Data Fusion and Dimensionality Reduction for Pest Management in Pitahaya Cultivation

Data Fusion and Dimensionality Reduction for Pest Management in Pitahaya Cultivation

This study addresses the critical need for effective data fusion strategies in pest prediction for pitahaya (dragon fruit) cultivation in the Ecuadorian Amazon, where heterogeneous data sources—such as environmental sensors and chlorophyll measurements—offer complementary but fragmented insights. Cu...

Full description

Saved in:

Bibliographic Details
Main Authors:	Wilson Chango, Mónica Mazón-Fierro, Juan Erazo, Guido Mazón-Fierro, Santiago Logroño, Pedro Peñafiel, Jaime Sayago
Format:	Article
Language:	English
Published:	MDPI AG 2025-06-01
Series:	Computation
Subjects:	data fusion precision agriculture pitahaya dimensionality reduction pest prediction Amazonian crops
Online Access:	https://www.mdpi.com/2079-3197/13/6/137
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multiplicación de Selenicereus megalanthus (pitahaya amarilla) e Hylocereus polyrhizus (pitahaya roja) vía organogénesis somática
by: Rocío Stella Suárez Román, et al.
Published: (2014-09-01)

Valor agregado al cultivo de pitahaya, en finca ubicada en Telpaneca (estudio de caso) Madriz Nicaragua.
by: Juana Paula Muñoz Gonzales, et al.
Published: (2023-12-01)

Pitaya (Dragon Fruit) (Hylocereus undatus) Pests and Beneficial Insects
by: Rita Elena Duncan, et al.
Published: (2021-01-01)

Potency of Wild Boar as Plant Pests in South Sulawesi
by: Andi St Fatmawaty, et al.
Published: (2024-12-01)

Integrating AI detection and language models for real-time pest management in Tomato cultivation
by: Yavuz Selim Şahin, et al.
Published: (2025-02-01)

Stem and Fruit Canker of Dragon Fruit in South Florida
by: Cheng-Fang Hong, et al.
Published: (2020-01-01)

Stem and Fruit Canker of Dragon Fruit in South Florida
by: Cheng-Fang Hong, et al.
Published: (2020-01-01)

Fruit characteristics during growth and ripening of different Hylocereus genotypes
by: P. Esquivel, et al.
Published: (2007-01-01)

Arabica Coffee Arthropod Pests and Their Management in Ethiopia: Current Status and Future Prospective
by: Tamiru Shimales, et al.
Published: (2024-12-01)

Morphology and Allometry of Juvenile Açaí Palms Under Cultivation Conditions in Central Amazonia
by: Jhon Paul Mathews Delgado, et al.
Published: (2024-10-01)

Land Suitability for Pitahaya (<i>Hylocereus megalanthus</i>) Cultivation in Amazonas, Perú: Integrated Use of GIS, RS, F-AHP, and PROMETHEE
by: Katerin M. Tuesta-Trauco, et al.
Published: (2025-02-01)

The dominant pests (Coleoptera) of cereal crops, and population forecast for this
by: A. Fedorenko
Published: (2024-04-01)

Fast real-time detection and counting of thrips in greenhouses with multi-level feature attention and fusion
by: Zhangzhang He, et al.
Published: (2025-08-01)

NAHP: Neutrosophic Hierarchical Analysis for Pest Prioritization in Plantain Cultivation
by: Marely del Rosario Cruz Felipe, et al.
Published: (2025-05-01)

An Enhanced Deep Learning Model for Effective Crop Pest and Disease Detection
by: Yongqi Yuan, et al.
Published: (2024-11-01)

Fine-grained crop pest classification based on multi-scale feature fusion and mixed attention mechanisms
by: Yiheng Qian, et al.
Published: (2025-04-01)

Classifying Sunn Pest Damaged and Healthy Wheat Grains Across Different Species with YOLOV8 and Vision Transformers
by: Melike Çolak, et al.
Published: (2024-12-01)

AI Roles in 4R Crop Pest Management—A Review
by: Hengyuan Yang, et al.
Published: (2025-07-01)

First record of Crepidobothrium sp. (Cestoda, Proteocephalidae) in Bothrops atrox (Serpentes, Viperidae) in Amazonian Brazil
by: A. C. O. Sarmento, et al.
Published: (2025-06-01)

Ética alimentar na obra de Astrid Cabral
by: Patrícia Vieira
Published: (2023-03-01)

Intelligent Detection and Control of Crop Pests and Diseases: Current Status and Future Prospects
by: Jiaxing Xie, et al.
Published: (2025-06-01)

Explainable olive grove and grapevine pest forecasting through machine learning-based classification and regression
by: F. Rodríguez-Díaz, et al.
Published: (2024-12-01)

Precise Crop Pest Detection Based on Co-Ordinate-Attention-Based Feature Pyramid Module
by: Chenrui Kang, et al.
Published: (2025-01-01)

The incidence of insect pests on potato crop in Hazara division, Khyber Pakhtunkhwa, Pakistan
by: Ghalib Sayyid, et al.
Published: (2025-03-01)

Unravelling the use of nanotechnology for crop pest management as a green and sustainable agriculture
by: B. Kariyanna, et al.
Published: (2025-06-01)

Stored Product Pests
by: P.G. Koehler, et al.
Published: (1997-02-01)

Optimal management of crop pests in the presence of agritourism
by: Badriya Al Hinaai, et al.
Published: (2025-06-01)

Urban Pests and Pest Management
by: Philip G. Koehler
Published: (2015-03-01)

Urban Pests and Pest Management
by: Philip G. Koehler
Published: (2015-03-01)

Testing of preparations for protection of grain crops from pests in the Steppe of Ukraine
by: S. Semenov
Published: (2025-03-01)

Current status of aquaculture in the Peruvian rainforest: case of Ucayali
by: Roberto Orlando Quesquén-Fernández, et al.
Published: (2022-10-01)

A A new species of Graffenrieda (Melastomataceae) from the northern Andes, Caquetá, Colombia, and a key for the Graffenrieda group with calyptrate flowers
by: Humberto Mendoza-Cifuentes, et al.
Published: (2024-10-01)

Economic evaluation of Arapaima gigas production in earth ponds: Case study of a small fish farm at San Martin-Peru
by: Luis Gonzalez-Callirgos, et al.
Published: (2023-11-01)

Violence, land conflicts and the dynamics of the agrarian economy in the Brazilian Amazon
by: Ana Paula Dal’Asta, et al.
Published: (2025-03-01)

Extraction of collagen from by-products of Amazonian fish tambaqui, Colossoma macropomum and pirarucu Arapaima gigas
by: Alexandre Augusto Barai, et al.
Published: (2025-06-01)

Plantae Colombianae,X: I.-De Euphorbiaceis notae diversae Plantae Colombianae,X: I.-De Euphorbiaceis notae diversae
by: Schultes Richard Evans
Published: (1945-04-01)

Life history traits of the target pest and transmission routes of the biocide are critical for the success of the boosted Sterile Insect Technique
by: Fanny Herbillon, et al.
Published: (2024-01-01)

Recent advances in pest and disease recognition: a comprehensive review
by: Honglin Liu, et al.
Published: (2025-08-01)

Neural Network-Guided Smart Trap for Selective Monitoring of Nocturnal Pest Insects in Agriculture
by: Joel Hinojosa-Dávalos, et al.
Published: (2025-07-01)

Research on the Method of Crop Pest and Disease Recognition Based on the Improved YOLOv7-U-Net Combined Network
by: Wenchao Xiang, et al.
Published: (2025-04-01)