A comprehensive review of advances in sensing and monitoring technologies for precision hydroponic cultivation. - Md. Shamim Ahamed; Milon Chowdhury; A. K. M. Sarwar Inam; Krishna Aindrila Kar; Md Najmul Islam; Saeed Karimzadeh; Shawana Tabassum; Md Sazzadul Kabir; Nazmin Akter; Abdul Momin (Comput. Electron. Agric., 2025)

Machine learning-based fault detection and diagnosis of electrical conductivity and pH sensors in hydroponic systems. - Saeed Karimzadeh; Zhian Li; Md Shamim Ahamed (Comput. Electron. Agric., 2025)