Sustainable and reliable design of reverse osmosis desalination with hybrid renewable energy systems through supply chain forecasting using recurrent neural networks Q Li, J Loy-Benitez, KJ Nam, S Hwangbo, J Rashidi, CK Yoo Energy 178, 277-292, 2019 | 87 | 2019 |
Sequential prediction of quantitative health risk assessment for the fine particulate matter in an underground facility using deep recurrent neural networks J Loy-Benitez, P Vilela, Q Li, CK Yoo Ecotoxicology and environmental safety 169, 316-324, 2019 | 64 | 2019 |
Soft sensor validation for monitoring and resilient control of sequential subway indoor air quality through memory-gated recurrent neural networks-based autoencoders J Loy-Benitez, SK Heo, CK Yoo Control Engineering Practice 97, 104330, 2020 | 57 | 2020 |
A deep reinforcement learning-based autonomous ventilation control system for smart indoor air quality management in a subway station SK Heo, KJ Nam, J Loy-Benitez, Q Li, SC Lee, CK Yoo Energy and Buildings 202, 109440, 2019 | 57 | 2019 |
Sustainable subway indoor air quality monitoring and fault-tolerant ventilation control using a sparse autoencoder-driven sensor self-validation J Loy-Benitez, Q Li, KJ Nam, CK Yoo Sustainable Cities and Society 52, 101847, 2020 | 44 | 2020 |
Data-driven hybrid model for forecasting wastewater influent loads based on multimodal and ensemble deep learning SK Heo, KJ Nam, J Loy-Benitez, CK Yoo IEEE Transactions on Industrial Informatics 17 (10), 6925-6934, 2020 | 42 | 2020 |
A proactive energy-efficient optimal ventilation system using artificial intelligent techniques under outdoor air quality conditions KJ Nam, SK Heo, Q Li, J Loy-Benitez, MJ Kim, DS Park, CK Yoo Applied energy 266, 114893, 2020 | 42 | 2020 |
Transfer learning driven sequential forecasting and ventilation control of PM2. 5 associated health risk levels in underground public facilities S Tariq, J Loy-Benitez, KJ Nam, G Lee, MJ Kim, DS Park, CK Yoo Journal of Hazardous Materials 406, 124753, 2021 | 38 | 2021 |
A dynamic gain-scheduled ventilation control system for a subway station based on outdoor air quality conditions J Loy-Benitez, Q Li, P Ifaei, K Nam, SK Heo, C Yoo Building and Environment 144, 159-170, 2018 | 37 | 2018 |
Imputing missing indoor air quality data via variational convolutional autoencoders: Implications for ventilation management of subway metro systems J Loy-Benitez, SK Heo, CK Yoo Building and Environment 182, 107135, 2020 | 32 | 2020 |
Intelligent sensor validation for sustainable influent quality monitoring in wastewater treatment plants using stacked denoising autoencoders AH Ba-Alawi, P Vilela, J Loy-Benitez, SK Heo, CK Yoo Journal of Water Process Engineering 43, 102206, 2021 | 31 | 2021 |
Flexible real-time ventilation design in a subway station accommodating the various outdoor PM10 air quality from climate change variation Q Li, J Loy-Benitez, SK Heo, S Lee, H Liu, CK Yoo Building and Environment 153, 77-90, 2019 | 29 | 2019 |
Techno-economic assessment and smart management of an integrated fuel cell-based energy system with absorption chiller for power, hydrogen, heating, and cooling in an … J Loy-Benitez, U Safder, HT Nguyen, Q Li, TY Woo, CK Yoo Energy 233, 121099, 2021 | 28 | 2021 |
A hybrid extreme learning machine and deep belief network framework for sludge bulking monitoring in a dynamic wastewater treatment process U Safder, J Loy-Benitez, HT Nguyen, CK Yoo Journal of Water Process Engineering 46, 102580, 2022 | 24 | 2022 |
Missing data imputation and sensor self-validation towards a sustainable operation of wastewater treatment plants via deep variational residual autoencoders AH Ba-Alawi, J Loy-Benitez, SY Kim, CK Yoo Chemosphere 288, 132647, 2022 | 23 | 2022 |
Optimal demand side management scheduling-based bidirectional regulation of energy distribution network for multi-residential demand response with self-produced renewable energy HT Nguyen, U Safder, J Loy-Benitez, CK Yoo Applied Energy 322, 119425, 2022 | 20 | 2022 |
Inter-regional multimedia fate analysis of PAHs and potential risk assessment by integrating deep learning and climate change scenarios KJ Nam, Q Li, SK Heo, S Tariq, J Loy-Benitez, TY Woo, CK Yoo Journal of Hazardous Materials 411, 125149, 2021 | 20 | 2021 |
A data-driven analytical roadmap to a sustainable 2030 in South Korea based on optimal renewable microgrids P Ifaei, AST Charmchi, J Loy-Benitez, RJ Yang, CK Yoo Renewable and Sustainable Energy Reviews 167, 112752, 2022 | 19 | 2022 |
Multi-objective optimization of a time-delay compensated ventilation control system in a subway facility–A harmony search strategy J Loy-Benitez, Q Li, KJ Nam, HT Nguyen, MJ Kim, DS Park, CK Yoo Building and Environment 190, 107543, 2021 | 16 | 2021 |
Energy-efficient time-delay compensated ventilation control system for sustainable subway air quality management under various outdoor conditions S Tariq, J Loy-Benitez, KJ Nam, S Heo, CK Yoo Building and Environment 174, 106775, 2020 | 15 | 2020 |