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남기전

박사과정 (AI/MBR/Smart ENV/에너지/미세먼지/QSAR)

    Name:  남기전

     

    Position: Ph.D student

     

    Education:

    · 2009.3 ~ 2013.2, Khung-hee University, Dept. of Environmental Science and Engineering, BSc

     

    · 2016.3 ~ 2018.2. KyungHee University, Environmental Eng., MSc

     

    · 2018.3 ~ till date. KyungHee University, Environmental Eng. ,Ph.D. candidate

     



    Research Area:

     

    -환경시스템공학생물막 공정환경시스템공학, 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

     

    Award:

    회명대학원연구상, 2018년도 한국화학공학회 춘계학술대회남기전, "딥러닝-강화학습기반 막분리공정(MBR) 자율최적 운전시스템 연구", 한국화학공학회, 2018 10 26

    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, 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)

     

    2. 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.- (2017.08)

    3. Usman Safder, Pouya Ifaei, KiJeon Nam, Jouan Rashidi, ChangKyoo Yoo *, Availability and Reliability Analysis of Integrated Reverse Osmosis - Forward Osmosis Desalination Network, Desalination and Water Technology(DWT) (ISSN:1944-3994, SCIE), Desalination Publications, (), pp. - , (2018.02) 

    4. Paulina Vilela, Hongbin Liu, SeungChul Lee, Soonho Hwangbo, KiJeon Nam, ChangKyoo Yoo, A systematic approach of removal mechanisms, control and optimization of silver nanoparticle in wastewater treatment plantsScience of the Total Environment (STOLEN, ISSN: 0048-9697, SCI, IF=4.9, Top 10% journal ? Environmental Science), Elsevier, 633(), pp.989-998 (2018.8)

    5. 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 UncertaintyApplied Thermal Engineering (ISSN:1359-4311, SCIE , Top 6% journal- MECHANICS/ENGINEERING,MECHANICAL), Elsevier, 140(), pp. 386-397 (2018.7)

    6. Usman Safder, KiJeon Nam, Dongwoo Kim, Mohsen Shahlaei, , ChangKyoo YooQuantitative 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)

    7.  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 conditionsBuilding and Environment (ISSN: 0360-1323, SCIE, Top 3% journal: Civil Eng.), Elsevier, 144(), pp. 159-170 (2018.10)

     8. Jouan Rashidi+, GaHee Rhee+, Minhyun Kim, KiJun Nam, Sungku Heo, ChangKyoo Yoo* Abdolreza Karbassi*Life Cycle and Economic Assessments of Key Emerging Energy Efficient Wastewater Treatment Processes for Climate Change AdaptationInternational Journal of Environmental Research (SCIE, ISSN: 1735-6865), Springer, 12(6), pp. 815-827 (2018.12)

     

    9. Viet Hoang Tuan+, Pouya Ifaei+, Kijeon Nam, Jouan Rashidi, Soonho Hwangbo*, Jong-Min Oh, ChangKyoo Yoo*, Optimal management of a hybrid renewable energy system coupled with MBR using power pinch economic analyses for sustainable climate change adaption, Sustainability (SSCI/SCIE)  MDPI, 11 (1), 66, pp. 1-22 (2018.12)

     

     10. 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)

     

    11. 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 algorithmsEnergy Conversion and Management (ISSN: 0196-8904, SCIE, IF=5.58, Top 3% journal ? THERMODYNAMICS: Rank 2 journal, DOI:), Elsevier, 185(4), pp. 353-367 (2019.4)

     

    12. KiJeon Nam+, Pouya Ifaei+, Sungku Heo, Gahee Rhee, Seungchul Lee*, and
    ChangKyoo Yoo*, 
    An efficient burst detection and isolation monitoring system for water distribution networks using multivariate statistical techniques,
     Sustainability (SSCI/SCIE)  MDPI, 11 (1), , pp. - (2019.6)


    13. Jorge Loy-Benitez, Qian Li, KiJeon Nam, ChangKyoo Yoo*Sustainable subway indoor air quality monitoring and fault-tolerant ventilation control using a sparse autoencoder-driven sensor self-validationSustainable Cities and Society (ISSN: 2210-6707, SCIE, Top 10% journal ?Construction & Building)Elsevier, (), pp. ? (2019.09) (Ack 2 과제: NRF:2017R1E1A1A03070713 & Railway:19QPPW-B152307-01)


    14. 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 stationEnergy and Buildings(ISSN: 0378-7788, SCIE, Top 3% journal- Engineering, Civil, DOI)Elsevier, (), pp. ? (2019.09) (Ack: Railway:19QPPW-B152307-01)


    15. KiJeon NamSoonho 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) (Ack:2017R1E1A1A03070713)


    16. KiJeon Nam, SungKu Heo, Qian Li, Jorge Loy-Benitez, MinJeong Kim, DuckShin Park, ChangKyoo Yoo*, A proactive energy-efficient optimal ventilation system using artificial intelligent techniques under outdoor air quality conditions, Applied Energy(SCI, IF=8.5, JCR TOP 3%), 266, 114893,  (2020.4)


    17. 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, International Water Association(IWA)) (2020.08) (Editor’s Choice-Cover paper)

     

    18. 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, SCIE, IF=9.1, Top 3% journal: Engineering Industrial) (2020.11)

     

    19.  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 full-scale wastewater treatment for cost-effective and sustainable operation under varying influent conditions, Journal of Cleaner Production (ISSN:0959-6526, SCIE, IF=7.2, Top 10% journal: Engineering Civil) (2021.04)

     

    20. ​KiJeon Nam†, SungKu Heo†, GaHee Rhee, MinJeong Kim, and ChangKyoo Yoo*, Dual-objective optimization for energy-saving and fouling mitigation in MBR plants using AI-based influent prediction and an integrated biological-physical model, Journal of Membrane Science (ISSN:0376-7388, SCIE, IF=7.2, TOP 3% journal: Polymer Science) (2021.05) (Editor’s Choice-Cover paper)

     

    21. 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, IF=9.0, TOP 3% journal: Environmental Science) (2021.06)


     

    INTERNATIONAL CONFERENCES

    1.  Session co-chair: KJ Nam, Energy and Water Efficiency, 14th conference on sustainable development of energy, water and environment systems(SDEWES2019), Croatia (2019.10.1-6)


    2.  KJ Nam, U Safder, Q Li, S Heo, M Kim, D Park, C Yoo*, Energy-efficient optimal ventilation system using AI-dynamic programming and energy demand forecasting model of deep learning for climate change, 14th conference on sustainable development of energy, water and environment systems(SDEWES2019), pp. 329, Oral presentation, valamar lacroma dubrovnik, Croatia (2019.10.1-6)

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허성구

석박사 통합과정 (ENV-AI/Energy-AI/Industrial-AI/SBR/QSAR)

     Name: 허성구, SungKu Heo

     

    Position:  석박사통합과정 (Ph.D. Candidate)

    Education:

     

    - 2012.03  ~  2018.02  KyungHee University (BS, Environmental Engineering)
    - 2018.03  ~  till date   KyungHee University (Integrated MSc/Ph.D program)

     

    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

     

    Honors:

    1. First scholarship student of KHYSS(Kyung Hee Young Scholar Society)

    2. 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, 2019
    년 기후변화학회 상반기 학술대회, Oral, 세종대학교한국기후변화학회 2019년 상반기 학술대회 초록집 p.29 (2019.06.27)

     

    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 (ISSN:1551-3203), IEEE,
       Accepted (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% (ENGINEERING, CHEMICAL))

    3. 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), Elsevier, 202(10),
       109440 (2019.11, 
    IF=4.867/ JCR Top 3% (ENGINEERING, CIVIL))

    4. A hybrid machine learningbased multi-objective supervisoary 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), 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. 산업단지 VOC 저감 최적가용기법 (BAT) 선정을 위한 다매체 거동모델 기반 인체위해성·환경성·경제성 평가Korean Chemical Engineering Research (HWAHAK KONGHAK, ISSN: 0304-128X), Scorpus, 58(3),
        pp.325-345 (2020.3) (2020.5)

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


    Patents :


    1. 발명인명유창규허성구호르헤 로이 베니테즈출원/등록인명경희대학교 산학협력단인공지능을 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. 발명인명유창규허성구출원/등록인명경희대학교 산학협력단내분비 교란 물질의 인체 위해성 평가를 위한 심층인공신경망 기반 계산독성학 모델 생성 방법 및 장치,

       출 원 번 호: 10-2019- 0101654 (YOO, ChangKyoo, HEO, SungKu, Patent No. 10-2019- 0101654), 출 원 일 자: 2019.08.20 

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우태용

석박사 통합과정 (AI+Environment)

    Name태용, Taeyong Woo
     
    Position: 석박사통합과정
     
    Education:
     
    - 2012.09  ~  2017.12  State University of New York - Environmental Science and Forestry  (BS - Environmental Science)
    - 2020.09  ~  till date   KyungHee University  (MS/PhD combined - Environmental Engineering)
     
    Research Area: 환경정보학, 인공지능, 강화학습, 미세먼지, 실내공기질, 에너지

    INTERNATIONAL JOURNAL (SCI/SCIE)


    Publication list (SCI/SCIE)


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김상윤

석사 과정 (AI+Environment)

    Name: 김상윤, KIM SANG YOUN

     

    Position: MSc Student



    Education:


    - 2015.03  ~  2019.02 KyungHee University  (BS - Environmental Engineering)
    - 2019.03  ~  till date  KyungHee University  (MSc - Environmental Engineering)

     

    Research Area: 환경시스템공학, 생태모델링, 인공지능, 자율운전, Software, Smart Data Analytics, Artificial Intelligence/Big data, Deep learning/Reinforcement Learning, Smart O&M, 기후변화 지능화

     

    email: tkddbs5234@naver.com 

     

     

    Selected Publications:

     

    INTERNATIONAL JOURNAL (SCI/SCIE)

     

     

    1. Paulina Vilela, Gabriel J?come, SangYoun Kim, KiJeon Nam, ChangKyooYoo, Population response modeling and habitat suitability of Cobitis choii fish species in South Korea for climate change adaptation, Ecotoxicology and Environmental Safety(SCI, JCR TOP20%), Volume 189, pp.109949 (February 2020)

    2.

     

    INTERNATIONAL CONFERENCES

    1.

    2.

     

    DOMESTIC JOURNALS

    1.

    1.       김상윤+, 남기전+, 허성구+, 이선정, 최지훈, 박준규, 유창규*, 기후 변화 적응을 위한 벡터매개질병의 생태 모델 및 심층 인공 신경망 기반 공간-시간적 발병 모델링 및 예측 (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(HWAHAK KONGHAK) (ISSN: 0304-128X, 학진등재/Scopus), 58(2), 197-208 (Ack: 기후변화특성화대학원사업) (2020.5)

     

     

    DOMESTIC CONFERENCES

    1.

    2.

     

     

    PATENT APPLICATION (특허출원)

    1.

    2.

     

    PATENT REGISTRATION (특허 등록)

    1.

    2.

     

    PROGRAMS REGISTRATION (프로그램 등록)

    1.

    2.  

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김정인

석사 과정 (AI+Environment)-삼성전자 DS 학술연수

    Name: 김정인, Jeongin Kim

     

    Position: 석사과정 (삼성전자 DS 학술연수)

    Job position: 삼성전자 DS, 글로벌인프라총괄 GCS팀(Gas/Chemical/Specials)

     

    Education:

     

    - 2004.03  ~  2010.02  Hanyang University  (BS - Chemical Engineering)
    - 2020.03  ~  till date   KyungHee University  (MSc - Environmental Engineering)

     

    Research Area: 환경정보학, 인공지능, 강화학습

     

     

     

    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.

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김민한

박사 과정 (AI+Environment)

    Name: 김민한, MinHan Kim

      

    Position: 박사과정, Ph.D. student

     

    Education:

     

    학사 :  경희대학교 환경학  환경공학과, 2008.02

     

    석사 :  경희대학교 환경응용과학과, 2010.02

    박사: 2020.3 ~ till date. KyungHee University, Environmental Eng., Ph. D. student


     

    Research Area: TBD, 환경시스템, 하수처리장모델링/최적화, 상수관망, GIS


     

    E-mail: 83mhkim@gmail.com

     

     

     

     

    INTERNATIONAL JOURNAL (SCI/SCIE)

     

     


    Publication list (SCI/SCIE)


    1.      MinHan Kim, A. Seshagiri Rao, ChangKyoo Yoo, Dual Optimization Strategy for N and P Removal in a Biological Wastewater Treatment Plant, Industrial & Engineering Chemistry Research, 48(13), pp. 6363?6371 (2009.07.01)


    2.      Min-Han Kim, ChangKyoo Yoo, Multivariate monitoring for time-derivative non-Gaussian batch process, The Korean Journal of Chemical Engineering, 25(5), pp.947-954 (2008.09.30)


    3.      M.H. Kim, Y.S. Kim, A. A. Prabu and C.K. Yoo, A Systematic Approach of Data-Driven Modeling and Soft Sensing in a Full-scale Plant, Water Science and Technology, 60(2), pp.363-370 (2009.08.01)


    4.      ChangKyoo Yoo and MinHan Kim, Industrial experience of process identification and set-point decision algorithm in a full-scale treatment plant, J. Environmental Management, 90(8), pp.2823-2830 (2009.11.01)


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


    6. MinHan Kim, YoungSu Kim, JungJin Lim, Jeung-Tae Kim, SuWhan Sung and ChangKyoo Yoo, Data-Driven Prediction Model of Indoor Air Quality in an Underground Space, Korean J. of Chemical Engineering28(1), pp. -, (2011.01.01) (in press)


     


    Domestic Journals


     


    1.    김민한유창규모델링 기법을 이용한 하폐수처리 공정 설계와 환경성  경제성 평가화학공학, 46(3), pp.610-618 (2008.06.30)


    2.      김용수, 김현주이인범유창규워터핀치기술을 이용한 생태산업단지  기업간 용수 재이용망 최적화제어×로봇×시스템공학 논문지, 14(11), pp.1165-1173 (2008.11.01)


    3.      이원영김민한김영황이인범유창규가중유출수질지표를 이용한 활성오니공정모델의 민감도 분석과 매개변수 보정제어×로봇×시스템공학 논문지, 14(11), pp.1174-1179 (2008.11.01), 17 과학기술우수논문상과학기술단체총연합회(과총), 인천송도 컨벤시아 (2009.07.07)


    4.      김민한유창규실규모 하수처리공정에서 동력학적 동특성에 기반한 인공지능 모델링  예측기법제어×로봇

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이가혜

석사 과정 (AI+Environment)

    Name: 이가혜, gahye-Lee

     

    Position: 석사과정

     

    Job position: 한국철도기술연구원, 환경팀

     

    Education:

     

    - 2012.03  ~  2017.02  Kangwon University  (BS - Environmental Science)
    - 2019.09  ~  till date   KyungHee University  (MSc - Environmental Engineering)

     

    Research Area: 공기질 빅데이터의 분석 및 예측

     

     

    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.  

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Pouya Ifaei

Postdoct​oral fellow

+ 82-10-4513-14
    Name: Pouya Ifaei

    Position:  Postdoctoral fellow

    Education:
    Ph.D. Degree (March 2015 ~ February 2019)
    Dept. of Environmental Science and Engineering, College of Engineering, Kyung Hee University, Seoul, South Korea.
    Title: Water-energy-carbon nexus based optimal systems and renewable energies assisted sustainable development strategies to tackle climate change using big data.
    M.Sc. Degree (September 2012 ~ June 2014)
    Dept. of Environmental Engineering, Graduate faculty of Environment, University of Tehran, Tehran, Iran.
    Title: Combined heat and power generation analysis and feasibility study for a municipal wastewater treatment plant (case study: Tehran Municipal wastewater).
    B.Sc. Degree (September 2010 ~ July 2012)
    Dept. of Civil Engineering, College of Engineering, Tabriz University, Tabriz, Iran.
    Title: Prediction of the changes in Urmia lake water surface using Chaos theory.
    Associate B.Sc. Degree (September 2003 ~ June 2008)
    Dept. of Aerospace Engineering, AmirKabir University of Technology (Polytechnic), Tehran, Iran.
    Title: Incompressible flow and turbulence simulation

    AWARDS: 
    1. Korea Research Foundation Grant (KRF 2019H1D3A1A02071051) 2019 ~ 2023
    2. The best PhD dissertation award in Kyung Hee University, 2019
    3. Outstanding emerging researcher award at the second Iranian Scientific Congress, 2017
    4. Outstanding contribution in reviewing, Energy Conversion and Management Journal, 2016 
    5. The best paper by the editors’ selection in Korean Journal of Chemical Engineering, 2016
    The best oral presentation in the 9th International Symposium on Green Energy for 21st century, 2015
    Research Interest: Water-energy nexus/energy systems/renewable energies

    BOOK: 
    P. Ifaei, S. Farzin, and Y. Hassanzadeh. “Open Channel Hydraulics” by A.O. Akan. Tabriz University Publications, (2015), ISBN 978-600-7204-28-3. 

    Selected Publications:
    INTERNATIONAL JOURNAL (SCI/SCIE)
    1. U. Safder, H.T. Nguyen, P. Ifaei, C.K. Yoo. Energetic, economic, exergetic, and exergorisk (4E) analyses of a novel multi-generation energy system assisted with bagasse-biomass gasifier and multi-effect desalination unit. Energy 219, 119638. (2021).
    2. J. Y. Lim, U. Safder, B.S. How, P. Ifaei, C.K. Yoo. Nationwide sustainable renewable energy and Power-to-X deployment planning in South Korea assisted with forecasting model. Applied Energy 283, 116302 (2021).
    3. P. Ifaei+, U. Safder+, A.S.T. Charmchi+, C.K. Yoo. An integrated steam jet ejector power plant for drought adaptation considering water-exergy nexus in an optimal platform. Energy Conversion and Management 227, 113622 (2021).
    4. A.S.T. Charmchi, P. Ifaei, C.K. Yoo. Smart supply-side management of optimal hydro reservoirs using the water/energy nexus concept: A hydropower pinch analysis. Applied Energy 281, 116136 (2021).
    5. J.K. Park, P. Ifaei, A.R. Ba-Alawi, U. Safder, C.K. 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 45 14578–93 (2020). 
    6. K.J. Nam, S.K. Heo, J.L. Benitez, P. Ifaei, S.C. Lee, S.K. Kang, C.K. Yoo. An autonomous operational trajectory searching system for an economic and environmental membrane bioreactor plant using deep reinforcement learning. Water Science and Technology 8, 1578–1587 (2020). 
    7. P. Ifaei, H. Khiabani, M.J. Piran, C.K. Yoo. Techno-econo-environmental feasibility of retrofitting urban transportation system with optimal solar panels for climate change mitigation- A case study. Journal of Cleaner Production 251, 119639 (2020). 
    8. U. Safder, P. Ifaei, C.K. Yoo. A novel approach for optimal energy recovery using pressure retarded osmosis technology: Chemical exergy pinch analysis – Case study in a sugar mill plant. Energy Conversion and Management 213, 112810 (2020). 
    9. A.R. Ba-Alawi, P. Ifaei, Q. Li, K.J. Nam, M. Djeddou, C.K. Yoo. Process assessment of a full-scale wastewater treatment plant using reliability, resilience, and econo-socio-environmental analyses (R2ESE). Process Safety and Environmental Protection 133 259–274 (2020). 
    10. P. Ifaei+, U. Safder+, C.K. Yoo. Multi-scale smart management of integrated energy systems, Part 1: Energy, economic, environmental, exergy, risk (4ER) and water-exergy nexus analyses. Energy Conversion and Management 197, 111851 (2019). 
    11. U. Safder, P. Ifaei+, C.K. Yoo. Multi-scale smart management of integrated energy systems, Part 2: Weighted multi-objective optimization, multi-criteria decision making, and multi-scale management (3M) methodology. Energy Conversion and Management 198, 111830 (2019). 
    12. K.J. Nam+, P. Ifaei+, S. Heo, G.H. Rhee, S.C. Lee, C.K. Yoo. An Efficient Burst Detection and Isolation Monitoring System for Water Distribution Networks Using Multivariate Statistical Techniques. Sustainability, 11 (10), 2970–86 (2019). 
    13. P. Ifaei, C.K. Yoo. The compatibility of controlled power plants with self-sustainable models using a hybrid input/output and water-energy-carbon nexus analysis. Journal of Cleaner Production, 208, 753–777 (2019). 
    14. T.V. Hoang+, P. Ifaei+, K.J. Nam, J. Rashidi, S.H. Hwangbo, J.M. Oh, C.K. Yoo. Optimal Management of a Hybrid Renewable Energy System Coupled with a Membrane Bioreactor Using Enviro-Economic and Power Pinch Analyses for Sustainable Climate Change Adaption. Sustainability, 11 (1), 66–87 (2019). 
    15. J.L. Benitez, Q. Li, P. Ifaei, K.J. Nam, S.K. Heo, C.K. Yoo. A dynamic gain-scheduled ventilation control system for a subway station based on outdoor air quality conditions. Building and Environment 144, 159– 170 (2018). 
    16. P. Ifaei, A.R. Farid, C.K. Yoo. An optimal renewable energy management strategy with and without hydropower in Iran using a factor weighted multi-criteria decision making analysis. Energy 158, 357– 372 (2018). 
    17. U. Safdar, P. Ifaei, K.J. Nam, J. Rashidi, C.K. Yoo. Availability and Reliability of the Integrated Reverse Osmosis-Forward Osmosis Desalination Network. Desalination and Water Treatment 109, 1-7 (2018). 
    18. U. Safdar+, P. Ifaei+, C.K. Yoo. Multi-objective optimization and flexibility analysis of a cogeneration system using thermorisk and thermoeconomic analyses. Energy Conversion and Management 166, 602–636 (2018). 
    19. P. Ifaei, A.R, Karbassi, G. Jacome, C.K. Yoo. A systematic approach of bottom-up assessment methodology for an optimal design of hybrid solar/wind energy resources – Case study at middle east region. Energy Conversion and Management 145, 138–157 (2017). 
    20. P. Ifaei, A.R, Karbassi, S.C. Lee, C.K. Yoo. A renewable energies-assisted sustainable development plan for Iran using techno-econo-socio-environmental multivariate analysis and big data. Energy Conversion and Management 153, 257–277 (2017). 
    21. S.C. Lee, I.J. Esfahani, P. Ifaei, W. Moya, C.K. Yoo. Thermo-environ-economic modeling and optimization of an integrated wastewater treatment plant with a combined heat and power generation system. Energy Conversion and Management 142, 385–401 (2017). 
    22. P. Ifaei, J. Rashidi, C.K. Yoo. Thermoeconomic and environmental analyses of a low water consumption combined steam power plant and refrigeration chillers – Part 1: Energy and economic modelling and analysis. Energy Conversion and Management 123, 610–624, (2016). 
    23. P. Ifaei, A. Ataei, C.K. Yoo. Thermoeconomic and environmental analyses of a low water consumption combined steam power plant and refrigeration chillers – Part 2: Thermoeconomic and environmental analysis. Energy Conversion and Management 123, 625–642, (2016). 
    24. I. J. Esfahani+, J. Rashidi+, P. Ifaei+, and C.K. Yoo. Yoo. Efficient thermal desalination technologies with renewable energy systems: A state-of-the-art review. Korean Journal of Chemical Engineering 33(2), 351-387 (2016). 
    25. I.J. Esfahani, P. Ifaei, J. Rshidi, C.K. Yoo. Control performance evaluation of reverse osmosis desalination system based on model predictive control and PID controllers. Desalination and Water Treatment 57 (55), 26692-26699 (2016). 
    26. J. Rashidi, P. Ifaei, I.J. Esfahani, A. Ataei, C.K. Yoo. Thermodynamic and economic studies of two new high efficient power-cooling cogeneration systems based on Kalina and absorption refrigeration cycles. Energy Conversion and Management 127, 170–186 (2016). 
    27. I.J. Esfahani, P. Ifaei, J.S. Kim, C.K. Yoo. Design of Hybrid Renewable Energy Systems with Battery/Hydrogen storage considering practical power losses: A MEPoPA (Modified Extended-Power Pinch Analysis). Energy 100, 40-50 (2016). 
    28. S. Farzin, P. Ifaei, N. Farzin, Y. Hassanzadeh, M.T. Aalami. An Investigation on Changes and Prediction of Urmia Lake water Surface Evaporation by Chaos Theory. International Journal of Environmental Research 6 (3), 815-824 (2012).
    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). 

    INTERNATIONAL CONFERENCES
    1. P. Ifaei, P.Vilela, U. Safder, Changkyoo Yoo, A sustainable multigeneration network to adapt climate change without hazardous emissions and water losses using a bi-layer mathematical model. 23rd Conference on Process Integration Modelling and Optimisation for Energy Saving and Pollution Reduction (PRES20), Xian China, oral presentation, (August, 2020).
    2. P. Ifaei, U. Safder, Changkyoo Yoo, Comparative Water-Power Nexus and Economic Analyses of a Novel Combined Ejector Heat Pump and Steam Power Plant to Tackle Drought. 22nd Conference on Process Integration Modelling and Optimisation for Energy Saving and Pollution Reduction (PRES19), Crete Greece, oral presentation, (October, 2019).
    3. P. Ifaei, J. Rashidi, J. T. Kim, Changkyoo Yoo, A Hybrid Solar/Wind/Biofuel Management Strategy in Iran Using Techno-Econo-Socio-Environmental Multivariate Analysis (TESEMA). 10th International Conference on Sustainable Energy and Environmental Protection, Energy management and policies (SEEP17), Bled Slovenia, oral presentation, (June, 2017).
    4. P. Ifaei, C.K. Yoo. A comparative study on dynamic and intelligent prediction models of power demand load: A case study, 11th International Symposium on Green Energy, Yongin Korea, oral presentation, (September, 2017).
    5. P. Ifaei, E.W.M. Flores, J. Rashidi, J.T. Kim, C.K Yoo. Air, water, and energy nexus analysis of a combined steam power plant and absorption heat pump, International conference on advances in energy systems and environmental engineering, cooling technologies (ASEE17), Wroclaw Poland, oral presentation, (July, 2017).
    6. P. Ifaei, I. J. Esfahani, C.K. Yoo. Integration of a Steam Power Plant with a Vapor Refrigeration Cycle, 21st International Symposium on Green Energy 2015, Yongin Korea, oral presentation (August, 2015). 
    7. P. Ifaei, J. Rashidi, I.J Esfahani, C.K. Yoo. Feasibility study for integration of a power cycle combined with an anaerobic digester in a municipal wastewater treatment plant (MWWTP), The 10th Asia Pacific Conference at Sustainable Energy and Environmental Technologies, Seoul Korea, oral Presentation, (July, 2015).
    8. P. Ifaei, I. J. Esfahani, J. Rashidi, C.K. Yoo. Control performance evaluation of reverse osmosis desalination system based on model predictive control and PID controllers, The 8th International Desalination Workshop, Jeju Korea, oral Presentation, (November, 2015).


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Li Qian

    Name: Qian Li

     

    Position:  Ph.D 

     

    Research Interest :

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

     

    email : liqian0712@hotmail.com

     

    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)

     

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Usman Safder

Integrated Master’s and Doctorate Course (MSc-Ph.D.)

    Name: Usman Safder
     
    Position:  Integrated Master’s and Doctorate Course (MSc-Ph.D.)

    Education:
    - 2010.02 ~ 2014.01: COMSATS University, Lahore campus, Pakistan, BSc. Chemical Engineering. 
    - 2016.09 ~ till date: KyungHee University, Environmental Engineering, MSc/Ph.D.

    Research Interest : 
    - Model-based process integration, network optimization, multi-generation systems design, Process system engineering, industrial resource recovery, water and energy network in the industrial system, Combined energy systems analyses (Exergoeconomic, Exergorisk, Exergoenvironmental), Chemo-informatics QSAR modeling, Deep learning based environmental process modeling, and Risk assessment of network and systems.

    AWARDS:
    - Best paper award, 14th conference on sustainable development of energy, water and environment systems (SDEWES2019), U Safder, “Sustainable power production by optimal energy recovery and waste treatment with pro membrane based on a ChExPA (chemical exergy pinch analysis) – industrial application in a sugar mill plant”, Oral presentation, valamar lacroma dubrovnik, Croatia (2019.10.1-6) 

     
     
    Selected Publications:
     
    INTERNATIONAL JOURNAL (SCI/SCIE)
    1. U. Safder, P. Ifaei, K.J. Nam, J. Rashidi, C.K. Yoo. Availability and Reliability of the Integrated Reverse Osmosis-Forward Osmosis Desalination Network. Desalination and Water Treatment 109, 1-7 (2018).
    2. U. Safder+, P. Ifaei+, C.K. Yoo (+equal first author). Multi-objective optimization and flexibility analysis of a cogeneration system using thermorisk and thermoeconomic analyses. Energy Conversion and Management 166, 602–636 (2018).
    3. U. Safder, K.J. Nam, D.W. Kim, M. Shahlaei, C.K. Yoo. Quantitative structure-property relationship (QSPR) models for predicting the physiochemical properties of polychlorinated biphenyls (PCBs) using deep belief network. Ecotoxicology and Environmental Safety 162, 17-28 (2018).
    4. U. Safder, K.J. Nam, D.W. Kim, S.K. Heo, C.K. Yoo. A real time QSAR-driven toxicity evaluation and monitoring of iron containing fine particulate matters in indoor subway stations. Ecotoxicology and Environmental Safety 169, 361-369 (2019).
    5. Heo, S+., Safder, U+., & Yoo, C. (+equal first author). Deep learning driven QSAR model for environmental toxicology: effects of endocrine disrupting chemicals on human health. Environmental Pollution, 253, 29-38 (2019).
    6. Ifaei, P., Safder, U., & Yoo, C. (+equal first author). Multi-scale smart management of integrated energy systems, Part 1: Energy, economic, environmental, exergy, risk (4ER) and water-exergy nexus analyses. Energy Conversion and Management, 197, 111851 (2019).
    7. Safder, U., Ifaei, P., & Yoo, C. Multi-scale smart management of integrated energy systems, Part 2: Weighted multi-objective optimization, multi-criteria decision making, and multi-scale management (3M) methodology. Energy Conversion and Management, 198, 111830 (2019).
    8. Nguyen, H. T., Safder, U., Nguyen, X. N., & Yoo, C. (+equal first author).  Multi-objective decision-making and optimal sizing of a hybrid renewable energy system to meet the dynamic energy demands of a wastewater treatment plant. Energy, 191, 116570 (2020).
    9. Safder, U., Rana, M. A., & Yoo, C. Feasibility study and performance assessment of a new tri-generation integrated system for power, cooling, and freshwater production. Desalination and water treatment, 183, 63-72 (2020).
    10. Park, J., Ifaei, P., Ba-Alawi, A. H., Safder, U., & Yoo, C. (2020). 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, 45(28), 14578-14593.
    11. Safder, U., Ifaei, P., & Yoo, C. (2020). A novel approach for optimal energy recovery using pressure retarded osmosis technology: Chemical exergy pinch analysis–Case study in a sugar mill plant. Energy Conversion and Management, 213, 112810.
    12. Ifaei, P., Safder, U., Charmchi, A. S. T., & Yoo, C. (+equal first author). An integrated steam jet ejector power plant for drought adaptation considering water-exergy nexus in an optimal platform. Energy Conversion and Management, 227, 113622 (2021).
    13. Lim, J. Y., Safder, U., How, B. S., Ifaei, P., & Yoo, C. K. (+equal first author). Nationwide sustainable renewable energy and Power-to-X deployment planning in South Korea assisted with forecasting model. Applied Energy, 283, 116302 (2021).
    14. Safder, U., Nguyen, H. T., Ifaei, P., & Yoo, C. (2021). Energetic, economic, exergetic, and exergorisk (4E) analyses of a novel multi-generation energy system assisted with bagasse-biomass gasifier and multi-effect desalination unit. Energy, 219, 119638.

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Paulina Vilela

Combined student of M.Sc.-Ph.D.

    Name: Paulina Vilela Govea
     
    Position:  Combined student of M.Sc.-Ph.D.

    Education:
    - 2009.10 - 2015.05: ESPOL, Ecuador (BSc. Civil Engineering)
    - 2016.9 ~ till date (MSc/PhD Environmental Engineering)
     
    Research Interest : 
    Environmental Systems Engineering, Wastewater treatment modeling, Partial nitritation, SHARON, Anammox, Wastewater treatment monitoring, Fault detection, Risk assessment, Ecological modeling, Process control, PID control, Advanced control, Smart Water, Resource recovery, Reinforcement Learning

    Selected Publications:

    INTERNATIONAL JOURNAL (SCI/SCIE)
    1. Paulina Vilela, Hongbin Liu, SeungChul Lee, Soonho Hwangbo,  KiJeon Nam , ChangKyoo Yoo ,  A systematic approach of removal mechanisms, control and optimization  of  silver nanoparticle in wastewater treatment plants ,  Science of the Total Environment  (STOTEN, ISSN: 0048- 9697, SCI, IF=4.9, Top 10% journal Environmental Science, DOI: https://doi.org/10.1016/j.scitotenv.2018.03.247), Elsevier, 633(), pp.989-998 (2018.8).
    2. Gabriel Jácome, Paulina Vilela, ChangKyoo Yoo, Social-ecological modelling of the spatial distribution of dengue fever and its temporal dynamics in Guayaquil, Ecuador for climate change adaption, Ecological Informatics, (ISSN: 1574-9541, SCIE, IF=2.51, DOI: https://doi.org/10.1016/j.ecoinf.2018.11.001), Elsevier, 49(), pp. 1-12 (2019.1).
    3. Jorge Loy-Benitez, Paulina Vilela, Qian Li, ChangKyoo Yoo, Sequential prediction of quantitative health risk assessment for the fine particulate matter in an underground facility using deep recurrent neural networks, Ecotoxicology and Environmental Safety, (ISSN: 0147-6513, SCIE, IF= 4.87, Top 12% journal Toxicology, DOI: https://doi.org/10.1016/j.ecoenv.2018.11.024), Elsevier, 169(), pp. 316-324 (2019.3).
    4. Gabriel Jácome, Paulina Vilela, ChangKyoo Yoo, Present and future incidence of dengue fever in Ecuador nationwide and coast region scale using species distribution modeling for climate variability’s effect, Ecological Modelling, (ISSN: 0304-3800, SCIE, IF= 2.5, DOI: https://doi.org/10.1016/j.ecolmodel.2019.03.014), Elsevier, 400(), pp. 60-72 (2019.5).
    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).
     
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Jorge Loy

Combined student of MSc-Ph.D

    Name: Jorge Loy
     
    Position: Combined student of MSc-Ph.D 
     
    Research Interest : AI/IAQ/Prediction Model/Sensor Validation/Reinforcement Learning/Autonomous Control
     
    email : jloy@khu.ac.kr
     
    Education:
    - 2010.10 - 2015.10: ESPOL, Ecuador (BSc. Mining Engineering)
    - 2013. 10 ~ present: ECOTEC, Ecuador (BSc. Economy)
    - 2017.9 ~ present (MSc/PhD Environmental Engineering)
     
    Selected Publications:
     
    INTERNATIONAL JOURNAL (SCI/SCIE)
    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
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임준요

    Name: Juin Yau Lim (임준요)

     
    Position: Ph.D Candidate

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

    email : juinyau95@gmail.com // jylim@khu.ac.kr
     
    Education:
    - 2014.09 - 2018.10: University of Nottingham, Malaysia (MEng. Chemical Engineering and Environmental Engineering)
    - 2019. 02 ~ till to date: Kyung Hee University (Ph.D Integrated Engineering)
     
     
    Selected Publications:
     
    INTERNATIONAL JOURNAL (SCI/SCIE)
    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) (Ack:2017R1E1A1A03070713 & Swinburne University of Technology)
    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). Acknowledgement: 2017R1E1A1A03070713 (NRF); 2019H1D3A1A02071051 (KRF-NRF); Climate change graduate school.

    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). Acknowledgement: EP/PO18165/1 (Newton Fund, UK); 2017R1E1A1A03070713(NRF); 2-5545 (SwinburneUniversity); CZ.02.1.01/0.0/0.0/16_026/0008413 (Czech Republic).

    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) (Ack:2017R1E1A1A03070713; Climate Change Graduate School; NRF2019H1D8A2105994 (GSU)

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Nguyen Hoang Hai Tra

    Name: Nguyen Hoang Hai Tra
     
    Position:  Ph.D student

    Education:
    2012.10 - 2016.12: Hoa Sen University, Vietnam (BSc. Technology of Environmental Management and Engineering).
    2017.03 - till to date: MSc/PhD Applied Environmental Science and Engineering

    Research Interest : 
    Smart grid, Energy policymaking and management, Safety-risk analysis, Environmental System Engineering, Machine Learning, Optimization.
     
    Selected Publications:
     
    INTERNATIONAL JOURNAL (SCI/SCIE)
    1. Nguyen, Hai TraϮ, Usman SafderϮ, XQ Nhu Nguyen, and ChangKyoo Yoo*. "Multi-objective decision-making and optimal sizing of a hybrid renewable energy system to meet the dynamic energy demands of a wastewater treatment plant." Energy 191 (2020): 116570.
    2. Loy-Benitez, Jorge, Qian Li, KiJeon Nam, Hai Tra Nguyen, MinJeong Kim, DuckShin Park, and ChangKyoo Yoo. "Multi-objective optimization of a time-delay compensated ventilation control system in a subway facility–A harmony search strategy." Building and Environment 190 (2021): 107543.
    3. Safder Usman, Hai-Tra Nguyen, Pouya Ifaei, and ChangKyoo Yoo. "Energetic, economic, exergetic, and exergorisk (4E) analyses of a novel multi-generation energy system assisted with bagasse-biomass gasifier and multi-effect desalination unit." Energy 219 (2021): 119638.

     

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Abdulrahman H. Ba Alawi

PhD Student

    Name: Abdulrahman H. Ba Alawi

     

    Position: PhD Student

    Research Interest: AI/MBR/Sensor Validation/ /Reinforcement Learning/ Energy systems/ Renewable energy.

    Education:
    - 2012.09 - 2017.09: Cairo University, Egypt (BSc. Chemical Engineering)
    - 2018.09 - 2020.09: KHU, South Korea (MSc. Environmental Engineering)
    - 2020.9 ~ till to date (PhD. Integrated Engineering)

    INTERNATIONAL JOURNAL (SCI/SCIE)
    1. Abdulrahman H. Ba-Alawi, Pouya Ifaei, Qian Li , KiJeon Nam, Messaoud Djeddou, ChangKyoo Yoo*, Process Assessment of a Full-scale Wastewater Treatment Plant Using Reliability, Resilience, and Econo-Socio-Environmental Analyses (R2ESE), Process Safety and Environmental Protection (ISSN: 0147-6513, SCI, Top 15%:TOP15% ENGINEERING, ENVIRONMENTAL), Elsevier, 133(1), pp. 259–274; DOI (2020.01).
    2. JunKyu Park, Pouya Ifaei, Abdulrahman H. Ba-Alawi, Usman Safder and 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 (SCI, ISSN: 28, SCI, Top20%), Elsevier, pp. 14578-14593 (2020.5).   


     

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Shahzeb Tariq

Combined student of MSc-Ph.D

    Name: Shahzeb Tariq

    Position: Combined student of MSc-Ph.D

    Research interest: AI/IAQ/OAQ/ Prediction model/ Autonomous control/ Sustainable energy systems/Process integration

    Email: shahzebtariq@gmail.com

    Education:
    2010.02-2014.06: COMSATS, Pakistan (BSc. Chemical Engineering)
    2019.02~till date (MSc/PhD Environmental Engineering)

    Selected Publications:
    INTERNATIONAL JOURNAL (SCI/SCIE)
    1. 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, Hazardous Materials, ISSN: 0304-3894, Top2%, ENVIRONMENTAL SCIENCES, Elsevier, 406 (), pp. 124753 (2021.3)
    2. Shahzeb Tariq+, Jorge Loy-Benitez+, KiJeon Nam, Sungku Heo, ChangKyoo Yoo*, Energy-efficient time-delay compensated ventilation control system for sustainable subway air quality management under various outdoor conditions, Building and Environment (ISSN: 0360-1323, SCIE, Top 2% journal: Civil Eng.), Elsevier, 174 (), pp. 106775 (2020.05)
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Amir Saman

PhD student

    Name: Amir Saman Tayerani Charmchi
     
    Position: PhD student
     
    Research Interest : Water Resources Engineering/ Environmental System Dynamics & Management/ Fluid Mechanics & Hydraulic Engineering/ Water Technologies/ Operations and Technology Management 
     
    email : Tayerani@khu.ac.kr
     
    Education:
    - 2009.9 ~ 2013.9 Ferdowsi University of Mashhad (BSc: Water Science and Engineering-Hydraulic Structure)
    - 2015.9 ~ 2017.7 University of Tehran (MSc:Technology management, Technology Innovation)
    - 2019. 9~ till date Kyung Hee University (Ph. D Environmental engineering)
     
    Selected Publications:
     
    INTERNATIONAL JOURNAL (SCI/SCIE)
    1.AST Charmchi, P Ifaei, CK Yoo*, Smart supply-side management of optimal hydro reservoirs using the water/energy nexus concept: A hydropower pinch analysis, Applied Energy 281, 116136 (ISSN: 0306-2619, SCIE, Journal Impact Factor: 8.8), 10.1016/j.apenergy.2020.116136
    2. P Ifaei+, U Safder+, AST Charmchi+, CK Yoo*, An integrated steam jet ejector power plant for drought adaptation considering water-exergy nexus in an optimal platform, Energy Conversion and Management 227, 113622 (ISSN: 0196-8904, SCIE, Journal Impact Factor: 8.2), 10.1016/j.enconman.2020.113622

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Mohammad Moosazadeh

Ph.D. Student

+821037361987

    Name: Mohammad Moosazadeh

     
    Position: PhD student
     
    Research Interest : Carbon capture and storage, Enhanced Oil Recovery using CO2, ​AI application, Machine learning, Big data analysis​.

    email : m.moosazadeh@gmail.com// moosazadeh@khu.ac.kr
     
    Education:

    - 2021.03 ~ till date Kyung Hee University (Ph. D Environmental engineering)​
    - 2019.9 ~ 2020.12 Ajou University, Suwon (MSc:​ Energy Science and Policy​)
    - 2010.9 ~ 2012.12 Sharif University of Technology, Tehran, Iran (MSc: Chemical engineering)​
    - 2006.9 ~ 2010.09 Isfahan University of Technology, Isfahan, Iran (MSc: Chemical engineering)​​

    Selected Publications:
     

    INTERNATIONAL JOURNAL (SCI/SCIE)​

    M.Moosazadeh, B.Keshavarzi, C.Ghotbi,​ “Investigation of the minimum miscibility pressure for injection of two different gasses into two Iranian oil reservoirs; experimental and theory”, The Canadian journal of chemical engineering,  2016

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Roberto Chang

Combined student of MSc-Ph.D

    Name: Roberto Chang

     

    Position: Combined student of MSc-Ph.D

     

    Research Interest : AI/IAQ/Prediction Model/Sensor Validation/Reinforcement Learning/GIS/Remote Sensing

     

    email : rjavierch@khu.ac.kr

     

    Education:

    - 2012.05 - 2017.10: ESPOL, Ecuador (BSc. Mining Engineering)

    - 2021.03 ~ till to date (MSc/PhD Environmental Engineering)

     

     

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박준규

    Name: 박준규


    Position:  Post-doc.

    2019.9-till date: Postdoc, J-EMSEL, Dept. of Environmental engineering, KyungHee University, Korea


    Education:

    출 신 학 교

    기 간

    학 과

    전 공

    졸업구분

    (학위구분)

    소재지

    StonyBrook 뉴욕주립대

    2007.09 - 2011.05

    화학공학과

    화학공학

    학사

    미국/뉴욕

    포항공과대학교

    2011.09 - 2013.08

    원자력공학부

    수소생산

    석사

    포항

    포항공과대학교

    2013.09 - 2019.08

    화학공학과

    공정시스템

    박사

    포항

    Research Area: TBD

     

    Email: jpark228@khu.ac.kr

     

    Selected Publications:

     

    INTERNATIONAL JOURNAL (SCI/SCIE)

    1.

    2.

    3.

    4.

     

    INTERNATIONAL CONFERENCES

    1.

    2.

     

    DOMESTIC JOURNALS

    1.

    2.

     

     

    DOMESTIC CONFERENCES

    1.

    2.

     

     

    PATENT APPLICATION (특허출원)

    1.

    2.

     

    PATENT REGISTRATION (특허 등록)

     

    1.

    2.

     

    PROGRAMS REGISTRATION (프로그램 등록)

    1.

    2.  

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