Author

Jianghua Dai

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Open access Aug 2026

Temporally Constrained Long Short-Term Memory Surrogate Modeling for Water-Cut Prediction in Simulated Reservoir Scenarios

Dynamic prediction of reservoir water cut supports development-plan optimization and injection-production control. The 3000 scenarios sampled the reservoir-production-control response space, and the surrogate model learned the mapping from input conditions to dynamic responses for rapid prediction of unseen scenarios....

Si-Han Xu, Jianghua Dai · Processes · 0 citations

Open access Aug 2026

Residual Conditional GAN for Structured Control-Pore-Volume Inversion from Dynamic Production Responses

Rapid inversion of coarse-scale parameters is important for history matching in reduced-order reservoir models, yet conventional methods require repeated simulation and iterative updating. This study proposes a residual conditional generative adversarial network (Res-cGAN) to reconstruct structured control-pore-volume...

Jiamei Lu, Ning Cai, Jianghua Dai · Processes · 0 citations