LAB NOTICE
- [허성구 통합, J. Water Proc Eng/JCR10%] SBR AI-OpAS 제어/스케쥴링 (From Influent Augmentation to AI-Aided Optimal Control and Scheduling)
- 연구실 논문 소식입니다.EMSEL 연구실 통합과정 허성구/JuinYau박사, 통합과정 Hai학생, 우태용 통합/김상윤 석사과정, Paulina교수/Usman박사 그리고 부강테크 오태석 팀장 논문이 Journal of Water Process Engineering (IF=7.34, JCR TOP 10%: Water Resources)저널에 게재 승인되었습니다. 실제 full-scale 고도처리SBR공정에 AI를 적용한 연구로 From Influent Augmentation to AI-Aided Optimal Control and Scheduling 최신 연구 결과입니다. 실제 공정에 적용되었고 현재 BKT부강테크 최종 결과를 가지고 좋은 저널에 회사와 같이 응용 논문 준비하고자 합니다.Hi EMSEL,I am pleased to inform you that SungKu (a combined student) and Dr. Juin Yau Lim (with Hai, Dr. Safder, TaeYong, SangYun and TaeSuk Oh@BKT)'s paper has been accepted for publication in the Journal of Water Process Engineering (ISSN: 2214-7144, IF=7.34, JCR TOP10% journal).Please give your big hands to SungKu and Dr. Lim. A patent will be applied soon.Congratulations for the paper acceptance indeed. Topic: End-to-End Autonomous Control and Scheduling of Partial Nitriration SBRKeywords: Autonomous resilient operation; NO2/NH4 ratio; Full-scale PN-SBR; Rank based model calibration; Optimal aeration strategy; Artificial intelligenc [308] 1.
SungKu Heo+, Juin Yau Lim+, Hai-Tra
Nguyen, Paulina Vilela, Usman Safder, TaeYong Woo, SangYoun Kim, TaeSeok Oh, ChangKyoo Yoo*, End-to-End Autonomous and Resilient Operability Strategy
of Industrial-Scale PN-SBR System: From Influent Augmentation to AI-Aided
Optimal Control and Scheduling, Journal of Water Process Engineering (ISSN: 2214-7144, SCIE, JCR TOP 10%: Water Resources), (2023.4) (Ack: NRF: NRF중견2021R1A2C2007838 & BKT(2020003160009) Mathematical model resembling a current operating full-scale PN-SBR process. Rank-based global sensitivity analysis assisted calibration protocol was developed. Influent data augmentation method considering varying C/N ratio was developed. AI-OpAS maintained the NO2/NH4 of 1.1 with resilient autonomous operation.
AI-OpAS reduced aeration energy by 31.38% under varying influent conditions. <o:p></o:p> ---------- Forwarded message ---------보낸사람: Journal of Water Process Engineering Date: 2023년 3월 27일 (월) 오후 10:48Subject: Decision on submission to Journal of Water Process EngineeringTo: ChangKyoo Yoo <ckyoo@khu.ac.kr></ckyoo@khu.ac.kr>Manuscript Number: JWPE-D-23-00482R1 End-to-end autonomous and resilient operability strategy of full-scale PN-SBR System: From influent augmentation to AI-aided optimal control and scheduling Dear Prof. Yoo,Thank you for submitting your manuscript to Journal of Water Process Engineering. I am pleased to inform you that your manuscript has been accepted for publication. My comments, and any reviewer comments, are below. Your accepted manuscript will now be transferred to our production department. We will create a proof which you will be asked to check, and you will also be asked to complete a number of online forms required for publication. If we need additional information from you during the production process, we will contact you directly.We appreciate and value your contribution to Journal of Water Process Engineering. We regularly invite authors of recently published articles to participate in the peer review process. You are now part of the Journal of Water Process Engineering reviewer pool. We look forward to your continued participation in our journal, and we hope you will consider us again for future submissions.We encourage authors of original research papers to share the research objects – including raw data, methods, protocols, software, hardware and other outputs – associated with their paper. More information on how our open access Research Elements journals can help you do this is available at https://www.elsevier.com/<wbr>authors/tools-and-resources/<wbr>research-elements-journals?<wbr>dgcid=ec_em_research_elements_<wbr>email.Kind regards, Abdul Wahab Mohammad, PhD Co-EditorJournal of Water Process Engineering
2023-03-28
- [2023년 후기 대학원 모집] 4월 19~28일 원서 접수 (한국인 대학원생)
- [2023년 후기 대학원 모집] 4월 19~28일 원서 접수 (한국인 대학원생) ** EMSEL 연구실(지도교수: 유창규 교수, 경희대 대학원 환경응용과학과)에서 2023년 후기 입학 대학원생 정시 모집 (원서접수: 2023년 4월 19~28일), 재학생, 졸업생, 예비입학 및 학석사연계 및 박사후과정 모집합니다.경희대학교 대학원 (khu.ac.kr) [1] 한국 대학원생-석사/박사/석박사통합과정 : 재학생(4학년 2학기), 졸업생(국내/외 대학)-예비입학 : 4학년 1학기 재학생 (2024년 1학기 입학 예정 재학생)-학석사연계과정 : 3학년 1학기 재학생 (2024년 2학기 입학 예정 재학생)-박사후과정 : postdoc 약간 명 (모집 중)-참여 연구과제(국가과제/산업체과제): 대학원 인력양성프로그램(BK4, 기후변화특성화대학원), 연구재단(중견연구), 국토부과제(철기연), 환경산업기술원(부강테크), 중기청(코비), 경희혁신과제(반도체 Water Digital Twin), BK4혁신과제(연구그룹 -학부생포함, QSAR 환경안전), BK4혁신과제(대학원생연구), NRF, 삼성그룹(SEC/SDC등), TPP등 과제 참여 -대학원생 지원: Tuition support, Monthly stipend support, Domestic/International Conference participation, Research incentives from NRF, BK, national and industrial projects (7 projects)* 지원기간 : 2023년 4월 19~28일 (Application date: April 19~28, 2023)* 대학원 홈페이지:경희대학교 대학원 (khu.ac.kr)* 경희대학교 입학처 : 경희대학교 (khu.ac.kr)* How to apply : On-line application using Uway (uwayapply.com) - 대학원 정시 모집 또는 진학 관심있는 학생들은 유창규 교수(ckyoo@khu.ac.kr)나 대학원생(공대 275호, 031-201-2124, energizer@khu.ac.kr, taeyong0209@gmail.com, tkddbs5234@khu.ac.kr)에게 연락바랍니다. ■ EMSEL Publication list: ChangKyoo Yoo - Google 학술 검색 또는 첨부 CV■ EMSEL Research Topics : AI+X(Environment/Energy/Chemical/Carbon/Safety/SmartFactory)■ Research interests: AI+X(Environment/Energy/Chemical/Safety), Autonomous Factory -Reinforcement Learning, Process systems engineering (PSE), Environmental systems engineering (ESE), Energy system engineering(ESE), Hydrogen system engineering(HSE), Water-Energy-Carbon-Climate Nexus, Industrial Decarbonization, Health/Safety/Environment(HSE), Carbon/GHG/NOx modeling/control/optimization:반도체/디스플레이 탄소/온실가스/질소산화물 부산물 거동해석/BAT/모델링/제어/최적화/자율운전, 반도체/디스플레이 폐수처리장 디지털트윈 및 Water AI 설계/자율설계/자율운전, 물환경 AI-데이타기반 스마트 소프트센서 개발 (TN/TP예측), Explainable AI for Smart Factory (XAI)
2023-03-24
PUBLICATIONS
- Sustainable energies and machine learning: an organized review of recent applications and challenges
- Pouya Ifaei, Morteza Nazari-Heris, Amir Saman Tayerani Charmchi, Somayeh Asadi, ChangKyoo Yoo*, Sustainable energies and machine learning: an organized review of recent applications and challenges, Energy (ISSN: 0360-5442, SCI, Top 5% journal – THERMODYNAMICS), 266(1), pp.126432 (2023.3) (Ack 3개: Brain Pool Program2019H1D3A1A02071051 & NRF중견2021R1A2C2007838 & Collabo R&D of SMEs and Startups in 2022.(Project No. S3301144)
- Deep-AI soft sensor for sustainable health risk monitoring and control of fine particulate matter at sensor devoid underground spaces: A zero-shot transfer learning approach
- Shahzeb Tariq+, Jorge Loy-Benitez+, KiJeon Nam, SangYoun Kim, MinJeong Kim*, ChangKyoo Yoo*, Deep-AI soft sensor for sustainable health risk monitoring and control of fine particulate matter at sensor devoid underground spaces: A zero-shot transfer learning approach, Tunnelling and underground space (ISSN: 0886-7798, SCIE, JCR Top 10%-ENGINEERING, CIVIL, DOI), Elsevier, 131(1), pp.104843 (Ack: 2021R1A2C2007838 & Fine Dust Reduction Technology(21QPPW-B152306-03)
- Explainable multisensor fusion-based automatic reconciliation and imputation of faulty and missing data in membrane bioreactor plants for fouling alleviation and energy saving
- Abdulrahman H. Ba-Alawi, KiJeon Nam, SungKu Heo, TaeYong Woo, Hanaa Aamer, and Chang Kyoo Yoo*, Explainable multisensor fusion-based automatic reconciliation and imputation of faulty and missing data in membrane bioreactor plants for fouling alleviation and energy saving, Chemical Engineering Journal (IF>16.4, JCR TOP 3% journal/Top 1 journal-Chemical Engineering), 452(1), pp.139220 (2023.1) (Ack 3개:NRF2021R1A2C2007838, “Prospective green technology innovation project (2020003160009), SMEs and Startups in 2022 (Project No. S3301144)
