Guo-Hong Liu

Decoding in-situ plant stress physiology via bio-hydrogel microneedles.

Using an intelligent diagnostic model based on stress-evoked H2O2 dynamics, CRH-BMIS achieves competitive cross-plant classification of abiotic/biotic stress and disease-stage classification and superior performance stems from the deep synergy between minimally invasive microneedles and machine learning algorithms.