A Global Forecasting Approach to Large-Scale Crop Production Prediction with Time Series Transformers

A Global Forecasting Approach to Large-Scale Crop Production Prediction with Time Series Transformers

Accurate prediction of crop production is essential in effectively managing the food security and economic resilience of agricultural countries. This study evaluates the performance of statistical and machine learning-based methods for large-scale crop production forecasting. We predict the quarterl...

Full description

Bibliographic Details
Main Authors: Sebastian C. Ibañez, Christopher P. Monterola
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Agriculture
Subjects:
crop production
agricultural production
time series forecasting
artificial intelligence
machine learning
deep learning
Online Access:https://www.mdpi.com/2077-0472/13/9/1855

Internet

https://www.mdpi.com/2077-0472/13/9/1855

Similar Items