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Deep Learning-Based Prediction of Particulate Matter and Application of Air Quality Health Impact Indicators in Industrial Complexes

Jiwon Seo, Jeongeon Oh, Hyeongseok Lee, Minsu Son, Seungcheol Na, Seongjun Kim, Yong-Gyun Park

J Korean Soc Environ Eng. 2025;47(9):637-649. Published online September 30, 2025
DOI: https://doi.org/10.4491/KSEE.2025.47.9.637

Performance Evaluation of AI-Based Time Series Prediction Models for Predicting Odorous Substance Concentrations in a Residential-Industrial Complex

Song-eun Lee, Ahyeon Jeong, Yewon Jo, Seyoon Jeong, Seongjun Kim, Yong-Gyun Park

J Korean Soc Environ Eng. 2025;47(8):572-583. Published online August 31, 2025
DOI: https://doi.org/10.4491/KSEE.2025.47.8.572

Prediction of Fine Dust Concentrations in Major South Korean Cities Using a CNN–GRU Deep Learning Model

Minhyeok Lee, MinJin Koak, Hyejin Noh, Chaewon Park, Seung Hoon Lee, Seongjun Kim, Yong-Gyun Park

J Korean Soc Environ Eng. 2025;47(8):549-561. Published online August 31, 2025
DOI: https://doi.org/10.4491/KSEE.2025.47.8.549

A feasibility Study of Detecting Chironomidae Larva in Water Treatment Filtration Processes using ResNet-based Image Recognition Deep Learning

Si Hyeong Park, Myeong Eon Choi, Seung Yong Lee, Jong-Oh Kim, No-Suk Park

J Korean Soc Environ Eng. 2025;47(5):354-365. Published online May 31, 2025
DOI: https://doi.org/10.4491/KSEE.2025.47.5.354

Assessing the Performance of Deep Learning Algorithms With and Without Transfer Learning in Similar or Identical Wastewater Treatment Processes

Jaeil Kim, Sang-Ik Suh, Yongtae Ahn, Seo Jin Ki

J Korean Soc Environ Eng. 2024;46(3):111-117. Published online March 31, 2024
DOI: https://doi.org/10.4491/KSEE.2024.46.3.111

Comparing the Performance of Machine Learning and Deep Learning Algorithms in Wastewater Treatment Process

Jaeil Kim, Hyo Sub Lee, Jinuk Jang, Yongtae Ahn, Seo Jin Ki, Hyun-Geoun Park

J Korean Soc Environ Eng. 2023;45(12):587-593. Published online December 31, 2023
DOI: https://doi.org/10.4491/KSEE.2023.45.12.587

Assessing the Performance of a Long Short-Term Memory Algorithm in the Dataset with Missing Values

Hyun-Geoun Park, Sang-Ik Suh, Gyeong Cheol Jo, Jinuk Jang, Seo Jin Ki

J Korean Soc Environ Eng. 2022;44(12):636-642. Published online December 31, 2022
DOI: https://doi.org/10.4491/KSEE.2022.44.12.636

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