Sustainable fertilisation management via tensor multi-task learning using multi-dimensional agricultural data

Yu Zhang, Xulong Wang, Tong Liu, Ruijing Wang, Yang Li, Qing Xue, Po Yang

Abstract: Highlights•A real-world agricultural dataset collected from real winter wheat farms in the UK.•Spatio-temporal tensor multi-task learning for precision fertilisation prediction.•Important factors influencing nitrogen fertilisation process were identified and analysed.•A precision fertilisation system has been constructed for intelligent farm management.