I am currently a Ph.D. candidate in the Department of Automation at Tsinghua University, with Prof. Xiao He and Prof. Donghua Zhou at the Research Center of Safety Control Technology. Prior to that, I received my B.E. degree from Southwest University, majoring in computer science and technology. During that time, I served as a research assistant in the Laboratory of Information Fusion and Intelligent Science, led by Prof. Yong Deng.
My research interests include online learning and its applications in real-time safety assessment, safety control, and fault diagnosis of dynamic systems. Currently, I focus on applying stream learning techniques under constrained annotations to the complex dynamic systems in industrial processes. In addition, I am also interested in applying the advanced technologies studied to address issues in environmental engineering fields such as hydrology and atmospheric science.
📖 Experience
Ph.D. in Department of Automation, Tsinghua University, Beijing, China, 2021.9 ~ 2027.1 (expected)
B.E. in School of Computer and Information Science, Southwest University, Chongqing, China, 2017.9 ~ 2021.6
Research Assistant in Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China, 2019.7 ~ 2019.9
Research Assistant in Department of Automation, Tsinghua University, Beijing, China, 2020.1 ~ 2021.8
Research Assistant in School of Big Data and Software Engineering, Chongqing University, Chongqing, China, 2021.6 ~ 2021.8
📚 Research
Research Fields
Safety-guaranteed Control of Dynamic Systems in Non-stationary Environment
Learning for Control
Real-time Safety Assessment of Dynamic Systems in Non-stationary Environment
Online active learning methods and their optimization
Detection and adaptation methods of concept drift
Incremental learning
Multi-mode Fault Diagnosis of Dynamic Systems under Variable Operating Modes
Online semi-supervised learning methods and their optimization
Imbalance problem in the framework of online learning
Explainable artificial intelligence
Research Project
National Natural Science Foundation of China under Grant 624B2087 (Hoster)
National Natural Science Foundation of China under Grant 61573290, 61503237, 61733009, 61973332 (Participant)
National Key Research and Development Program of China under Grant 2017YFA0700300 (Participant)
Key Project from Natural Science Foundation of Guangdong Province under Grant 2018B030311054 (Participant)
Innovative Entrepreneurial Training Plan Program of College Students in Chongqing (Hoster)
[May 2023] One paper has been accepted by CPCC 2023.
[Apr. 2023] One paper has been accepted by IEEE TIM.
[Apr. 2023] One paper has been accepted by IEEE TITS.
[Dec. 2022] One paper has been accepted by S-CUBE 2022.
[Nov. 2022] One paper has been accepted by IEEE TNNLS.
[Oct. 2022] Fortunate to recieve National Scholarship of P. R. China for Graduates.
[Oct. 2022] I have completed my National Scholarship defense : )
[Aug. 2022] One paper has been accepted by IEEE TCST.
[Jun. 2022] One paper has been accepted by CPCC 2022.
[Aug. 2021] One paper has been accepted by IEEE TIM.
🎖 Honors
Selected Scholarships
First-Prize Scholarship of Tsinghua University (2024)
National Scholarship of P. R. China for Graduates (2023)
Social Practice Scholarship of Tsinghua University (2023)
National Scholarship of P. R. China for Graduates (2022)
National Scholarship of P. R. China for Undergraduate Students (2020)
Special Prize Scholarship of Southwest Univeristy (2020)
First Prize Scholarship of Southwest Univeristy (2019)
TangLiXin Scholarship (2019)
Pinsheng Scholarship (2019, 2020)
Main Awards
Outstanding Doctoral Candidate of Beijing Association of Automation (2023)
Outstanding Graduates of Colleges and Universities in Chongqing (2021)
Outstanding Graduates of Southwest University (2021)
2019-2020 Academic Year Outstanding Student Model of Southwest University (2020)
Merit Student Award of Southwest University (2020)
Academic Technology Award of Southwest University (2020)
Innovation and Entrepreneurship Award of Southwest University (2020)
The 5th China College Students Internet + Innovation and Entrepreneurship Competition: National Silver Award
The 28th National Mathematical Contest in Modeling: National Second Prize
MCM/ICM in 2020: Meritorious Winner
📜 Services
Social Membership
Member of Chinese Association of Automation (CAA)
Member of Chinese Association for Artificial Intelligence (CAAI)
Member of China Computer Federation (CCF)
Student Mentoring Assistance
Jixin Xiao, Tsinghua University (Undergraduate Student, 2025.5-Present)
Songqiao Hu, Tsinghua University (Undergraduate Student & Ph.D Candidate, 2022.7-Present)
Pengyu Han, Tsinghua University (Undergraduate Student & Ph.D Candidate, 2022.9-Present)
Chen Li, Tsinghua University (Graduate Student, 2022.5-2023.7)
Guokai Yan, Tsinghua University (Undergraduate Student, 2022.5-2022.7)
Mengfei Mao, Chongqing University (Undergraduate Student, 2022.4-2022.6)
Journal Reviewers
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Neural Networks and Learning Systems
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Instrumentation & Measurement
IEEE Transactions on Industrial Informatics
IEEE Transactions on Reliability
IEEE Transactions on Cybernetics
ACM Transactions on Knowledge Discovery from Data
Engineering Applications of Artificial Intelligence
Information Processing and Management
Expert Systems With Applications/li>
Knowledge-Based Systems
Scientific Reports
ISA Transactions
Measurement
Energy
Journal of Computational and Cognitive Engineering
Journal of Harbin Engineering University
Biomedical Signal Processing and Control
Systems Science and Control Engineering
Digital Chemical Engineering
Journal of Engineering
Heliyon
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Conference Reviewers/PC Member
ACM SIGKDD 2024
MIND 2025
ICCA 2024
IEEE CAI 2024
IEEE CEC 2022, 2023
FUZZ-IEEE 2022, 2023
IJCNN 2022
CCC 2022, 2023
CAC 2022, 2023
CPCC 2023
CAA SAFEPROCESS 2023
FASTA 2024
ICAIS & ISAS 2024
ASCC 2024
Social Services
* Invited Session Organizer for ICAIS & ISAS 2024
* Co-Chair of *Learning-based Real-time Fault Diagnosis and Safety Control* Session in ICAIS & ISAS 2024
Talks and Presentations
* *Real-time Safety Assessment of Dynamic Systems in Non-stationary Environments: A Review of Methods and Techniques*, CAA SAFEPROCESS 2023, in Sept., Yibin, Sichuan, China
* *Real-time Safety Assessment of Dynamic Systems: Research Paradigms, Analysis, and Challenges*, ICAIS & ISAS 2024, in May, Chongqing, China
* *Online Dynamic Semi-supervised Broad Learning System for Real-time Fault Diagnosis with Variable Working Conditions*, CPCC 2024, in Jul., Sanya, Hainan, China
IEEE TNNLS
IEEE TASE
NeuroC
EJOR
IEEE TAI
IEEE TKDE
TechRxiv
AAS
IEEE TIM
IEEE TASE
DIB
IEEE TNNLS
IEEE TETCI
IEEE TCYB
IEEE TII
IEEE TASE
IEEE TR
IEEE TSMCA
IEEE TNNLS
IEEE TIM
IEEE TITS
IEEE TNNLS
IEEE TCST
IEEE TFS
IEEE TIM
IEEE TSMCA
INS
INS
IJIS
CPCC 2024
SAFEPROCESS 2023
CPCC 2023
CPCC 2022
S-CUBE 2023
Toolkit
DATASETS
DATASETS
DATASETS
DATASETS
