Author

Junqiang Lin

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Open access Oct 2026

Differential Analysis of the Application of Evolutionary Strategies in Reservoir Operating Recurrent Neural Networks

Recurrent neural networks (RNNs) are widely used in reservoir operation because they can represent temporal dependencies, but their performance depends strongly on hyperparameter selection. This study compares eight evolutionary strategies—genetic algorithm (GA), particle swarm optimization (PSO), simulated annealing (...

Bo-Ran Zhu, Di Zhang, Jun-Qiang Lin et al. · Applied Sciences · 0 citations

Open access Aug 2026

Water Quality Evolution in a Mixed Pressurized and Non-Pressurized Water Conveyance System Based on SWMM–EPANET Segmented Simulation

Complex water conveyance systems often involve mixed flow conditions comprising pressurized pipe networks and free-surface open channels. Every single model has its limitations in long-distance and complex water transfer projects; coupling different models can leverage their respective advantages. For this reason, this...

Boran Zhu, Shilei Zhang, Xiaodong Xu et al. · Processes · 0 citations