Zeyi Liu's Homepage

Welcome to my personal homepage👋

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 multi-mode fault diagnosis and real-time safety assessment of dynamic systems. Currently, I focus on applying stream learning techniques under constrained annotations to the complex dynamic systems in industrial processes.

📖 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

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 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)

Research Statistics

Google Citation: 200+
H-index:
i10-index:

📰 News

[Jul. 2024] One paper has been accepted by IEEE TICPS.
[May 2024] One paper has been accepted by CPCC 2024.
[May 2024] One paper has been accepted by IEEE TIM.
[May 2024] One paper has been accepted by IEEE TASE.
[Apr. 2024] The personal Google Scholar citations has reached 300.
[Feb. 2024] One paper has been accepted by IEEE TNNLS.
[Jan. 2024] One paper has been accepted by IEEE TETCI.
[Dec. 2023] Fortunate to receive the Outstanding Doctoral Candidate of Beijing Association of Automation.
[Nov. 2023] One paper has been accepted by IEEE TCYB.
[Nov. 2023] One paper has been accepted by IEEE TII.
[Oct. 2023] One paper has been accepted by IEEE TASE.
[Oct. 2023] Fortunate to receive the National Scholarship of P. R. China for Graduates.
[Oct. 2023] I have completed my National Scholarship defense : )
[Oct. 2023] One paper has been accepted by IEEE TR.
[Sep. 2023] One paper has been accepted by IEEE TSMCA.
[Sep. 2023] Fortunate to receive the Social Practice Scholarship of Tsinghua University.
[Sep. 2023] I have completed my Social Practice Scholarship defense.
[Aug. 2023] I have completed my Social Practice. Nice experience : )
[Jul. 2023] The personal Google Scholar citations has reached 200.
[Jul. 2023] One paper has been accepted by IEEE TNNLS.
[Jun. 2023] One paper has been accepted by CAA SAFEPROCESS 2023 .
[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.
Show more

🎖 Honors

Selected Scholarships

National Scholarship of P. R. China for Graduates (2023) (￥20000)
Social Practice Scholarship of Tsinghua University (2023) (￥3000)
National Scholarship of P. R. China for Graduates (2022) (￥20000)
National Scholarship of P. R. China for Undergraduate Students (2020) (￥8000)
Special Prize Scholarship of Southwest Univeristy (2020) (￥10000)
First Prize Scholarship of Southwest Univeristy (2019) (￥5000)
TangLiXin Scholarship (2019) (￥10000)
Pinsheng Scholarship (2019, 2020) (￥5000*2)

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)

Student Mentoring Assistance

Songqiao Hu, Tsinghua University (Graduate Student, 2022.7-Present)
Pengyu Han, Beijing Institute of Technology (Undergraduate Student, 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 Neural Networks and Learning Systems
IEEE Transactions on Industrial Informatics
IEEE Transactions on Cybernetics
Scientific Reports
Engineering Applications of Artificial Intelligence
Energy
Journal of Computational and Cognitive Engineering
Systems Science and Control Engineering
Journal of Engineering
Journal of Harbin Engineering University
Digital Chemical Engineering

Conference Reviewers

ACM SIGKDD 2024
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

PC Member

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

📝 Main Publications [Google Scholar][DBLP]

Journals

IEEE TIM

Imbalanced Real-Time Fault Diagnosis Based on Minority-Prioritized Online Semi-Supervised Random Vector Functional Link Network

Pengyu Han, Shijin Chen, Zeyi Liu, Xiao He* (*Corresponding author)

IEEE Transactions on Instrumentation and Measurement

vol. 73, pp. 1-10, 2024 IF = 5.6 • CAA-B

PDF Code BibTex

IEEE TASE

Contrastive Preference-Guided Active Learning Approach Based on Ranking Correlation for Chunk-Level Real-Time Safety Assessment

Zeyi Liu, Xiao He* (*Corresponding author)

IEEE Transactions on Automation Science and Engineering

In Press, 2024 IF = 5.6 • CAA-A+ • CCF-B

PDF BibTex

DIB

Multi-Mode Fault Diagnosis Datasets of Gearbox Under Variable Working Conditions

Shijin Chen, Zeyi Liu, Xiao He*, Dongliang Zou, Donghua Zhou (*Corresponding author)

Data in Brief

vol. 54, no. 110453, 2024 Data Article

PDF Code BibTex

IEEE TNNLS

CADM+: Confusion-Based Learning Framework with Drift Detection and Adaptation for Chunk-Level Real-Time Safety Assessment

Songqiao Hu, Zeyi Liu, Minyue Li, Xiao He* (*Corresponding author)

IEEE Transactions on Neural Networks and Learning Systems

In Press, 2024 IF = 10.4 • CAA-A • CCF-B

PDF Code BibTex

IEEE TETCI

Game-Theoretic Expert Importance Evaluation Model Guided by Cooperation Effects for Social Network Group Decision Making

Zeyi Liu, Tao Wen, Yong Deng*, and Hamido Fujita (*Corresponding author)

IEEE Transactions on Emerging Topics in Computational Intelligence

In Press, 2024 IF = 5.3

PDF BibTex

IEEE TCYB

Dynamic Model Interpretation-Guided Online Active Learning Scheme for Real-Time Safety Assessment

Xiao He, Zeyi Liu* (*Corresponding author)

IEEE Transactions on Cybernetics

vol. 54, no. 5, pp. 2734-2745, 2024 IF = 11.8 • CAA-A • CCF-B

PDF Code BibTex

IEEE TII

Evidential Ensemble Preference-guided Learning Approach for Real-time Multi-mode Fault Diagnosis

Zeyi Liu, Chen Li, Xiao He* (*Corresponding author)

IEEE Transactions on Industrial Informatics

vol. 20, no. 4, pp. 5495-5504, 2024 IF = 12.3 • CAA-A+ • CCF-C

PDF BibTex

IEEE TASE

A Discrimination-Guided Active Learning Method Based on Marginal Representations for Industrial Compound Fault Diagnosis

Zeyi Liu, Jingfei Zhang, Xiao He* (*Corresponding author)

IEEE Transactions on Automation Science and Engineering

In Press, 2023 IF = 5.6 • CAA-A+ • CCF-B

PDF BibTex

IEEE TR

A Real-time Adaptive Fault Diagnosis Scheme for Dynamic System with Performance Degradation

Xiao He*, Chen Li, Zeyi Liu (*Corresponding author)

IEEE Transactions on Reliability

vol. 73, no. 2, pp. 1231-1244, 2024 IF = 5.9 • CAA-A • CCF-C

PDF BibTex

IEEE TSMCA

A Robust Evidential Multi-source Data Fusion Approach Based on Cooperative Game Theory and Its Application in EEG

Zeyi Liu, Fuyuan Xiao*, Chin-Teng Lin, Zehong Cao (*Corresponding author)

IEEE Transactions on Systems, Man, and Cybernetics: Systems

vol. 54, no. 2, pp. 729-740, 2024 IF = 8.7 • CAA-A • CCF-B

PDF BibTex

IEEE TNNLS

Dynamic Submodular-Based Learning Strategy in Imbalanced Drifting Streams for Real-Time Safety Assessment in Nonstationary Environments

Zeyi Liu, Xiao He* (*Corresponding author)

IEEE Transactions on Neural Networks and Learning Systems

vol. 35, no. 3, pp. 3038-3051, 2024 IF = 10.4 • CAA-A • CCF-B

PDF Code BibTex

IEEE TIM

Ivrr-PPG: An Illumination Variation Robust Remote-PPG Algorithm for Monitoring Heart Rate of Drivers

Ming Xu, Guang Zeng, Yongjun Song, Yue Cao, Zeyi Liu, Xiao He* (*Corresponding author)

IEEE Transactions on Instrumentation and Measurement

vol. 72, no. 3515510, pp. 1-10, 2023 IF = 5.6 • CAA-B

PDF BibTex

IEEE TITS

Real-Time Safety Assessment for Dynamic Systems with Limited Memory and Annotations

Zeyi Liu, Xiao He* (*Corresponding author)

IEEE Transactions on Intelligent Transportation Systems

vol. 24, no. 9, pp. 10076-10086, Sept. 2023 IF = 8.5 • CAA-A • CCF-B

PDF Code BibTex

IEEE TNNLS

An Online Active Broad Learning Approach for Real-Time Safety Assessment of Dynamic Systems in Nonstationary Environments

Zeyi Liu, Yi Zhang, Zhongjun Ding, Xiao He* (*Corresponding author)

IEEE Transactions on Neural Networks and Learning Systems

vol. 34, no. 10, pp. 6714-6724, 2023 IF = 10.4 • CAA-A • CCF-B

PDF BibTex

IEEE TCST

Fault Diagnosis of Rotating Machinery with Limited Expert Interaction: A Multicriteria Active Learning Approach Based on Broad Learning System

Zeyi Liu, Jingfei Zhang, Xiao He*, Qinghua Zhang, Guoxi Sun, Donghua Zhou (*Corresponding author)

IEEE Transactions on Control Systems Technology

vol. 31, no. 2, pp. 953-960, 2023 IF = 4.8 • CAA-A

PDF BibTex

IEEE TFS

Measure-Based Group Decision Making with Principle-Guided Social Interaction Influence for Incomplete Information: A Game Theoretic Perspective

Zeyi Liu, Yong Deng*, Ronald R. Yager (*Corresponding author)

IEEE Transactions on Fuzzy Systems

vol. 30, no. 4, pp. 1149-1163, 2022 IF = 11.9 • CAA-A • CCF-B

PDF BibTex

IEEE TIM

Safety Assessment of Dynamic Systems: An Evidential Group Interaction-Based Fusion Design

Zeyi Liu, Yong Deng, Yi Zhang, Zhongjun Ding, Xiao He* (*Corresponding author)

IEEE Transactions on Instrumentation and Measurement

vol. 70, no. 3523014, pp. 1-14, 2021 IF = 5.6 • CAA-B

PDF BibTex

IEEE TSMCA

A Generalized Golden Rule Representative Value for Multiple-Criteria Decision Analysis

Zeyi Liu, Fuyuan Xiao*, Chin-Teng Lin, Byeong Ho Kang, Zehong Cao (*Corresponding author)

IEEE Transactions on Systems, Man, and Cybernetics: Systems

vol. 70, no. 5, pp. 3193-3204, 2021 IF = 8.7 • CAA-A • CCF-B

PDF BibTex

INS

Network-Based Evidential Three-Way Theoretic Model for Large-Scale Group Decision Analysis

Zeyi Liu, Xiao He, Yong Deng* (*Corresponding author)

Information Sciences

vol. 547, pp. 689-709, 2021 IF = 8.1 • CAA-A+ • CCF-B

BibTex

INS

A Dynamic Group MCDM Model with Intuitionistic Fuzzy Set: Perspective of Alternative Queuing Method

Ran Tao, Zeyi Liu, Rui Cai*, Kanghao Cheong (*Corresponding author)

Information Sciences

vol. 555, pp. 85-103, 2021 IF = 8.1 • CAA-A+ • CCF-B

BibTex

IJIS

An Interval-Valued Exceedance Method in MCDM with Uncertain Satisfactions

Zeyi Liu, Fuyuan Xiao* (*Corresponding author)

International Journal of Intelligent Systems

vol. 34, no. 10, pp. 2676-2691, 2019 IF = 7.0 • CAA-A • CCF-C

BibTex

Conferences

CPCC 2024

Online Dynamic Semi-supervised Broad Learning System for Real-time Fault Diagnosis with Variable Working Conditions

Zeyi Liu, Pengyu Han, Wei Li, Shijin Chen, Xiao He* (*Corresponding author)

The 34th Chinese Process Control Conference

CAA-A

SAFEPROCESS 2023

Real-Time Safety Assessment of Dynamic Systems in Non-Stationary Environments: A Review of Methods and Techniques

Zeyi Liu, Songqiao Hu, Xiao He* (*Corresponding author)

2023 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes

CAA-A

PDF BibTex

CPCC 2023

An Evidential Real-Time Multi-Mode Fault Diagnosis Approach Based on Broad Learning System

Chen Li, Zeyi Liu, Xiao He* (*Corresponding author)

The 34th Chinese Process Control Conference

CAA-A

PDF BibTex

CPCC 2022

A Bearing Fault Diagnosis Method Based on Active Learning by Feature Interpolation

Mengfei Mao, Zeyi Liu, Xiao He* (*Corresponding author)

The 33th Chinese Process Control Conference

CAA-A

S-CUBE 2023

Confusion Model for Real-Drift Detection in Chunk Data Streams

Songqiao Hu, Zeyi Liu, Xiao He* (*Corresponding author)

Proceedings of 13th EAI International Conference on Sensor Systems and Software

PDF BibTex

Resources

Datasets

Toolkit

Awesome_OL: A General Toolkit for Online Learning Approaches

THU-FDD Research Group

Open-source Codes

GitHub, 2024 Ongoing updates

Code

DATASETS

Multi-mode Fault Diagnosis Datasets of Gearbox Under Variable Working Conditions

THU-FDD Research Group, MCC5 Group Shanghai Co. LTD

Open-source Dataset

IEEE Dataport, 2024 Part I of our collaboration

Code

DATASETS

Deep-Sea Manned Submersible Datasets

THU-FDD Research Group

Open-source Dataset

Github, 2023

Code

DATASETS

Concept Drift Benckmark Datasets

THU-FDD Research Group

Open-source Dataset

Github, 2023

Code

DATASETS

Multi-mode Fault Diagnosis Datasets with Tennessee Eastman Process

THU-FDD Research Group

Open-source Dataset

Github, 2023

Code

DATASETS

Compound Fault Diagnosis Datasets of Rotating Machinery

THU-FDD Research Group

Open-source Dataset

Github, 2022

Code

🖼️ Photo Wall

Graduate

💬 Contact

Address: Haidian District, Qinghuayuan Neighborhood, China
Office Location: Central Main Building #415
Email: liuzy21 (at) mails.tsinghua.edu.cn
Wechat: 130-6830-0186
Phone: (+86) 153-2163-8693

Please feel free to contact and discuss with me.

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