Author

Xiang-Zeng Kong

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Sep 2026

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.

Jun-Lu Fu, Ting-Ting Zhang, Hao-Rong Liao et al. · Analytica Chimica Acta · 0 citations

Open access Aug 2026

A Hybrid Model for Stock Index Forecasting Integrating Multi-Scale Local Attention and State-Space Modeling

Experiments on six stock index datasets show that AG-SSM achieves the lowest horizon-averaged MAPE on all six datasets while maintaining competitive performance across other metrics and individual horizons.

Hao-Rong Liao, Xiang-Zeng Kong, Yiming Mu et al. · Mathematics · 0 citations