Forecasting vegetation dynamics in an open ecosystem by integrating deep learning and environmental variables

•We compare deep learning models for vegetation state forecasting in an open ecosystem.•We investigate the extent that environmental variables can enhance vegetation state forecasting.•We examine forecasting accuracy of different models for predicting longer time ahead.•We discuss the pros and cons of using a deep learning based approach for conservation management.