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Norhaliza Abdul Wahab

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#reinforcement learning Open access Sep 2026

Reinforcement Learning-based Constant Flux Control of Membrane Filtration Process

Submerged membrane bioreactor (SMBR) systems offer high treatment efficiency and compact operation, but nonlinear dynamics and time-varying membrane fouling make constant-flux regulation challenging. This study develops and evaluates three reinforcement-learning controllers—a deep Q-network (DQN), deep deterministic po...

Yin Liu, Norhaliza Abdul Wahab · 0 citations

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