Comparison Between Machine Learning Models for Yield Forecast in Cocoa Crops in Santander, Colombia

Comparison Between Machine Learning Models for Yield Forecast in Cocoa Crops in Santander, Colombia

The identification of influencing factors in crop yield (kg·ha-1) provides essential information for decision-making processes related to the prediction and improvement of productivity, which gives farmers the opportunity to increase their income. The current study investigates the application of mu...

Volledige beschrijving

Bibliografische gegevens
Hoofdauteurs:	Lamos-Díaz, Henry, Puentes-Garzón, David Esteban, Zarate-Caicedo, Diego Alejandro
Formaat:	Online
Taal:	eng spa
Gepubliceerd in:	Universidad Pedagógica y Tecnológica de Colombia 2020
Onderwerpen:	agricultural-yield agroforestry-system cocoa machine-learning prediction productivity aprendizaje-automático cacao predicción productividad rendimientos-agrícolas sistemas-agroforestales
Online toegang:	https://revistas.uptc.edu.co/index.php/ingenieria/article/view/10853

Gelijkaardige items

Machine Learning Applied to Gender Violence: A Systematic Mapping Study
door: Pinto-Muñoz, Cristian-Camilo, et al.
Gepubliceerd in: (2023)

Solar Radiation Prediction on Photovoltaic Systems Using Machine Learning Techniques
door: Ordoñez-Palacios, Luis Eduardo, et al.
Gepubliceerd in: (2020)

Machine learning algorithms for prediction of physicochemical soil properties by spectral information: a systematic review
door: Vargas-Zapata, Mateo, et al.
Gepubliceerd in: (2022)

Liming applications and the SPAD chlorophyll index and stomatal conductance in cocoa exposed to cadmium in the soil
door: Suárez-Parra, Karen Victoria, et al.
Gepubliceerd in: (2022)

Economic analysis of the cocoa sector in Norte de Santander State, Colombia and at an international level
door: Vásquez-Barajas, Eduardo Felipe, et al.
Gepubliceerd in: (2018)

Agronomic response of cocoa mucilago (Theobroma cacao L.) in maize culture (Zea mays L.)
door: Sánchez-Olaya, Diana Maria, et al.
Gepubliceerd in: (2019)

In vitro effect of cocoa leachates on growth and development of Moniliophthora roreri ([Cif.] H.C. Evans et al.) isolated from Theobroma cacao (L.)
door: Gómez-Gutierrez, Sandra Victoria, et al.
Gepubliceerd in: (2022)

Complementary foliar fertilization improves the yield, health and profitability of cocoa in rainfed agroecosystems
door: Bravo Palma, Erick Humberto, et al.
Gepubliceerd in: (2022)

Physiological performance of nine cacao (Theobroma cacao L.) genotypes under the shadow of three forest species in Santander, Colombia
door: Agudelo-Castañeda, Genaro Andrés, et al.
Gepubliceerd in: (2018)

Predictive tools in financial policy for profitable firms: reality or mirage?
door: Díaz, Luis Francisco Ramírez, et al.
Gepubliceerd in: (2012)

Econometric modeling and sales forecasts of ginger rhizome in Ecuador
door: Sabando García, Ángel Ramón, et al.
Gepubliceerd in: (2022)

Prototype of wheelchair commanded by voice using HMM in a controlled environment
door: Higuera-Martínez, Óscar Iván, et al.
Gepubliceerd in: (2017)

Determinants for Disease Management in Cacao (Theobroma cacao L.) in Southern Córdoba, Colombia
door: Martínez-Reina, Antonio María, et al.
Gepubliceerd in: (2023)

Prediction of Electricity Consumption Profiles Using Potential Polynomials of Degree One and Artificial Neural Networks in Smart Metering Infrastructure
door: Urgilés, Pablo, et al.
Gepubliceerd in: (2021)

Physicochemical Changes In The Fermentation And Drying of Cocoa Materials In Colombia
door: López Hernández, Martha del Pilar, et al.
Gepubliceerd in: (2022)

Detection of Homicide Trends in Colombia Using Machine Learning
door: Ordoñez-Eraso, Hugo Armando, et al.
Gepubliceerd in: (2019)

Analyzing the Transaction Costs of Cocoa (Theobroma cacao) Grown in Southern Córdoba, Colombia
door: Martínez-Reina, Antonio María, et al.
Gepubliceerd in: (2023)

Data analysis of thefts in the city of Medellin from a descriptive approach
door: Maestre-Gongora, Gina, et al.
Gepubliceerd in: (2023)

Environmental sustainability and waste management in cocoa production systems in the southwest of Boyacá-Colombia
door: Vargas Martínez, Andrés Felipe, et al.
Gepubliceerd in: (2021)

Evaluation of the Physical and Sensory Characteristics of Cocoa Liquor Associated with Sowing Models
door: Moreno-Martínez, Edith, et al.
Gepubliceerd in: (2019)

Interpretability in the Field of Plant Disease Detection: A Review
door: Leal-Lara, Daniel-David, et al.
Gepubliceerd in: (2021)

Modeling of topics applied to the analysis of the paper of automatic learning in systemic revisions
door: Grisales-Aguirre, Andrés Mauricio, et al.
Gepubliceerd in: (2022)

Assessing the behavior of machine learning methods to predict the activity of antimicrobial peptides
door: Camacho, Francy Liliana, et al.
Gepubliceerd in: (2016)

Machine learning methods in prospective studies after an example of financing innovation in Colombia
door: Padilla-Ospina, Ana Milena, et al.
Gepubliceerd in: (2020)

Microbial succession during the spontaneous fermentation of cocoa in productive units
door: Garcia Gonzalez, Estefania, et al.
Gepubliceerd in: (2021)

A linear programming model for the parallel non-related machines problem, in the drying area of a chilean sawmill
door: Cifuentes, Nayaret, et al.
Gepubliceerd in: (2017)

Driver-Assistant System Using Computer Vision and Machine Learning
door: Valencia-Payan, Cristian, et al.
Gepubliceerd in: (2020)

Trichoderma spp: Propagation, dosage and application in maize crop (Zea mays L.)
door: Cuenca Sedamanos, John Alberto, et al.
Gepubliceerd in: (2022)

Indeterminismo y complejidad: problemas de la predicción científica en Popper
door: Ávila, Roberto
Gepubliceerd in: (2013)

Science Fiction and Religion: A parallel between The Time Machine and Perelandra
door: Araújo, Naiara Sales, et al.
Gepubliceerd in: (2020)

Small deep hole drilling electro discharge machining process optimization using Taguchi method
door: Jiménez-Chavarro, Guillermo, et al.
Gepubliceerd in: (2016)

Fourier Analysis Approach to Identify Water Bodies Through Hyperspectral Imagery
door: Chanchí-Golondrino, Gabriel-Elías, et al.
Gepubliceerd in: (2023)

Flujos de efectivo futuros para empresas del sector comercial del Valle del Cauca durante el periodo 1995 – 2014.
door: Escobar Arias, Gabriel Eduardo, et al.
Gepubliceerd in: (2017)

Use of Convolutional Neural Networks in Smartphones for the Identification of Oral Diseases Using a Small Dataset
door: Quintero-Rojas, Jormany, et al.
Gepubliceerd in: (2021)

Carbon Stored in the Arboreal Stratum of Livestock and Natural Systems of the Municipality of Albania, Caquetá, Colombia
door: Rojas-Vargas, Erika Paola, et al.
Gepubliceerd in: (2019)

Current State of Cocoa Plantation: A Review of its Main Limitations
door: Antolinez Sandoval, Eduar Yovany, et al.
Gepubliceerd in: (2020)

Comparison of Kernel Functions in the Classification of Irradiance Zones from Multispectral Satellite Images
door: Pachajoa, Dalila-Mercedes, et al.
Gepubliceerd in: (2021)

Use of metribuzin, associated with different foliar fertilizers, on carrot crops
door: Soares da Silva, Gustavo, et al.
Gepubliceerd in: (2019)

Análisis económico del sector cacaotero en Norte de Santander, Colombia y a nivel internacional
door: Vásquez Barajas, Eduardo Felipe, et al.
Gepubliceerd in: (2018)

Barreras a la internalización del sector cacaotero del occidente de Boyacá
door: Sánchez Alarcón, Oscar Iván, et al.
Gepubliceerd in: (2024)