Selected publications

• SungKu Heo, Taeseok Oh, TaeYong Woo, SangYoon Kim, Yunkyu Choi, Minseok Park, Jeonghoon Kim, ChangKyoo Yoo*, Real-scale demonstration of two-stage AMX® digital twins with AI-driven control policy optimization under enriching nitrogen loads, Desalination (ISSN:0011-9164, SCI, Top 5% journal - Water Resource), Elsevier, 593(1), pp.118235​  ​(2025.1)

• SungKu Heo, Jaewon Byun, Pouya Ifaei, Soonho Hwangbo, Changkyoo Yoo, Towards mega-scale decarbonized industrial park (Mega-DIP): AI-driven techno-economic and environmental assessment of renewable and sustainable energy utilization in petrochemical industry, Renewable and sustainable energy reviews (ISSN:1364-0321, SCIE, Top 1 journal: Green & Sustainable Science & Technology), (2024.01)

• SungKu Heo, KiJeon Nam, Jorge Loy-Benitez, ChangKyoo Yoo*, Data-Driven Hybrid Model for Forecasting Wastewater Influent Loads Based on Multimodal and Ensemble Deep Learning, IEEE Transactions on Industrial Informatics (ISSN:1551-3203, SCI, IF = 10.2, Top 1 journal: Engineering Industrial), IEEE, 17(10), pp.6925-6934, (2021.10)

• SungKu Heo†, KiJeon Nam†, Jorge Loy-Benitez, Qian Li, SeungChul Lee, ChangKyoo Yoo*, A deep reinforcement learning-based autonomous ventilation control system for smart indoor air quality management in a subway station, Energy and Buildings (ISSN: 0378-7788, IF=4.867, JCR Top 3% journal - Engineering, Civil), Elsevier, 202(10), 109440(pp.1-16) (2019)

• SungKu Heo†, KiJeon Nam†, TaeYong Woo and Chang Kyoo Yoo*, Digitally-transformed early-warning protocol for membrane cleaning based on a fouling-cumulative sum chart: Application to a full-scale MBR plant, Journal of Membrane Science (ISSN: ISSN: 0376-7388, IF=8.7, JCR Top 3.4%), 643(3), pp.120080 (2022.3) 

• SungKu Heo†, KiJeon Nam†, Shahzeb Tariq, Juin Yau Lim, Junkyu Park, Chang Kyoo Yoo, A hybrid machine learning–based multi-objective supervisory control strategy of a full-scale wastewater treatment for cost-effective and sustainable operation under varying influent conditions, Journal of Cleaner Production (ISSN:0959-6526, IF=7.246, JCR Top 7% journal - ENVIRONMENTAL SCIENCES), Elsevier, (2021)

• SungKu Heo, Jaerak Ko, SangYoun Kim, Chanhyeok Jeong, Soonho Hwangbo*, ChangKyoo Yoo*, Explainable AI-driven net-zero carbon roadmap for petrochemical industry considering stochastic scenarios of remotely sensed offshore wind energy, Journal of Cleaner Production (ISSN:0959-6526, SCIE, Top 7% journal:Engineering Civil), 379(2), pp.134793 (2022.12)

Pubished Journals