Zijun Zhang

Small-Scale Leakage Detection in Water Distribution Networks Based on Parallel CNN–LSTM and Cross-Modal Attention Mechanism

Abstract Leakage in water distribution networks (WDNs) leads to substantial water loss and economic cost, and small-scale leakage persists because traditional detection methods identify it poorly. To address this challenge, a parallel convolutional neural network–long short-term...

wbp-encoded LPS O-antigen architecture as a prognostic and therapeutic target in Pseudomonas aeruginosa keratitis

Background Pseudomonas aeruginosa ( P. aeruginosa ) keratitis can progress rapidly to vision-threatening disease, even with intensive therapy. Virulence-associated genes are key determinants of ocular-surface pathogenesis. We therefore sought to develop a composite wbp-exo genoty...