SungKu Heo

A deep reinforcement learning-based autonomous ventilation control system for smart indoor air quality management in a subway station

SungKu Heo, KiJeon Nam, Jorge Loy-Benitez et al. · Energy and Buildings · 2019 · 79 citations

Artificial Intelligence, Engineering, Machine Learning +10

Data-Driven Hybrid Model for Forecasting Wastewater Influent Loads Based on Multimodal and Ensemble Deep Learning

SungKu Heo, KiJeon Nam, Jorge Loy-Benitez et al. · IEEE Transactions on Industrial Informatics · 2020 · 74 citations

Forecasting Methodology, Engineering, Machine Learning +18

Hydrogen-based self-sustaining integrated renewable electricity network (HySIREN) using a supply-demand forecasting model and deep-learning algorithms

Soonho Hwangbo, KiJeon Nam, SungKu Heo et al. · Energy Conversion and Management · 2019 · 72 citations

Electrical Engineering, Renewable Electricity Network, Engineering +11

Soft sensor validation for monitoring and resilient control of sequential subway indoor air quality through memory-gated recurrent neural networks-based autoencoders

Jorge Loy-Benitez, SungKu Heo, ChangKyoo Yoo · Control Engineering Practice · 2020 · 71 citations

Soft Sensor Validation, Environmental Monitoring, Machine Learning +5

Deep learning driven QSAR model for environmental toxicology: Effects of endocrine disrupting chemicals on human health

SungKu Heo, Usman Safder, ChangKyoo Yoo · Environmental Pollution · 2019 · 61 citations

Endocrine Disruptors, Predictive Toxicology, Medicine +11