DeepYield: A combined convolutional neural network with long short-term memory for crop yield forecasting

作者:

Highlights:

• A Combined Convolutional Neural Network for crop yield forecasting is presented.

• The effect of using Convolutional LSTM is explored for crop yield forecasting.

• The proposed models was compared against the competing approaches.

摘要

•A Combined Convolutional Neural Network for crop yield forecasting is presented.•The effect of using Convolutional LSTM is explored for crop yield forecasting.•The proposed models was compared against the competing approaches.

论文关键词:Crop yield forecasting,Deep learning,Remote sensing,Convolutional neural networks (CNN),Convolutional long short-term memory (ConvLSTM)

论文评审过程:Received 8 February 2021, Revised 20 May 2021, Accepted 28 June 2021, Available online 3 July 2021, Version of Record 8 July 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115511