Name:​ 남기전 교수

email: kjnam@pknu.ac.kr / ​​ spirit1058@gmail.com

 경력 및 학력 

-학사 : 경희대학교 환경학 및 환경공학과, 2013.02

-석사 : 경희대학교 환경응용과학과, 2018.02

-박사 : 경희대학교 환경응용과학과, 2022.02

 Current Position: 

-부경대학교 환경공학과, 조교수

2024.3 ~ 현재 

Former Position: ​

- (주)삼성전자 반도체(DS부문) 혁신센터, MES팀, Smart Factory 그룹, CL3

- 2022.3.1 ~2024.1.31

-환경시스템공학, 생물막 공정, 환경시스템공학, MBR, Fouling Diagnosis, Artificial Intelligence, Deep learning/Deep Learning/Reinforcement Learning, Fault detection and diagnosis, QSAR/Risk assessment, Dynamic programming, Iterative PID control,  Advanced control, Smart Data Analytics, Smart O&M, Energy, Offline RL based tuning, AI-autonomous manufacturing system for Environment(Control, calibration, monitoring, tuning, optimization)-Reinforcement Learning

Award:

- 회명대학원연구상, 2018년도 한국화학공학회 춘계학술대회, 남기전, "딥러닝-강화학습기반 막분리공정(MBR) 자율최적 운전시스템 연구", 한국화학공학회, 2018년 10월 26일

- 학술 대회 논문상, 2019년도 대한환경공학회 국내 학술대회, 남기전, "에너지 효율과 수질의 개선을 위한 인공지능/강화학습을 이용한 MBR 자율 최적운전 시스템 구축을 위한 원천 기술 개발", 대한환경공학회, 2020년 11월

- Editor's Choice Selection-Cover paper, An autonomous operational trajectory searching system for an economic and environmental membrane bioreactor plant using deep reinforcement learning, Water Science and Technology (ISSN:0273-1223, SCIE), International Water Association(IWA) (2020.08)

- Editor's Choice Selection-Cover paper,​ Dual-objective optimization for energy-saving and fouling mitigation in MBR plants using influent prediction and an integrated biological-physical model, Journal of Membrane Science (ISSN: 0376-7388, JCR Top 3.4%) (2021.2)​​

- 우수연구학술상, 경희대학교 4단계 BK21 교육연구단, Inter-regional multimedia fate analysis of PAHs and potential risk assessment by integrating deep learning and climate change scenarios, Journal of Hazardous Materials (ISSN:0304-3894, SCIE, TOP 3%), 2021년 2월​

Internship:

- 영국 Imperial College London, CCS plant control and design (UK), 2018년 8월 28일~2018년 9월 14일(EDRC/산자부 인턴쉽  전액 장학)

Selected Publications:

INTERNATIONAL JOURNAL (SCI/SCIE)

1. KiJeon Nam^†, SungKu Heo^†, GaHee Rhee, MinJeong Kim, and Chang Kyoo Yoo^*, Dual-objective optimization for energy-saving and fouling mitigation in MBR plants using influent prediction and an integrated biological-physical model, Journal of Membrane Science (ISSN: ISSN: 0376-7388, JCR Top 3.4%), 625(5), pp.119208 (2021.2) (Editor’s choice-Cover paper)​

2. KiJeon Nam† , SungKu Heo† , Jorge Loy-Benitez, Pouya Ifaei, and ChangKyoo Yoo* , An autonomous operational trajectory searching system for an economic and environmental membrane bioreactor plant using deep reinforcement learning, Water Science and Technology(ISSN:0273-1223, SCIE), 81(8), pp. 1578-1587,  International Water Association(IWA) (2020.08) (Editor’s choice-Cover paper) 

3. KiJeon Nam† , Soonho Hwanbo† , and ChangKyoo Yoo* , A deep learning-based forecasting model for renewable energy scenarios to guide sustainable energy policy: A case study of Korea, Renewable and Sustainable Energy Reviews (ISSN: 1364-0321, SCI, IF=10.5, Top 1 journal-green&sustainable science & technology), 122(4), 109725(pp.1-18), (2020.04)

4. KiJeon Nam† , Qian Li† , SungKu Heo, Shahzeb Tariq, Jorge Loy-Benitez, TaeYong Woo, and ChangKyoo Yoo* , Inter-regional multimedia fate analysis of PAHs and potential risk assessment by integrating deep learning and climate change scenarios, Journal of Hazardous Materials (ISSN:0304-3894, SCIE, TOP 3% journal: Environmental Science), Elsevier, 411(6), pp.125149 (2021.06)​​

5. KiJeon Nam† , Qian Li† , SungKu Heo, Shahzeb Tariq, Jorge Loy-Benitez, TaeYong Woo, and ChangKyoo Yoo* , Inter-regional multimedia fate analysis of PAHs and potential risk assessment by integrating deep learning and climate change scenarios, Journal of Hazardous Materials (ISSN:0304-3894, SCIE, TOP 3% journal: Environmental Science) Elsevier, 411(6), pp.125149 (2021.06) ​

6.  SungKu Heo+, KiJeon Nam† , Shahzeb Tariq, Juin Yau Lim, Junkyu Park, and Chang Kyoo Yoo* , A hybrid machine learning–based multi-objective supervisory control strategy of a fullscale wastewater treatment for cost-effective and sustainable operation under varying influent conditions, Journal of Cleaner Production (ISSN:0959-6526, SCIE, Top 10% journal:Engineering Civil), Elsevier, 291(4), pp.125853 ​​​

7. SungKu Heo†, KiJeon Nam†, TaeYong Woo and Chang Kyoo Yoo*, Digitallytransformed 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)

8. 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, SCIE, Top 3% journal- Engineering, Civil, DOI), Elsevier, 202(10), 109440(pp.1-16) (DOI: https://doi.org/10.1016/j.enbuild.2019.109440) (2019.10) (​

9. SungKu Heo, KiJeon Nam, Jorge Loy-Benitez, and 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)​​

10. Jorge Loy-Benitez, Qian Li, KiJeon Nam , Hai Tra Nguyen , MinJeong Kim , DuckShin Park, ChangKyoo Yoo, Multi-objective optimization of a time-delay compensated ventilation control system in a subway facility – A harmony search strategy, Building and Environment (ISSN: 0360-1323, SCIE, Top 3% journal: Civil Eng.), Elsevier, 190(3), pp. 107543 (2021.03)

11. Shahzeb Tariq, Jorge Loy-Benitez, KiJeon Nam, Gahye Lee, MinJeong Kim, Duckshin Park, ChangKyoo Yoo* , Transfer learning driven sequential forecasting and ventilation control of PM2.5 associated health risk levels in underground public facilities, Journal of Hazardous Materials (ISSN:0304-3894, SCIE, TOP 3% journal: Environmental Science), Elsevier, 406(3), pp.124753 (2021.03)​

12. KiJeon Nam, MinJeong Kim, SeungChul Lee, Soonho Hwangbo and ChangKyoo Yoo*, Interpretation and diagnosis of fouling progress in membrane bioreactor plants using a periodic pattern recognition method, The Korean J. of Chemical Engineering, (ISSN:0256- 1115, SCIE), Springer, (), pp.- (2017.7)

13. . Soonho Hwangbo, KiJeon Nam, Jihoon Han, In-Beum Lee, ChangKyoo Yoo,  Integrated Hydrogen Supply Networks for Waste Biogas Upgrading and Hybrid Carbon-Hydrogen Pinch Analysis under Hydrogen Demand Uncertainty, Applied Thermal Engineering (ISSN:1359-4311, SCIE , Top 6% journal- MECHANICS/ENGINEERING,MECHANICAL), Elsevier, 140(), pp. 386-397 (2018.7)

14. Usman Safder, KiJeon Nam, Dongwoo Kim, Mohsen Shahlaei, , ChangKyoo Yoo, Quantitative structure-property relationship (QSPR) models for predicting the physicochemical properties of polychlorinated biphenyls (PCBs) using deep belief network, Ecotoxicology and Environmental Safety (ISSN: 0147-6513, SCI, Top20%:TOP20% TOXICOLOGY), Elsevier, 162(), pp. 17-28 (2018.07)

15.  Jorge Loy-Benitez⁺, Qian Li⁺, Pouya Ifaei, Kijeon Nam, SungKu Heo and ChangKyoo Yoo^*, A dynamic gain-scheduled ventilation control system for a subway station based on outdoor air quality conditions, Building and Environment (ISSN: 0360-1323, SCIE, Top 3% journal: Civil Eng.), Elsevier, 144(), pp. 159-170 (2018.10)

16. Usman Safder⁺, KiJeon Nam⁺, Dongwoo Kim, SungKu Heo, ChangKyoo Yoo^*, A real time QSAR-driven toxicity evaluation and monitoring of iron containing fine particulate matters in indoor subway stations, Ecotoxicology and Environmental Safety (SCI, ISSN: 0147-6513, SCI, Top20%:TOP20% TOXICOLOGY), Elsevier, 169(), pp. 361-369 (2019.3)

17. Soonho Hwangbo, KiJeon Nam, SungKu Heo, ChangKyoo Yoo^*, Hydrogen-based self-sustaining integrated renewable electricity network (HySIREN) using a supply-demand forecasting model and deep-learning algorithms, Energy Conversion and Management (ISSN: 0196-8904, SCIE, IF=5.58, Top 3% journal ? THERMODYNAMICS: Rank 2 journal, DOI:), Elsevier, 185(4), pp. 353-367 

Name:​ 허성구 박사

email:  energizer@khu.ac.kr, s.heo@imperial.ac.uk​

경력 및 학력 

-학사 : 경희대학교 환경학및환경공학과, 2012.03-2018.02

-박사 : 경희대학교 환경응용과학과, 석박사 통합, 2024.02

(2023년 경희대학교 대학원 공학계열 최우수 박사학위논문상 수상)

-방문연구:미국, 서던 캘리포니아 대학교, 2023.06 ~ 2023.11

-박사후연구원: 경희대학교 환경응용과학과, 2024.03 ~ 2024.05

Current Position: 

-박사후연구원: 영국, 임페리얼 칼리지 런던, 2024.07 ~ 현재

Research Area:​

Environmental Informatics, AI-Autonomous operation system,​ Artificial Intelligence for Environment System, Advanced control, Big Data Analytics, Smart O&M, Energy Informatics,  Deep reinforcement learning-based monitoring, control and optimization, SBR, QSAR

Award: ​ ​(총 11건)​

- 환경부장관상 (최우수구두발표상), "A global assessment of public perceptions in social media to evaluate the relationship between climate changes and natural events using big data-based machine learning techniques​", 2019년 기후변화학회 상반기 학술대회​, 2019년 6월.

Selected Publications (First author) :

1. Data-Driven Hybrid Model for Forecasting Wastewater Influent Loads Based on Multimodal and Ensemble Deep Learning, IEEE Transactions on Industrial Informatics (2020.11), IF=9.112/ JCR Top 3% (ENGINEERING, INDUSTRIAL))

2. A proactive energy-efficient optimal ventilation system using deep learning and AI-iterative dynamic programming under outdoor air quality conditions, Applied Energy (ISSN: 0306-2619), Elsevier,266, pp.114893 (2020.3), IF=8.848/ JCR Top 3%)

3. A deep reinforcement learning-based autonomous ventilation control system for smart indoor air quality management in a subway station, Energy and BBuildins, Elsevier, 202(10), 109440 (2019.11), IF=4.867/ JCR Top 3% (ENGINEERING, CIVIL))

4. A hybrid machine learning–based multi-objective supervisoary control strategy of a full-scale wastewater treatment for cost-effective and sustainable operation under varying influent conditions, J. Cleaner Production (ISSN:0959-6526), Elsevier, Accepted (2020.01), IF=7.246/ JCR Top 7% (ENVIRONMENTAL SCIENCES))

5. Deep learning driven QSAR model for environmental toxicology: effects of endocrine disrupting chemicals on human health, Environmental Pollution (ISSN: 0269-7491), Elsevier, 253(10), pp.29-38 (2019.10), IF=6.793/ JCR Top 8% (ENVIRONMENTAL SCIENCES))

6. An autonomous operational trajectory searching system for an economic and environmental membrane bioreactor plant using deep reinforcement learning, Water Science and Technology (ISSN:0273-1223), International Water Association, 81(8), pp. 1578-1587 (2020.04), (Editor’s choice-Cover paper)

7. Optimal utility supply network under demand uncertainty for operational risk assessment on a petrochemical industrial park, The Korean J. of Chemical Engineering (ISSN: 0256-1115), (2020.07)

8. Development of deterministic-stochastic model to integrate variable renewable energy-driven electricity and large-scale utility networks: Towards decarbonization petrochemical industry, Energy (ISSN: 0360-5442, SCI, Top 5% journal – THERMODYNAMICS), Elsevier, 238(1), pp.122006 (2022.1)  (2022.1)

9. Digitallytransformed 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)​​

학진등재지:

1. 산업단지 VOC 저감 최적가용기법 (BAT) 선정을 위한 다매체 거동모델 기반 인체위해성·환경성·경제성 평가, Korean Chemical Engineering Research (HWAHAK KONGHAK, ISSN: 0304-128X), Scorpus, 58(3), pp.325-345 (2020.3) (2020.5)

2. 기후 변화 적응을 위한 벡터매개질병의 생태 모델 및 심층 인공 신경망 기반 공간-시간적 발병 모델링 및 예측, Korean Chemical Engineering Research (HWAHAK KONGHAK, ISSN: 0304-128X), Scorpus, 58(2), pp.197-208 (2020.4)

3. 첨단 전자산업 폐수처리시설의 Water Digital Twin(I): e-ASM 모델 개발과 Digital Simulation 구현, Clean Technology(청정기술) (2022.1) 

4. 첨단 전자산업 폐수처리시설의 Water Digital Twin(II): e-ASM 모델 보정, 수질 예측, 공정 선택과 설계, Clean Technology(청정기술) (2022.1)​

Patents :

1. 발명인명: 유창규, 허성구, 호르헤 로이 베니테즈, 출원/등록인명: 경희대학교 산학협력단, 인공지능을 이용하여 손실 데이터를 보정함에 따라 환기 장치를 제어하는 환기 제어 장치 및 방법, 출 원 번 호: 10-2020-0162066 (YOO, ChangKyoo, HEO, SungKu, Patent No. 10-2020-0162066), 출 원 일 자: 2020.11.27 

2. 발명인명: 유창규, 허성구, 출원/등록인명: 경희대학교 산학협력단, 지하역사 내 환기 시스템 및 그 제어 방법, 출 원 번 호: 10-2019-0076226 (YOO, ChangKyoo, Heo, Seong Gu, Patent No. 10-2019-0076226), 출 원 일 자: 2019.06.26​ 

Selected Publications:

1.   MinJung Kim, YongSu Kim, Abtin Ataei, Jeong Tai Kim, JungJin Lim and Chang Kyoo Yoo, Statistical Evaluation of Indoor Air Quality Changes after Installation of the PSD System in Seoul’s Metro, Indoor and Built Environment(ISSN: 1420-326X, SCIE), 20(1), pp. 187-197 (2011.02.01)

2.   Kim M.J., B. Sankararao and Yoo C.K., Determination of MBR Fouling and Chemical Cleaning Interval using Statistical Methods Applied on Dynamic Index Data, Journal of Membrane Science (ISSN: 0376-7388, SCI, Top 5 journal in Env. Eng.-JCR index), 375(1-2), pp.345-353 (2011.06.15)

 3.   MinJeong Kim, GaYoung Yoo and ChangKyoo Yoo, Application of the new combined model of fouling in membrane bioreactors for wastewater treatment, Asia-Pacific Journal of Chemical Engineering (APJChE) (ISSN:1932-2143, SCIE), 6(3), pp.423-432 (2011.06)

4.   M.J. Kim, O.Y. Kang, B.S. Rao, J.R. Kim, H.J. Hwang, M.H. Kim, C.K. Yoo, Proposing a new fouling index in a membrane bioreactor (MBR) based on mechanistic fouling model, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), 33(1-3), pp. 209-217 (2011.9)

5. MinJeong Kim, SankaraRao B, OnYu Kang, JeongTai Kim and ChangKyoo Yoo, Monitoring and prediction of indoor air quality (IAQ) in subway or metro systems using season dependent models, Energy and Buildings(ISSN: 0378-7788, SCIE, Top 10% journal-Construction & Building Technology as well as Engineering, Civil), Elsevier, 46, pp. 48-55 (2012.03)

6.  JungJin Lim, MinHan Kim, MinJung Kim, TaeSuk Oh, OnYu Kang, Booki Min, A. Seshagiri Rao and ChangKyoo Yoo, A Systematic Model Calibration Methodology Based on Multiple Errors Minimization Method for the Optimal Parameter Estimation of ASM1, Korean J. of Chemical Engineering (ISSN: 0256-1115, SCIE), The Korean Institute of Chemical Engineers, 29(3), pp.291-303 (2012.03)

7. TaeSeok Oh, MinJeong Kim, JungJin Lim, OnYu Kang, K. Vidya Shetty, B. SankaraRao, ChangKyoo Yoo, Jae Hyung Park, and Jeong Tai Kim, A real-time monitoring and assessment method for calculation of total amounts of indoor air pollutants emitted in subway stations, Journal of the Air & Waste Management Association (ISSN: 1096-2247, 1047-3289, SCI), Taylor & Francis, 62(5), pp.517?526 (2012.04.27)

 8. Iman Janghorban Esfahani, Abtin Ataei, MinJung Kim, OnYu Kang, ChangKyoo Yoo, Parametric analysis and optimization of combined gas turbine and reverse osmosis system using refrigeration cycle, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Taylor & Francis, 43(1-3), pp.149-158 (2012.4)

9.  TaeSuk Oh, Hongbin Liu, MingJung Kim, SeungChul Lee, Min-Kyeong Yeo, ChangKyoo Yoo, External Analysis-based Fuzzy PLS Model for Prediction and Monitoring in MBR, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Taylor & Francis, 43(1-3), pp.185-192 (2012.4)

10. JungJin Lim, YongSu Kim, TaeSuk Oh, MinJung Kim, OnYu Kang, Jeong Tai Kim, In-Won Kim, Jo-Chun Kim, Jae-Sik Jeon and ChangKyooYoo, Analysis and Prediction of Indoor Air Pollutants in a Subway Station Using a New Key Variable Selection Method, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 29(8), pp.994-1003 (2012.08)

11. JungJin Lim, Boddupalli Sankarrao, TaeSeok Oh, MinJung Kim, OnYu Kang, JeongTai Kim, ChangKyoo Yoo, Estimation of Nitrous Oxide Emissions (GHG) from Wastewater Treatment Plants Using Closed-loop Mass Balance and Data Reconciliation, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 29(9), pp.1123-1128 (2012.09)

12. OnYu Kang, SeungChul Lee, Kailas Wasewar, MinJeong Kim, Hongbin Liu, TaeSeok Oh, Emad Janghorban and ChangKyoo Yoo, Determination of key sensor locations for non-point pollutant sources management in sewer network, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, (), pp. (2012.07) (in press)

Award( 수상내역)

-김민정, ”생물학적 막분리 공정에서의 막오염(fouling)과 막 세척주기 예측을 위한 통합모델링 및 관리제어시스템 개발", 한국화학공학회 2012년 춘계학술대회, 2012년도 화학공학회 대학원연구상 (수상일시 : 2012년 4월 26일)

 ​

Selected Publications (SCI/SCIE)

1.       TaeSuk Oh, Hongbin Liu, MingJung Kim, SeungChul Lee, Min-Kyeong Yeo, ChangKyoo Yoo*, External Analysis-based Fuzzy PLS Model for Prediction and Monitoring in MBR, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Taylor & Francis, 43(1-3), pp.185-192 (2012.4)

2.       OnYu Kang, SeungChul Lee, Kailas Wasewar, MinJeong Kim, Hongbin Liu, TaeSeok Oh, Emad Janghorban and ChangKyoo Yoo*, Determination of key sensor locations for non-point pollutant sources management in sewer network, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 30(1), pp.20-26 (2013.01)

3.       Hongbin Liu, OnYu Kang, TaeSeok Oh, MinJeong Kim, SeungChul Lee, Jeong Tai Kim, ChangKyoo Yoo*, Sustainable monitoring of indoor air pollutants in an underground subway environment using self-validating soft sensor, Indoor and Built Environment(ISSN: 1420-326X, SCIE), SAGE journal, 22(1), pp.94-109 (2013.02)

4.       Hongbin Liu, SeungChul Lee, MinJeong Kim, Honglan Shi, , Jeong Tai Kim, Kailas L. Wasewar, ChangKyoo Yoo*, Multi-objective optimization of indoor air quality control and energy consumption minimization in a subway ventilation system,  Energy and Building (ISSN: 0378-7788, SCIE, Top 10% journal - CONSTRUCTION & BUILDING TECHNOLOGY), Elsevier, 66C, pp. 553-561 (2013.11)

5.       MinJeong Kim, SankaraRao B, SeungChul Lee and ChangKyoo Yoo*, Prediction and Identification of Membrane Fouling Mechanism in a Membrane Bioreactor Using Combined-Mechanistic Model, Industrial & Engineering Chemistry Research (ISSN:0888-5885, SCI), American Chemical Society(ACS), 52(48), pp 17198?17205 (2013. 11.19)

6.       SeungChul Lee, Hongbin Liu, MinJeong Kim, Jeong Tai Kim, ChangKyoo Yoo*, Online Monitoring and Interpretation of Periodic Diurnal and Seasonal Variations of Indoor Air Pollutants in a Subway Station using Parallel Factor Analysis (PARAFAC), Energy and Building (ISSN: 0378-7788, SCI, Top 10% journal - Construction & Building Technology), Elsevier, 68(1), pp. 87-98 (2014.1)

7.       Hongbin Liu, SeungChul Lee, MinJeong Kim, Honglan Shi, Jeong Tai Kim, ChangKyoo Yoo*, Finding the optimal set points of a thermal and ventilation control system under changing outdoor weather conditions, Indoor and Built Environment(ISSN: 1420-326X, SCIE), SAGE journal, 23(1), pp.118-132 (2014.02)

8.       Iman Janghorban Esfahani, SeungChul Lee, ChangKyoo Yoo*, Evaluation and optimization of a multi-effect evaporation- absorption heat pump desalination based conventional and advanced exergy and exergoeconomic analyses, Desalination(ISSN: 0011-9164, SCI, Top 5% journal - Water Resources), Elsevier, 359, pp.92-107 (2015.3)

9.       Iman Janghorban Esfahani, SeungChul Lee, ChangKyooYoo^*, Extended-Power Pinch Analysis (EPoPA) for Integration of Renewable Energy Systems with Battery/Hydrogen Storages, Renewable Energy(ISSN: 0960-1481, SCIE, Top 20% journal:), Elsevier, 80(), pp.1-14 (2015.08) (Ack: NRF grant- MSIP- 2015R1A2A2A11001120)

10.   SeungChul Lee, Min Jeong Kim, Se Hee Pyo, Jeong Tai Kim, Chang Kyoo Yoo*, Evaluation of an Optimal Ventilation IAQ Control Strategy Using Control Performance Assessment and Energy Demand, Energy and Building (ISSN: 0378-7788, SCIE, Top 2% journal- Engineering, Civil),), Elsevier, 98(1), pp.134-143 (2015.07)

11.   SeungChul Lee, Min Jeong Kim, Jeong Tai Kim, Chang Kyoo Yoo*, In Search for Modeling Predictive Control of Indoor Air Quality and Ventilation Energy Demand in Subway Station, Energy and Building (ISSN: 0378-7788, SCIE, Top 2% journal- Engineering, Civil),), Elsevier, 98(1), pp. 56?65 (2015.07)

12.   Honglan Shi, MinJeong Kim, SeungChul Lee, SeHee Pyo, Iman Janghorban Esfahani, ChangKyoo Yoo*, Localized indoor air quality monitoring for indoor pollutants’ healthy risk assessment using sub-principal component analysis driven model and engineering big data, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer,

E-mail:  s.hwangbo@gnu.ac.kr
Current Position: 조교수, 경상대학교, 진주시

Education:
2005.3-2009.8: BSc, Dept. of chemical engineering, POSTECH
2010.3-2017.2: MSc-Ph.D, Dept. of chemical engineering, POSTECH

• ENSIACET (Ecole Nationale Sup?rieure des Ing?nieurs en Arts Chimiques Et Technologiques), France  (Research Exchange Program, March 2016 ~ February 2017) - Laboratory: Laboratoire de Chimie Agro-industrielle (LCA)<o:p></o:p>
• RWTH (Rheinisch-Westf?lische Technische Hochschule Aachen), Germany Research Scholarships Program, January 2011 ~ March 2011), Department: Aachener Verfahrenstechnik (AVT), Laboratory: Process Systems Engineering, Project: Statistical analysis of risk models by the model discrimination method and construction of a mathematical model for Akaike Weight Design Criterion(AWDC) using GAMS.<o:p></o:p>

Career:

2017.5-2018.09 : Postdoc, Dept. of environmental engineering, KyungHee University

2018.10-2020.08: Postdoctoral Associate, Denmark Technical University(DTU)

경력 및 학력

학사 : 경희대학교 환경학 및 환경공학과, 2015.02

석사 : 경희대학교 환경응용과학과, 2017.02

-연구논문(학위논문): 초미세물질 하수처리장 거동모델링, 모니터링, 제어,  최적화

Current Position

-연구관심사 :

- 환경플랜트 모델링 및 설계

Selected Publications:

SCI 2편

1. Minhyun Kim, MinJeong Kim, SeHee Pyo, SeungChul Lee, Payam Ghorbannezhad, Dominic Chwan Yee Foo, and ChangKyoo Yoo^*, Greenhouse Emission Pinch Analysis (GEPA) for Evaluation of Emission Reduction Strategies, Clean Technologies and Environmental Policy (ISSN: 1618-954X, SCIE), Elsevier, pp.1381-1389 (2016.06)

2. Minhyun Kim^†, Dongwoo Kim^†, Iman Janghorban Esfahani^†, Seungchel Lee, Minjeong Kim, and ChangKyoo Yoo^*, Performance Assessment and System Optimization of a Combined Cycle Power Plant (CCPP) Based on Exergoeconomic and Exergoenvironmental Analyses, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 34(1), pp.6-19 (2017.01) ^†: equal first author

Selected Publications:

1. M.J. Kim, O.Y. Kang, B.S. Rao, J.R. Kim, H.J. Hwang, M.H. Kim, C.K. Yoo, Proposing a new fouling index in a membrane bioreactor (MBR) based on mechanistic fouling model, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Desalination Publications, 33(1-3), pp. 209-217 (2011.09)

2. M.J. Kim, O.Y. Kang, B.S. Rao, J.R. Kim, H.J. Hwang, M.H. Kim, C.K. Yoo, Proposing a new fouling index in a membrane bioreactor (MBR) based on mechanistic fouling model, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Desalination Publications, 33(1-3), pp. 209-217 (2011.09)

3. Hongbin Liu, MinJeong Kim, OnYu Kang, Sankararao B, JeongTai Kim, Jo-Chun Kim, ChangKyoo Yoo, Sensor Validation for Monitoring Indoor Air Quality in a Subway Station, Indoor and Built Environment(ISSN: 1420-326X, SCIE), SAGE, 21(1), pp. 205-221 (2012.02)

4. MinJeong Kim, SankaraRao B, OnYu Kang, JeongTai Kim and ChangKyoo Yoo, Monitoring and prediction of indoor air quality (IAQ) in subway or metro systems using season dependent models, Energy and Buildings(ISSN: 0378-7788, SCIE, Top 10% journal-Construction & Building Technology as well as Engineering, Civil), Elsevier, 46, pp. 48-55 (2012.03)

5. JungJin Lim, MinHan Kim, MinJung Kim, TaeSuk Oh, OnYu Kang, Booki Min, A. Seshagiri Rao and ChangKyoo Yoo, A Systematic Model Calibration Methodology Based on Multiple Errors Minimization Method for the Optimal Parameter Estimation of ASM1, Korean J. of Chemical Engineering (ISSN: 0256-1115, SCIE), The Korean Institute of Chemical Engineers, 29(3), pp.291-303 (2012.03)

6. TaeSeok Oh, MinJeong Kim, JungJin Lim, OnYu Kang, K. Vidya Shetty, B. SankaraRao, ChangKyoo Yoo, Jae Hyung Park, and Jeong Tai Kim, A real-time monitoring and assessment method for calculation of total amounts of indoor air pollutants emitted in subway stations, Journal of the Air & Waste Management Association (ISSN: 1096-2247, 1047-3289, SCI), Taylor & Francis, 62(5), pp.517?526 (2012.04.27)

7. Iman Janghorban Esfahani, Abtin Ataei, MinJung Kim, OnYu Kang, ChangKyoo Yoo, Parametric analysis and optimization of combined gas turbine and reverse osmosis system using refrigeration cycle, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Taylor & Francis, 43(1-3), pp.149-158 (2012.4)

8. JungJin Lim, YongSu Kim, TaeSuk Oh, MinJung Kim, OnYu Kang, Jeong Tai Kim, In-Won Kim, Jo-Chun Kim, Jae-Sik Jeon and ChangKyooYoo, Analysis and Prediction of Indoor Air Pollutants in a Subway Station Using a New Key Variable Selection Method, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 29(8), pp.994-1003 (2012.08)

9. JungJin Lim, Boddupalli Sankarrao, TaeSeok Oh, MinJung Kim, OnYu Kang, JeongTai Kim, ChangKyoo Yoo, Estimation of Nitrous Oxide Emissions (GHG) from Wastewater Treatment Plants Using Closed-loop Mass Balance and Data Reconciliation, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 29(9), pp.1123-1128 (2012.09)

10. OnYu Kang, SeungChul Lee, Kailas Wasewar, MinJeong Kim, Hongbin Liu, TaeSeok Oh, Emad Janghorban and ChangKyoo Yoo^*, Determination of key sensor locations for non-point pollutant sources management in sewer network, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 30(1), pp.20-26 (2013.1)

11. OnYu Kang, Hongbin Liu, MinJeong Kim, Jeong Tai Kim, Kailas L. Wasewar, ChangKyoo Yoo^*, Periodic local multi-way analysis and monitoring of indoor air quality in a subway system considering the weekly effect, Indoor and Built Environment(ISSN: 1420-326X, SCIE), SAGE journal, 48(2), pp.- (2013.2)

Award

-강온유, Editor’s choice로 선정, ” 시스템 해석에 기초한 하수관망 오염 매카니즘과 관망 모니터링 및 이상진단", Korean Chemical Engineering Research, Vol.29, No.12, 1657-1665, 2012) 우수 논문으로 Editor’s choice로 선정  (선정일시 : 2013년 2월)

Domestic Papers:

1. 강온유, 이승철, 김민정, 유수민, 유창규, 시스템 해석에 기초한 하수관망 오염 매카니즘과 관망 모니터링 및 이상진단, Korean Chemical Engineering Research(HWAHAK KONGHAK) (ISSN: 0304-128X), (), pp. (2012.08) (accepted)

Name: 박준규 박사

Email: jpark228@khu.ac.kr or jpark228@postech.ac.kr​

Current Position:

- (주)삼성전자 반도체(DS부문), Foundry, PA팀, CL3

- 2022.9.1 ~ 현재

Position:  Post-doc (EMSEL)

- 2019.9-2020.8: Postdoc, EMSEL, Dept. of Environmental engineering, KyungHee University, Korea

Education:

Research Field

l  Process Modeling Simulation & Modification

l  Heat Efficiency and thermodynamic evaluation

l  Techno-Economic Analysis

l  Hazardous Risk Assessment and Socio-Economic Analysis

l  Hydrogen production & polygeneration

l  Gas purification process (specialty: steel waste gas absorption process/Semiconductor strong acid waste gas treatment)

SCI 저널에 주저자 9편 출판

1.  Park JK¹​, Lee S-Y, Lee I-B^*​. Study of Alternative Reactor-Separator Network in Bunsen Process of Sulfur-Iodine Cycle for Hydrogen Production. Japan Journal of Chemical Engineering 2019: 52: 638-649 (IF: 0.82)​

2.  Satchidanand R. Satpute¹​​, Park JK, Revankar, S.T. ^*​​. Effect of Excess Iodine and Water on Bunsen Reaction for Over-Azeotropic Limit. Advanced Chemical Engineering Research. 2015; 1: 1-14 ​

3.   SangYoun Kim¹​​, KiJeon Nam, SungKu Heo, SunJung Lee, JiHun Choi, JunKyu Park, ChangKyoo Yoo*​​. Spatio-Temporal Incidence Modeling and Prediction of the Vector-Borne Disease Using an Ecological Model and Deep Neural Network for Climate Change Adaption. . Korean Chemical Engineering Research. 2020: 58 (2): 197-208 ​

4.  Junkyu Park¹, Abdulrahman H. Ba-Alawi, Usman Safder, Pouya Ifaei, ChangKyoo Yoo^*. Hydrogen Production through the Sulfur-Iodine Cycle Using a Steam Boiler Heat Source for Risk and Techno-Socio-Economic Cost (RSTEC) Reduction: International Journal of Hydrogen Energy 2020: 45: 14578-14593 (IF: 7.139)<o:p></o:p>

5. Sunku Heo¹, KiJeon Nam¹, Shahzeb Tariq, Juin Yau Lim, Junkyu Park, ChangKyoo Yoo^*. A Hybrid Machine Learning-based Multi-Objective Control Strategy of a Full-Scale Wastewater Treatment for Cost-Effective and Sustainable Operation under Varying Influent Conditions; Journal of Cleaner Production 2021: 125837 (IF: 11.072)

​6. ​Junkyu Park¹, Seok Young Lee¹, JeongIn Kim, Wooyong Um, In-Beum Lee, ChangKyoo Yoo^*. Energy, Safety, and Absorption Efficiency of a Pilot-Scale H¬2S Abatement Using MDEA solution in Coke-Oven Gas; Journal of Environmental Chemical Engineering 2021: 9 (1): 105037 (IF: 7.968) 

7. Junkyu Park^1*, Junsung Jeon, Wooyong Um^*. Economic-Energy-Exergy-Risk (3ER) Assessment of Novel Integrated Ammonia Synthesis Process and Modified Sulfur-Iodine Cycle for Co-Production of Ammonia and Sulfuric Acid; Korean Journal of Chemical Engineering 2021: 38(12): 2381-2396 (IF: 3.146)<o:p></o:p>

8. ​ Junkyu Park^1*, Jonggyu Lee, Junsung Jeon, Jinsu Kim, Young-Seek Yoon, Wooyong Um^*. Process Optimization and Safety Assessment on a Pilot-Scale Bunsen Process in Sulfur-Iodine Cycle; International Journal of Hydrogen Energy 2021: 46: 33616 (IF: 7.139)<o:p></o:p>

9. ​ Junkyu Park^1*, Seok Young Lee¹, SeungJae Lee, Hyunmin Oh, Jinsu Kim, Young-Seek Yoon, In-Beum Lee, Wooyong Um. The Comprehensive Evaluation of Available Pilot-Scale H2S Abatement Process in a Coke-Oven Gas: Efficiency, Economic, Energy, and Environmental Safety (4ES); Journal of Environmental Chemical Engineering 2021: 9(10): 106903 (IF: 7.968)​​<o:p></o:p>

10. Junkyu Park^1*, Seok Young Lee, Jinsu Kim, Young-Seek Yoon. Efficiency, Economic, Energy, and Safety (3ES) Analyses on Different Configurations of MDEA Absorption Process for Coke Oven Gas Desulfurization; Chemical Engineering Journal Advances 2022: 10 (15): 100281<o:p></o:p>

11. Junkyu Park^1*, Sungkyum Kim1, JinsuKim, Young-Seek Yoon, Wooyong Um^*. Heat, Economic, and Multi-Path Safety (HEMPS) Management on Co-generation of Hydrogen and Sulfuric Acid through Modified Sulfur-Iodine Cycle: Journal of Environmental Chemical Engineering: 2022: 10: 107566 (IF: 7.968)​<o:p></o:p>

12. Jinsu Kim¹, Junkyu Park^*, Young-Seek Yoon. Simplified Sulfur-Iodine Cycle Process to Hydrogen Blast Furnace: techno-economic and CO2  mitigation analysis. Journal of Cleaner Production 2022: 355: 131855 (IF: 11.072)​

Name: Dr. 임준요 박사

Current Position:  
- Argonne National Lab.​, Energy System Modeling and Simulation:전과정평가 그룹, 
- Date: 2024년 8월 ~ till date
Email:​ juinyau95@gmail.com // jylim@khu.ac.kr


Education:
• - 2014.09 - 2018.10: University of Nottingham, Malaysia (MEng. Chemical Engineering and Environmental Engineering)
- 2019.2 ~ 2023.02 KyungHee University, Environmental Engineering, (Ph.D.)
- 2023.3 ~ 2024.06, ESG research center, Korea Univ, Seoul, Korea​ (Research Professor)



Research Interest : Renewable energy development and planning, LCA, Optimization AI, Wastewater treatment, Reaction Mechanism 

 

Selected Publications:

1. Juin Yau Lim, Bing Shen How, Gahee Rhee, Soonho Hwangbo* , ChangKyoo Yoo* , Transitioning of Localized Renewable Energy System towards Sustainable Hydrogen Development Planning: P-graph Approach, Applied Energy (ISSN: 0306-2619, SCI, IF=8.5, Top 3% journal – Engineering, Chemical), Elsevier, 263(2), pp.114635(1-17) (2020.2) 
2. Juin Yau Lim† , Usman Safder† , Bing Shen How, Pouya Ifaei, Chang Kyoo Yoo* , Nationwide sustainable renewable energy and Power-to-X deployment planning in South Korea assisted with forecasting model, Applied Energy (ISSN:0306-2619; SCIE: Top 4% Engineering, Chemical). Elsevier, 283(2), pp. 116302 (2021.02). 
3. Juin Yau Lim†, Bing Shen How†, Sin Yong Teng, Wei Dong Leong, Jiang Ping Tang, Hon Loong Lam*, ChangKyoo Yoo**, Multi-objective Lifecycle Optimization for Oil Palm Fertilizer Formulation: A Hybrid P-graph and TOPSIS Approach, Resources Conservation, & Recycling (ISSN:0921-3449; SCIE: Top 5% Environmental Sciences). 116(3), pp.105357 (2021.03). 
4. Gahee Rhee† , Juin Yau Lim† , Soonho Hwangbo* , ChangKyoo Yoo* , Evaluation of an integrated microalgae-based biorefinery process and energy-recovery system from livestock manure using a superstructure model, Journal of Cleaner Production (ISSN: 0959-6526; SCIE: Top 7% Environmental Sciences), (2020.08)
5. Amelie Peter Affery, Jian Xiang Tan, Ian Yan Beng Ong, Juin Yau Lim, ChangKyoo Yoo, Bing Shen How, Gabriel H.T. Ling, Dominic C. Y. Foo *, Optimal Planning of Inter-Plant Hydrogen Integration (IPHI) in Eco-Industrial Park with P-graph and Game Theory Analyses, Process Safety and Environmental Protection (ISSN: 0957-5820, SCIE),, 155(11), pp.197-218  (2021.11)
6. Usman Safder+, Juin Yau Lim+, Bing Shen How , Pouya Ifaei , SungKy Heo , ChangKyoo Yoo, Optimal configuration and economic analysis of PRO-retrofitted industrial networks for sustainable energy production and material recovery considering uncertainties, Renewable Energy, 182(1), pp.797-816 
7. Juin Yau Lim⁺, Adrian Chun Minh Loy⁺, Hatem Alhazmi, Bridgid Chin Lai Fui, Kin Wai Cheah, Martin J. Taylor, Georgios Kyriakou and ChangKyoo Yoo^*, Machine Learning assisted CO₂ utilization in the catalytic dry reforming of hydrocarbons: Reaction pathways and multi-criteria optimization analyses, International Journal of Energy Research (ISSN: 1099-114X, SCIE, JCR TOP 3%:NUCLEAR SCIENCE & TECHNOLOGY), Elsevier, 46(5), pp.6277–6291, (2022.5) 
8. 
SungKu Heo, Juin Yau Lim, Roberto Chang, Yerim Shim, Pouya Ifaei, and ChangKyoo Yoo^*, Non-Gaussian multivariate statistical monitoring of spatio-temporal wind speed frequencies to improve wind power quality in South Korea, Journal of Environmental Management (ISSN:0301-4797, SCI, Top 12% journal – THERMODYNAMICS), Elsevier, 318(9), pp.115516​ (2022.9) 
• 9. Juin Yau Lim⁺, Sin Yong Teng⁺, Bing Shen How, Ki Jeon Nam, SungKu Heo, Vítezslav Mášá^*, Petr Stehlik, and ChangKyoo Yoo^*, From microalgae to bioenergy: Identifying optimally integrated biorefinery pathways and harvest scheduling under uncertainties in predicted climate, Renewable and Sustainable Energy Reviews (ISSN:1364-0321, SCIE, Top 1 journal: Green & Sustainable Science & Technology), Elsevier, 168(10), pp.112865 (2022.10)
• 10. 

Name: Dr. Nguyen Hoang Hai Tra ​

Education:

• ​2012.10 ~ 2016.12  Hoa Sen University of Vietnam​ (BSc: Technology of Environmental Management and Engineering)
• 2018.03 ~ 2024.02  KyungHee University (MSc/PhD: Applied Environmental Science and Engineering)

Name: Dr. Usman Safder

Name: Prof. Paulina Vilela Govea, Ph.D.

​

Position: Assistant Professor(Faculty position), Dept. of Civil Engineering​, ESPOL, Ecuador

- Date: 2022.03 ~ till date

5. Paulina Vilela, Gabriel Jácome, Sang Youn Kim, KiJeon Nam, ChangKyoo Yoo, Population response modeling and habitat suitability of Cobitis choii fish species in South Korea for climate change adaptation, Ecotoxicology and Environmental Safety, (ISSN: 0147-6513, SCIE, IF= 4.87, Top 12% journal Toxicology, DOI: https://doi.org/10.1016/j.ecoenv.2019.109949), Elsevier, 189(), (2020.2). 

6.  Paulina Vilela+ , SungKu Heo+ , Soonho Hwangbo* , and ChangKyoo Yoo* , Optimal utility supply network under demand uncertainty for operational risk assessment on a petrochemical industrial park, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, 37(7), pp. 1116-1129 (2020.07)

7.  Pouya Ifaei⁺, Amir Saman Tayerani Charmchi⁺, Paulina Vilela, ​Usman Safder and ChangKyoo Yoo^*, A new utility-free circular integration approach for optimal multigeneration from biowaste streams, Energy Conversion and Management (ISSN:0196-8904, SCIE, Top 3% journal: Mechanics), Elsevier, 254(2), pp.116269 (2022.02)​

8. 

Name: Dr. Pouya Ifaei

Former Position: ​

-  Research Professor (Prof. Yoo group)

- 2019.3.1 ~2024.1

Email:pouya.ifaei@khu.ac.kr

29. Z. Rashidi, A.R.Karbassi, A. Ataei, P. Ifaei, R.S. Zafarghandi, M.J. Mohammadizadeh. Power Plant Design Using Gas Produced By Waste Leachate Treatment Plant. International Journal of Environmental Research 6 (4), 875-882 (2012).  

Name: Dr. Jorge Loy 박사

 
Current Position:  
- Research Professor, HanYang Univ, Seoul, Korea​
- 2022.03 ~ till date


Email:​ jorgeloy@live.com / jloy@espol.edu.ec  / jloy@khu.ac.kr


Education:

- 2010.10 - 2015.10: ESPOL, Ecuador (BSc. Mining Engineering)
- 2017.9 ~ 2023.02 KyungHee University, Environmental Engineering, (Ph.D.)

Research Interest : AI/IAQ/Prediction Model/Sensor Validation/Reinforcement Learning/Autonomous Control

Selected Publications:​

1. Jorge Loy-Benitez+, Qian Li+, Pouya Ifaei, Kijeon Nam, SungKu Heo and ChangKyoo Yoo*, A dynamic gain-scheduled ventilation control system for a subway station based on outdoor air quality conditions, Building and Environment (ISSN: 0360-1323, SCIE, Top 3% journal: Civil Eng.), Elsevier, 144(), pp. 159-170 (2018.10)
2. Jorge Loy-Benitez, Paulina Vilela, Qian Li, ChangKyoo Yoo*, Sequential prediction of quantitative health risk assessment for fine particulate matter in an underground facility using deep recurrent neural networks, Ecotoxicology and Environmental Safety (SCI, ISSN: 0147-6513, SCI, Top20%:TOP20% TOXICOLOGY), Elsevier, 169(), pp. 316-324 (2019.3)
3. Qian Li, Jorge Loy-Benitez, ChangKyoo Yoo*, Flexible real-time ventilation design in a subway station accommodating the various outdoor PM10 air quality from climate change variation, Building and Environment (ISSN: 0360-1323, SCIE, Top 3% journal: Civil Eng.), Elsevier, (), pp. - (2019.2)
4. Li, Q., Loy-Benitez, J., Nam, K., Hwangbo, S., Rashidi, J., & Yoo, C. (2019). Sustainable and reliable design of reverse osmosis desalination with hybrid renewable energy systems through supply chain forecasting using recurrent neural networks. Energy, 178, 277–292. https://doi.org/10.1016/J.ENERGY.2019.04.114
5. Heo, S., Nam, K., Loy-Benitez, J., Li, Q., Lee, S., & Yoo, C. (2019). A deep reinforcement learning-based autonomous ventilation control system for smart indoor air quality management in a subway station. Energy and Buildings, 202, 109440. https://doi.org/10.1016/J.ENBUILD.2019.109440
6. Loy-Benitez, J., Li, Q., Nam, K., & Yoo, C. (2020). Sustainable subway indoor air quality monitoring and fault-tolerant ventilation control using a sparse autoencoder-driven sensor self-validation. Sustainable Cities and Society, 52, 101847. https://doi.org/10.1016/J.SCS.2019.101847
7. Loy-Benitez, J., Heo, S., & Yoo, C. (2020). Soft sensor validation for monitoring and resilient control of sequential subway indoor air quality through memory-gated recurrent neural networks-based autoencoders. Control Engineering Practice, 97. https://doi.org/10.1016/j.conengprac.2020.104330
8. Nam, K., Heo, S., Loy-Benitez, J., Ifaei, P., & Yoo, C. (2020). An autonomous operational trajectory searching system for an economic and environmental membrane bioreactor plant using deep reinforcement learning. Water Science and Technology, 1–10. https://doi.org/10.2166/wst.2020.053
9. Tariq, S., Loy-Benitez, J., Nam, K., Heo, S., & Yoo, C. (2020). Energy-efficient time-delay compensated ventilation control system for sustainable subway air quality management under various outdoor conditions. Building and Environment, 174(March), 106775. https://doi.org/10.1016/j.buildenv.2020.106775
10. Nam, K., Heo, S., Li, Q., Loy-Benitez, J., Kim, M., Park, D., & Yoo, C. (2020). A proactive energy-efficient optimal ventilation system using artificial intelligent techniques under outdoor air quality conditions. Applied Energy, 266, 114893. https://doi.org/10.1016/J.APENERGY.2020.114893
11. Loy-Benitez, J., Heo, S., & Yoo, C. (2020). Imputing missing indoor air quality data via variational convolutional autoencoders: Implications for ventilation management of subway metro systems. Building and Environment, 182, 107135. https://doi.org/https://doi.org/10.1016/j.buildenv.2020.107135
12. Heo, S., Nam, K., Loy-Benitez, J., & Yoo, C. (2020). Data-Driven Hybrid Model for Forecasting Wastewater Influent Loads Based on Multimodal and Ensemble Deep Learning. IEEE Transactions on Industrial Informatics, 3203(c), 1–10. https://doi.org/10.1109/TII.2020.3039272
13. Loy-Benitez, J., Li, Q., Nam, K. J., Nguyen, H. T., Kim, M. J., Park, D. S., & Yoo, C. K. (2021). Multi-objective optimization of a time-delay compensated ventilation control system in a subway facility – A harmony search strategy. Building and Environment, 190(December 2020), 107543. https://doi.org/10.1016/j.buildenv.2020.107543
14. Tariq, S., Loy-Benitez, J., Nam, K. J., Lee, G., Kim, M. J., Park, D. S., & Yoo, C. K. (2021). Transfer learning driven sequential forecasting and ventilation control of PM2.5 associated health risk levels in underground public facilities. Journal of Hazardous Materials, 406(June 2020), 124753. https://doi.org/10.1016/j.jhazmat.2020.124753
15. Nam, K. J., Li, Q., Heo, S. K., Tariq, S., Loy-Benitez, J., Woo, T. Y., & Yoo, C. K. (2021). Inter-regional multimedia fate analysis of PAHs and potential risk assessment by integrating deep learning and climate change scenarios. Journal of Hazardous Materials, 411(January), 125149. https://doi.org/10.1016/j.jhazmat.2021.125149

16. ​Jorge Loy-Benitez^†, Usman Safder^†, Hai-Tra Nguyen^†, Qian Li, TaeYong Woo, ChangKyoo Yoo^*, 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 electrified railway network, Energy (ISSN: 0360-5442: SCIE, TOP 5%: Thermodynamics), 233(10), pp.121099 (2021.10).​

17. Jorge Loy-Benitez+, Shahzeb Tariq+, Hai Tra Nguyen, Usman, KiJeon Nam , ChangKyoo Yoo, Neural circuit policies-based temporal flexible soft-sensor modeling of subway PM2.5 with applications on indoor air quality management, Building and Environment (ISSN: 0360-1323, SCIE, Top 5% journal: Construction & Building), Elsevier, 207(1), pp.108537 (2022.1) https://doi.org/10.1016/j.buildenv.2021.108537 

18. Abdulrahman H. Ba-Alawi^†, Jorge Loy-Benitez^†, SangYun Kim, ChangKyoo Yoo^*, Missing data imputation and sensor self-validation towards a sustainable operation of wastewater treatment plants via deep variational residual autoencoders, Chemosphere ​(ISSN: 0045-6535​, SCIE, JCR TOP 12%), 288(3), pp.132647 (2022.2)

19. ​Usman Safder⁺, Jorge Loy-Benitez⁺, Hai Tra Nguyen⁺, ChangKyoo Yoo^*, A hybrid extreme learning machine and deep belief network framework for sludge bulking monitoring in a dynamic wastewater treatment process, Journal of Water Process Engineering (ISSN: 2214-7144, SCIE, JCR TOP 10%: Water Resources), Elsevier, 46(4), pp.102580 (2022.4)

20. Usman Safder⁺, Tra Nguyen Hai⁺, Jorge Loy-Benitez⁺ and ChangKyoo Yoo*, Nationwide policymaking strategies to prevent future electricity crises in developing countries using data-driven forecasting and fuzzy-SWOT analyses , Energy(SCI, IF=8.8, Top 5% journal – ENGINEERING, THERMODYNAMICS), Elsevier, 259(11), pp.124962 (2022.11)​​

Name: Dr. Amir Saman Tayerani Charmchi

- Postdoc, KHU

4. Pouya Ifaei⁺, Amir Saman Tayerani Charmchi⁺, Paulina Vilela, Usman Safder and ChangKyoo Yoo^*, A new utility-free circular integration approach for optimal multigeneration from biowaste streams, Energy Conversion and Management (ISSN:0196-8904, SCIE, Top 3% journal: Mechanics), Elsevier, 254(2), pp.115269 (2022.02)​ 

Selected Publications:

SCI 3편

Dongwoo Kim‡, Gabriel Jacome‡, SeungChul Lee, Wladimir Moya, KiJeon Nam, and Changkyoo Yoo, Vulnerability assessment index at process-level for the identification of adaptive strategies in wastewater treatment plants under climate change, The Korean J. of Chemical Engineering, (ISSN: 0256-1115, SCIE), Springer, (), pp.- (2017.12)

Name: 이가혜, gahye-Lee

Job position: 연구원, 충남연구원 서해안기후환경연구소 기후변화대응연구센터

- 2022.01  ~  till date, 충남연구원​​

Education:

- 2012.03  ~  2017.02 Kangwon University  (BS - Environmental Science)
- 2019.09  ~  2021.09​ KyungHee University  (MSc - Environmental Engineering)

- 연구논문(학위논문): 다변량 통계 분석과 PMF 모델을 이용한 대기 중 초미세먼지 오염원 확인 및 기여도 추정-기후변화적응정책​

Email : gahya1129@cni.re.kr​​

Research Area: 기후변화 대응 공기질 빅데이터의 분석 및 예측, 다변량 통계 분석, PMF 모델, 초미세먼지 오염원 기여도 추정, 기후변화적응정책​​​

Selected Publications:

INTERNATIONAL JOURNAL (SCI/SCIE)

1.

2.

3.

DOMESTIC JOURNALS

1.

2.

IINTERNATIONAL CONFERENCES

1.

2.

DOMESTIC CONFERENCES

1.

2.

PATENT APPLICATION (특허출원)

1.

2.

PATENT REGISTRATION (특허 등록)

1.

2.

PROGRAMS REGISTRATION (프로그램 등록)

1.

2.   

​Name: Dr. Qian Li

Current Position:  Senior researcher, Research Center for Intelligent Society and Governance, Research Institute of Interdisciplinary Innovation, Zhejiang Lab, Hangzhou, Zhejiang, China

Email: liqian0712@hotmail.com​

Research Interest :

Renewable energy and sustainable energy system/Multimedia fate modelling/Environmental system engineering/Text mining (sentiment analysis)

Education:

- 2011.09 - 2015.07: Henan Institute of Science and Technology, Henan, China (BSc. Mining Engineering)

- 2015.09 ~ 2021.02 KyungHee University, Korean (MSc/PhD Environmental Engineering)

Selected Publications:

INTERNATIONAL JOURNAL (SCI/SCIE)

1. Li, Qian, Wladimir Moya, Iman Janghorban Esfahani, Jouan Rashidi, and ChangKyoo Yoo*. Integration of reverse osmosis desalination with hybrid renewable energy sources and battery storage using electricity supply and demand-driven power pinch analysis. Process Safety and Environmental Protection 111 (2017): 795-809. (IF = 4.966)

2. Li, Qian†, Jorge Loy-Benitez†, KiJeon Nam, Soonho Hwangbo, Jouan Rashidi, and ChangKyoo Yoo*. Sustainable and reliable design of reverse osmosis desalination with hybrid renewable energy systems through supply chain forecasting using recurrent neural networks. Energy 178 (2019): 277-292. (IF = 6.082)

3. Li, Qian, Minjeong Kim, Ying Liu, and ChangKyoo Yoo*. Quantitative assessment of human health risks induced by vehicle exhaust polycyclic aromatic hydrocarbons at Zhengzhou via multimedia fugacity models with cancer risk assessment. Science of the Total Environment 618 (2018): 430-438. (IF = 6.551)

4. Li, Qian†, Jorge Loy-Benitez†, SungKu Heo, Seungchul Lee, Hongbin Liu, and ChangKyoo Yoo*. Flexible real-time ventilation design in a subway station accommodating the various outdoor PM10 air quality from climate change variation. Building and Environment 153 (2019): 77-90. (IF = 4.971)

Selected Publications:

1.  A. Ataei, K.S. Lee, J.J. Lim, M.J. Kim, H.B. Liu, O.Y. Kang, T.S. Oh, C.K. Yoo, A Review on Environmental Process Engineering, International Journal of Environmental Research(IJER, ISSN: 1735-6865, SCIE), Elsevier, 5(4), pp. 875-890, (2011.09)

Award

-오태석, ” 기후변화대비 하수처리장의 온실가스량 추정, 유효저감기술 그리고 감축전략 연구", 한국화학공학회 2012년 추계학술대회, 2012년도 화학공학회 회명대학원 연구상 (수상일시 : 2012년 10월 15일)

Conference:

1. 오태석, 유창규, 김민정, 김용수, 임정진, “하수처리공법 별 온실가스 및 슬러지 배출량 산정 및 환경성 평가”, 한국화학공학회 2010년 봄 학술대회 초록집, Poster presentation, pp.366 (2010.4.23)

2. 오태석, 김민정, 임정진, 김용수, 유창규, "전과정평가를 통한 하수처리 공정의 환경성 평가 및 경제성 평가", 대한환경공학회 2010년 가을 학술대회 초록집, Poster, 인천 송도컨벤시아, pp.365, 2010.12.03

3. 오태석, 유창규, 김민정, 임정진, "하수처리장모델 기반 기후변화 취약성평가 및 적응방안 연구", 한국화학공학회 2011년 춘계학술대회 초록집, Oral, 창원 컨벤션센터, pp. 122 (2011. 04. 28)

4. T.S. Oh, M.J. Kim, J.J. Lim, O.Y. Kang, B. SankaraRao, I.W. Kim, J.C. Kim, J.T. Kim and C.K. Yoo, "A Real Time Integrated Calculation Method for Total Emission of Indoor Air Pollutants in Subway Stations", Air & Waste Management Association’s Annual Conference & Exhibition(A&WMA 2011), Oral presentation, Olando, USA (2011.06.21-24)

Position: Assistant Professor, Azad University in Tehran, Iran (President, SPC in Korea and Iran),

평화엔지니어링 해외사업팀, 팀장 (이사)

email : im.janghorban@gmail.com 

Date: 2017.09.01 ~ till date

Education:
· 2006. 6. Azad University Khomeini Shahr Branch, Esfahan, Iran (B. Tech - Mechanical Engineering)
· 2010. 2. Azad University Science and Research Branch, Tehran (M.Tech - Energy Systems Engineering)

   -  Thesis title: "Combined Fresh Water and Power Generation by Integration of MED-TVC Desalination System and Braysson Cycle"

· 2011.03 ~ 2015.02. Kyung Hee University, Korea , Ph.D. Student 

 -  Thesis title: "Optimal design of high efficient combined desalination and refrigeration system coupled with CHP and hybrid renewable energy sources"

Research Area:

Selected Publications:

Name: 김상윤, KIM SANG YOUN

Selected Publications:

1.      Kim, Y.-S., Yoo, C.-K. (2008), TMS-based Integrated Monitoring of Indoor Air Quality in a Subway Station, J. Ecotechnology Research, International Association of Ecotechnology Research, 14(2), 69-69.

2.      Kim, Y.-S., Hwang, S.-J., Oh, J.-M., Whang, G.-D., Yoo, C.-K. (2009), Mapping multi-class cancers and clinical outcomes prediction for multiple classifications of microarray gene expression data, Korean J. Chem. Eng., 26(4), 969-979.

3.      Kim, Y.-S., Sung, S.-W., Yoo, C.-K. (2009), On-line process identification and implementation of a proportional-integral-derivative controller in a full-scale wastewater treatment plant, Environmental Engineering Science, 26(11), 1643-1653.

4.      Kim, Y.-S., Kim, J.-T., Kim, I.-W., Jo Chun Kim and ChangKyoo Yoo, Multivariate Monitoring and Local Interpretation of Indoor Air Quality in an Underground Space, Environmental Engineering Science, 27(9), pp. -, in press (2010.09.01)

5.  Y.S. Kim, M.H. Kim and C.K. Yoo, A New Statistical Framework for Parameter Subset Selection and Optimal Parameter Estimation in the Activated Sludge Model, Revised to Journal of Hazardous Materials (2010.07) (accepted)

6.      YongSu Kim, MinJung Kim, JungJin Lim, Jeung-Tae Kim and ChangKyoo Yoo, Predictive Monitoring and Diagnosis of Periodic Air Pollution in a Subway Station, Submitted to Journal of Hazardous Materials (2010.07) (accepted)

Name: 김정인, Jeongin Kim

Current Position: 

- 삼성전자 DS 글로벌인프라총괄 GCS팀 기술조직,CL3 ​

email:​ salgomji@gmail.com

Education:

- 2004.03  ~  2010.02  Hanyang University  (BS - Chemical Engineering)
- 2020.03  ~  2022.02   KyungHee University  (MSc - Environmental Engineering) (삼성전자 DS 학술연수)​

Research Area: 환경정보학, 인공지능, 강화학습, QSAR, Transformer, 위해성, Python/Matlab/RMG/Aloha/Cameo

Selected Publications:

INTERNATIONAL JOURNAL (SCI/SCIE)

1.Tra Nguyen Hai+, Usman Safder+, JeongIn Kim+, SungKu Heo, ChangKyoo Yoo*, An adaptive safety-risk mitigation plan at process-level for sustainable production in chemical industries: An integrated fuzzy-HAZOP-best-worst approach, Journal of Cleaner Production(ISSN: 0959-6526, SC<wbr>I, JCR TOP7%, IF 9.27), Elsevieer, 339(3), pp.130780 (2022.03) ​

2.JunKyu Park^†, Seok Young Lee^†, JeongIn Kim, Wooyong Um, In-Beum Lee, ChangKyoo Yoo^*, Energy, Safety, and Absorption Efficiency Evaluation of a Pilot-Scale H₂S Abatement Process Using MDEA Solution in a Coke-Oven Gas, Journal of Environmental Chemical Engineering (SCIE), Elsevier, pp. (2021.01)​

DOMESTIC JOURNALS

1. 허성구+, 정찬혁+, 이나희, 심예림, 우태용, 김정인, 유창규^*, 첨단 전자산업 폐수처리시설의 Water Digital Twin(II): e-ASM 모델 보정, 수질 예측, 공정 선택과 설계 (Water Digital Twin for high-tech electronics industrial wastewater treatment system (II): e-ASM model calibration, effluent prediction, process selection, and design, Clean Technology(청정기술) (ISSN:1598-9712, 한국연구재단 등재학술지), (), -  (Ack: NRF2021-중견연구) (2022.1)

2.

IINTERNATIONAL CONFERENCES

1.

2.

DOMESTIC CONFERENCES

1.

2. 

Selected Publications:

Award

Email :  zhowan_ra@hotmail.com

Flexible energy systems (ICE - power-to-X ? CCU ? energy storage ? …… )

-renewable energies , solar energy engineering, biogas production,  water desalination, energy systems modeling, combined power and cooling generation

 Award

Dr. Jouan Rashid, an Outstanding Emerging researcher Award for 2018, Iran embassy (2018. 12)

Name: 표세희

-Environment Systems Engineerin (ESE)

-GHG modeling and control in wwtp

-Computational toxicology, QSAR

-환경플랜트 모델링 및 설계

Name: 신민혁​​

Position: 삼성엔지니어링, 플랜트설계팀​​​

 

Education: · 2017. 3 ~  2023. 02 KyungHee University (BS-Environmental Eng.) · 학부연구참여 : 화학반응매카니즘 생성 모사 (RMG simulator) 아스펜 환경 공정 모사   이메일: smh8991@naver.com   Publication  정찬혁*, 김상윤*, 허성구, Shahzeb Tariq, 신민혁, 유창규+, 3D 프린팅 소재 화학물질의 독성 예측을 위한 Data-centric XAI 기반 분자 구조 data imputation과 QSAR 모델 개발 (Data-centric XAI-driven Data Imputation of Molecular Structure and QSAR Model for Toxicity Prediction of 3D Printing Chemicals), Korean Chemical Engineering Research(ISSN: 0304-128X, 학진등재/Scopus), 64(4), pp. (2023.11)

Name: Name: 김예린​

Position: 삼성전자 DS/TSP총괄, 환경안전​

​Position: 삼성전자 DS/TSP총괄, 환경안전​

Name: 허경진

Position: Samsung Electronics, 주)삼성전자 TSP 총괄,환경안전​

 ​ 

Name: 문신선