Optimal management strategy for salt adsorption capacity in machine learning-based flow-electrode capacitive deionization process

SI Yu, J Jeon, YU Shin, H Bae - ACS ES&T Engineering, 2024 - ACS Publications
Flow-electrode capacitive deionization (FCDI) has created a breakthrough toward a more
stable desalination performance by adopting a flow-electrode compared to existing …

Optimizing coagulant dosage using deep learning models with large-scale data

J Kim, C Hua, K Kim, S Lin, G Oh, MH Park, S Kang - Chemosphere, 2024 - Elsevier
Water treatment plants are facing challenges that necessitate transition to automated
processes using advanced technologies. This study introduces a novel approach to optimize …

Autonomous real-time control for membrane capacitive deionization

J Shim, S Lee, N Yun, M Son, SH Chae, KH Cho - Water Research, 2024 - Elsevier
Artificial intelligence has been employed to simulate and optimize the performance of
membrane capacitive deionization (MCDI), an emerging ion separation process. However, a …

Multimodal deep learning models incorporating the adsorption characteristics of the adsorbent for estimating the permeate flux in dynamic membranes

H Jeong, B Yun, S Na, M Son, SH Chae, CM Kim… - Journal of Membrane …, 2024 - Elsevier
Dynamic membranes (DMs) can improve the overall efficiency and performance of water-
treatment processes. However, DM modeling studies are limited by the constraint of …

Development of AI-based process controller of sour water treatment unit using deep reinforcement learning

H Wang, Y Guo, L Li, S Li - Journal of the Taiwan Institute of Chemical …, 2024 - Elsevier
Background Due to the variability in the feedstock conditions and the nonlinearity of the sour
water stripping process, determining the optimal operating conditions for Sour Water …

Deep Learning-Aided Autonomous Materials Discovery

김현승 - 2023 - s-space.snu.ac.kr
As the discovery of bronze marked the end of the Stone Age, the advancement of human
civilization is closely related to the discovery of better materials. Modern materials discovery …