integrated an artificial intelligence module. For the verification of the model, three different models of neural networks in a controlled greenhouse were experimentally compared and a proposed model was obtained for the training and validation sets of two categories of healthy roses and diseased roses with 89% training and 11% recovery. validation and it was determined that the relative humidity variable can influence the development and appearance of Downy Mildew disease when its value is above 85% for a prolonged period.
Ficheros en el ítem
Este ítem aparece en la(s) siguiente(s) colección(es)
Estadísticas de uso
Año |
2012 |
2013 |
2014 |
2015 |
2016 |
2017 |
2018 |
2019 |
2020 |
2021 |
2022 |
2023 |
2024 |
Vistas |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
55 |
161 |
Descargas |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
98 |
170 |
Ítems relacionados
Mostrando ítems relacionados por Título, autor o materia.
-
Dynamic, ecological, accessible and 3D Virtual Worlds-based Libraries using OpenSim and Sloodle along with mobile location and NFC for checking in
González-Crespo, Rubén; Ríos Aguilar, Sergio; Ferro Escobar, Roberto; Torres, Nicolás (International Journal of Interactive Multimedia and Artificial Intelligence (IJIMAI), 12/2012)This paper proposes the implementation of a 3D virtual library, using open platforms such as OpenSimulator and Sloodle, applied to the integration of virtual learning environments. It also proposes their application to the ... -
The relationship of symptom dimensions with premorbid adjustment and cognitive characteristics at first episode psychosis: Findings from the EU-GEI study
Ferraro, Laura; La Cascia, Caterina; La Barbera, Daniele; Sánchez-Gutiérrez, Teresa ; Tripoli, Giada; Seminerio, Fabio; Sartorio, Crocettarachele; Sideli, Lucia; Arango, Celso; Arrojo, Manuel; Bernardo, Miguel; Bobes, Julio; Del-Ben, Cristina Marta; Gayer-Anderson, Charlotte; Jongsma, Hannah E.; Kirkbride, James B.; Lasalvia, Antonio; Tosato, Sarah; Llorca, Pierre-Michel; Menezes, Paulo Rossi; Rutten, Bart P.; Santos, Jose Luis; Sanjuán, Julio; Selten, Jean-Paul; Szöke, Andrei; Tarricone, Ilaria; Muratori, Roberto; Tortelli, Andrea; Velthorst, Eva; Rodriguez, Victoria; Quattrone, Andrea; Jones, Peter B.; Van Os, Jim; Vassos, Evangelos; Morgan, Craig; de Haan, Lieuwe; Reininghaus, Ulrich; Cardno, Alastair G.; Di Forti, Marta; Murray, Robin M.; Quattrone, Diego (Elsevier B.V., 2021)Premorbid functioning and cognitive measures may reflect gradients of developmental impairment across diagnostic categories in psychosis. In this study, we sought to examine the associations of current cognition and premorbid ... -
Ludificación y sus posibilidades en el entorno de blended learning: revisión documental
Torres-Toukoumidis, Ángel; Romero Rodriguez, Luis Miguel ; Perez Rodriguez, Amor (RIED. Revista Iboeroamericana de Educación a Distancia (La Revista Iberoamericana de la Educación Digital), 01/2018)La ludificación en el entorno de aprendizaje semipresencial constituye una innovación de alto impacto en las posibilidades de aprendizaje. Se considera que comparte aspectos con el blended learning, en relación con el ...