Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization
This study focuses on remote sensing and monitoring of asparagus crops in the provinces of Ica and Trujillo, highlighting their importance in global food security. Using satellite images and temperature data, productivity was compared using the NDWI, NDVI, and EVI indices. The Grad-CAM technique was...
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MDPI AG
2025-01-01
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| Series: | Engineering Proceedings |
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| Online Access: | https://www.mdpi.com/2673-4591/83/1/14 |
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| author | Santiago Castillo Patrick Villamizar Diego Piñan Gabriela Huaynate Antonio Angulo |
| author_facet | Santiago Castillo Patrick Villamizar Diego Piñan Gabriela Huaynate Antonio Angulo |
| author_sort | Santiago Castillo |
| collection | DOAJ |
| description | This study focuses on remote sensing and monitoring of asparagus crops in the provinces of Ica and Trujillo, highlighting their importance in global food security. Using satellite images and temperature data, productivity was compared using the NDWI, NDVI, and EVI indices. The Grad-CAM technique was used to analyze the AlexNet Convolutional Neural Network (CNN) model, seeking to improve productivity. Although AlexNet validated the satellite images, it showed some confusion in regions of medium and low productivity. The model, supported by Grad-CAM, will contribute to the monitoring of optimal climatic conditions. |
| format | Article |
| id | doaj-art-6d70e2bc3f35497e85cbc43df8abe6f9 |
| institution | Kabale University |
| issn | 2673-4591 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Engineering Proceedings |
| spelling | doaj-art-6d70e2bc3f35497e85cbc43df8abe6f92025-08-20T03:43:27ZengMDPI AGEngineering Proceedings2673-45912025-01-018311410.3390/engproc2025083014Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity OptimizationSantiago Castillo0Patrick Villamizar1Diego Piñan2Gabriela Huaynate3Antonio Angulo4Ingeniería, Ingeniería Mecatronica, Universidad San Ignacio de Loyola, Lima 15024, PeruIngeniería, Ingeniería Mecatronica, Universidad San Ignacio de Loyola, Lima 15024, PeruIngeniería, Ingeniería Mecatronica, Universidad San Ignacio de Loyola, Lima 15024, PeruIngeniería, Ingeniería Mecatronica, Universidad San Ignacio de Loyola, Lima 15024, PeruIngeniería, Ingeniería Mecatronica, Universidad San Ignacio de Loyola, Lima 15024, PeruThis study focuses on remote sensing and monitoring of asparagus crops in the provinces of Ica and Trujillo, highlighting their importance in global food security. Using satellite images and temperature data, productivity was compared using the NDWI, NDVI, and EVI indices. The Grad-CAM technique was used to analyze the AlexNet Convolutional Neural Network (CNN) model, seeking to improve productivity. Although AlexNet validated the satellite images, it showed some confusion in regions of medium and low productivity. The model, supported by Grad-CAM, will contribute to the monitoring of optimal climatic conditions.https://www.mdpi.com/2673-4591/83/1/14NDVINDWICNNGrad-CAMasparagusSentinel 2 |
| spellingShingle | Santiago Castillo Patrick Villamizar Diego Piñan Gabriela Huaynate Antonio Angulo Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization Engineering Proceedings NDVI NDWI CNN Grad-CAM asparagus Sentinel 2 |
| title | Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization |
| title_full | Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization |
| title_fullStr | Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization |
| title_full_unstemmed | Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization |
| title_short | Comparative Study of Asparagus Production and Quality in Two Coastal Regions of Peru Based on Meteorological Conditions for Crop Productivity Optimization |
| title_sort | comparative study of asparagus production and quality in two coastal regions of peru based on meteorological conditions for crop productivity optimization |
| topic | NDVI NDWI CNN Grad-CAM asparagus Sentinel 2 |
| url | https://www.mdpi.com/2673-4591/83/1/14 |
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