Multistep ahead prediction of temperature and humidity in solar greenhouse based on FAM-LSTM model

Yongxia Yang, Pan Gao, Zhangtong Sun, Haoyu Wang, Miao Lu, Yingying Liu, Jin Hu

Abstract: Highlights•The impact of coupled multi-dimensional environmental factors on solar greenhouse temperature was considered.•The proposed novel FAM-LSTM model fuses feed-forward attention mechanism and LSTM model.•The FAM enhanced the accuracy of multistep time series prediction.•The FAM-LSTM model had a superior prediction performance.