刘丽兰｜上海大学｜学者主页

2026

工业大模型驱动的航空智能制造AI孪生控制方法体系

许鸿伟，刘丽兰，张洁，秦威，邢宏文，汪玮，刘思仁，吕佑龙

《机械工程学报》

2026

Spatiotemporal collaborative digital twin structural health monitoring based on data mechanism fusion

Hongjiang Lu, Lilan Liu, Zenggui Gao, Yuyan Yao, Xinjie Cao, Jingwei Tang

Robotics Comput. Integr. Manuf.

DOI

2026

Spatiotemporal collaborative digital twin structural health monitoring based on dynamic multi-fidelity models

Hongjiang Lu, Lilan Liu, Zenggui Gao, Yuyan Yao, Jingwei Tang, Xinjie Cao, Yanning Sun

Computers in industry (Print)

DOI

2026

Adaptive Wiener process modeling integrating physical causality and degradation states for high-reliability systems

Tingting Zhang, Zenggui Gao, Rong Chen, Lilan Liu

Reliability Engineering & System Safety

DOI

2026

A State-Of-The-Art Review of Industrial Time Series Data Analysis: Methods and Applications

Lilan Liu, Yixiang Zhang, Yan‐Ning Sun, Hongxia Cai, Chen Wang

ACM Computing Surveys

DOI

2026

A hard-to-measure state soft-sensing method for aircraft large-component robotic assembly systems based on continual transformer

Jia-Yang Zhu, Yan‐Ning Sun, Yu-Xuan Shi, Lilan Liu, Zenggui Gao, Jia-Ming Hou

Digital Twin

DOI

2026

A Novel Assembly Error Modeling and Traceability Analysis Method for Assembly Tasks Based on Digital Twin

Chi Zhang, Zenggui Gao, Jianchu Pan, Yinglin Liu, Lilan Liu

Mechanisms and machine science

DOI

2026

DHA-Net: Digital Twin-Enhanced Dynamic Hand Behavior Modeling for Complex Product Assembly Recognition

Yinglin Liu, Lilan Liu, Chi Zhang, Yue Wang, Zenggui Gao

Mechanisms and machine science

DOI

2026

AI Twin Control Method System for Aeronautical Intelligent Manufacturing Driven by Industrial Large Models

XU Hongwei, Lilan Liu, Jie Zhang, QIN Wei, XING Hongwen, Wang Wei, LIU Siren, Lü Youlong

Journal of Mechanical Engineering

DOI

2026

Correction to: A Novel Assembly Error Modeling and Traceability Analysis Method for Assembly Tasks Based on Digital Twin

Chi Zhang, Zenggui Gao, Jianchu Pan, Yinglin Liu, Lilan Liu

Mechanisms and machine science

DOI

2025

A dynamic task allocation framework for human-robot collaborative assembly based on digital twin and IGA-TS

Zenggui Gao, Jingwei Tang, Hongjiang Lu, Yuyan Yao, Xinjie Cao, Chunyang Yu, Lilan Liu

Journal Of Manufacturing Systems，Vol. 800

DOI

2025

An improved cross-machine transfer strategy based on multi-source domain knowledge for abnormal sample recognition

Zhenhao Yan, Bingqiang Zhou, Zenggui Gao, Weiping Nong, Lilan Liu, Yanning Sun

Reliability Engineering & System Safety，Vol. 257

DOI

2025

数据与知识融合驱动的空间对接机构数字孪生试验

王昭，于游游，金旭龙，徐子锋，高增桂，杨娜，刘丽兰

《上海航天(中英文)》

DOI

2025

WCFormer: A wavelet-enhanced CNN-transformer hybrid network for bearing fault diagnosis using multi-sensor signal fusion

Xinjie Cao, Zenggui Gao, Hongjiang Lu, Jingwei Tang, Yuyan Yao, Lilan Liu

Journal of Computational Design and Engineering

DOI

2025

Structural performance prediction of marine stabilizer fins based on multi-scale feature enhancement network and digital twins

Yuyan Yao, Zenggui Gao, Hongjiang Lu, Xinjie Cao, Jingwei Tang, Xiaying Hao, Miao Zhang, Lilan Liu

Ocean Engineering

DOI

2025

Online sequential decision making of multi-stage assembly process parameters based on deep reinforcement learning and its application in diesel engine production

Yi-Tian Song, Yan‐Ning Sun, Lilan Liu, Jie Wu, Zenggui Gao, Wei Qin

Journal of Manufacturing Systems

DOI

2025

Uncertainty-aware Bayesian neural network with SHAP interpretability for data-driven assembly quality prediction in complex manufacturing systems

Jie Wu, Yan‐Ning Sun, Yu Song, Lilan Liu, Zenggui Gao, Wei Qin

Advanced Engineering Informatics

DOI

2025

Granger causality analysis using error correction model for root cause diagnosis in non-stationary industrial processes

Rui Chen, Jia‐Lin Kang, Jian-Guo Wang, Yuan Yao, Lilan Liu, Zhong-Tao Xie

Journal of the Taiwan Institute of Chemical Engineers

DOI

2025

Lag-Specific Transfer Entropy for Root Cause Diagnosis and Delay Estimation in Industrial Sensor Networks

Rui Chen, Shu Liang, Jianguo Wang, Yuan Yao, Jing-Ru Su, Lilan Liu

Sensors

DOI

2025

Digital twin key technology in semiconductor manufacturing: multi-batch wafer PCD-IVM based on mixed multi-scale entropy and density clustering

Hongwei Xu, Shuxuan Zhao, Lilan Liu, Wei Qin, Youlong Lv, Jie Zhang, Qihua Zhang

International Journal of Production Research

DOI

2025

Stress relaxation behavior and life prediction of 1Cr18Ni9 spring based on PSO-TCN-Attention

Tingting Zhang, Zenggui Gao, Z.C. Xu, Chao-Jia Gao, Zhen-Hao Yan, Zhongsheng Qin, Lilan Liu

Advances in Manufacturing

DOI

2025

Automatic multimode identification of complex industrial processes based on network community detection with manifold similarity

Yan‐Ning Sun, Hai‐Bo Qiao, Hongwei Xu, Wei Qin, Zenggui Gao, Lilan Liu

IET Collaborative Intelligent Manufacturing

DOI

2025

A deep learning model-based framework for abnormal state monitoring of blast furnace heat loads

Hongwei Xu, Yan‐Ning Sun, Lilan Liu

IET conference proceedings.

DOI

2025

Data-Driven Analysis and Prediction for Ultrafast Laser Processing by Machine Learning: A Comparison Study

Ang-Yang Gu, Weiming Jiang, Yan‐Ning Sun, Yu Song, Jiecai Feng, Lilan Liu

IFAC-PapersOnLine

DOI

2024

Prediction and Online Control for Process Parameters of Vanadium Nitrogen Alloys Production Based on Digital Twin

Zhe Wang, Zifeng Xu, Zenggui Gao, Keqi Zhang, Lilan Liu

Sustainability，Vol. 16, No. 17

DOI

2024

Column generation for service assignment in cloud-based manufacturing

Zhiyuan Yang, Zheyi Tan, Lu Zhen, Nianzu Zhang, Lilan Liu, Tianyi Fan

Computers & Operations Research，Vol. 161

DOI

2024

Hybrid Convolutional Neural Network Approaches for Recognizing Collaborative Actions in Human-Robot Assembly Tasks

Zenggui Gao, Ruining Yang, Kai Zhao, Wenhua Yu, Zheng Liu, Lilan Liu

Sustainability，Vol. 16, No. 1

DOI

2024

生产现场的数字孪生方法、技术与应用

刘丽兰

《机械工业出版社》

2024

Shape-performance coupled digital twin based on heterogeneous data from multiple sources: a scissor lift platform example

Hongjiang Lu, Zenggui Gao, Yanning Sun, Chaojia Gao, Zifeng Xu, Yunjie Pan, Lilan Liu

Engineering computations

DOI

2024

A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks

Zifeng Xu, Zhe Wang, Chaojia Gao, Keqi Zhang, Jie Lv, Jie Wang, Lilan Liu

Computers in industry (Print)

DOI

2024

FTSDC: A novel federated transfer learning strategy for bearing cross-machine fault diagnosis based on dual-correction training

Zhenhao Yan, Zifeng Xu, Yixiang Zhang, Jiachen Sun, Lilan Liu, Yanning Sun

Advanced Engineering Informatics

DOI

2024

Data privacy protection: A novel federated transfer learning scheme for bearing fault diagnosis

Lilan Liu, Zhen-Hao Yan, Tingting Zhang, Zenggui Gao, Hongxia Cai, Jin-Rui Wang

Knowledge-Based Systems

DOI

2024

A Novel Multi-Source Domain Knowledge Joint Transfer Network for Aero-Engine Bearing Fault Diagnosis

Jian-Shan Pan, Zhenhao Yan, Weiping Nong, Bingqiang Zhou, Zenggui Gao, Lilan Liu

2024 10th Asia Conference on Mechanical Engineering and Aerospace Engineering (MEAE)

DOI

2024

Lifetime Prediction Method for Space Agencies by Combining Digital Twin and TimeGAN

Tingting Zhang, Lilan Liu, Yan-Ning Sun, Zenggui Gao

2024 10th Asia Conference on Mechanical Engineering and Aerospace Engineering (MEAE)

DOI

2024

Hyperparameter tuning design of performance indicators prediction for hydrogen fuel cells based on Bayesian optimisation with AIGC

Yu Song, Yan‐Ning Sun, Jia-Yang Zhu, Hai-Bo Qiao, Zenggui Gao, Lilan Liu

Journal of Engineering Design

DOI

2024

An automatic detecting method for multi-scale foreign object debris in civil aircraft manufacturing and assembly scenario

Minghao Yu, Qijie Zhao, Cheng Sheng, Hongxia Cai, Lilan Liu

Journal of Intelligent Manufacturing

DOI

2024

Reconstructing causal networks from data for the analysis, prediction, and optimization of complex industrial processes

Yan‐Ning Sun, Yuchen Pan, Lilan Liu, Zenggui Gao, Wei Qin

Engineering Applications of Artificial Intelligence

DOI

2024

Machine Vision-Based Rivet Detection Method in Civil Aircraft Assembly Scenes

Ji Chen, Sheng Cheng, Jianxia Lü, Jun Rao, Lilan Liu, Qijie Zhao

DOI

2024

Constructing Method of FOD Knowledge Graph Based on Civil Aircraft Assembly Process

Xingchen Wu, Sheng Cheng, Weihong Guo, Jianxia Lü, Lilan Liu, Qijie Zhao

DOI

2024

Industrial Time Series Data-Driven Causal Delay Relationship Analysis for Complex Industrial Processes

Hai-Bo Qiao, Yan‐Ning Sun, Lilan Liu, Zenggui Gao, Yong Yang, Hongwei Xu

2022 IEEE 18th International Conference on Automation Science and Engineering (CASE)

DOI

2024

A Multi-Class Imbalanced Learning Method Using Random Balanced Sampling for Predicting the Quality Level of Diesel Engines

Yu Song, Yan‐Ning Sun, Jia-Yang Zhu, Lilan Liu, Zenggui Gao, Jiahao Zhang

DOI

2024

Deviation Propagation Network for Key Quality Factors Identification of Complex Assembly Systems

Jia-Yang Zhu, Yan‐Ning Sun, Yu Song, Lilan Liu, Zenggui Gao, Wei Qin

DOI

2024

An evolutionary knowledge transfer framework for solving workgroup reconfiguration problem in aircraft final assembly

Hongxia Cai, Qihan Ye, Qijie Zhao, Lilan Liu

Applied Soft Computing

DOI

2024

A hierarchical granger causality analysis framework based on information of redundancy for root cause diagnosis of process disturbances

Jianguo Wang, Rui Chen, Xiang-Yun Ye, Zhong-Tao Xie, Yuan Yao, Lilan Liu

Computers & Chemical Engineering

DOI

2024

Credibility Evaluation Software Design for Digital Twin Systems of Spacecraft Agencies

Zhe Wang, Wei Zou, Wenxi Wang, Zifeng Xu, Lilan Liu

Lecture notes in electrical engineering

DOI

2024

QFD-Based Human-Machine Interface Design and Usability Evaluation of Digital Twin PHM System

Jingwei Tang, Lilan Liu, Ruining Yang, Yuchi Lin, Zenggui Gao

Lecture notes in electrical engineering

DOI

2024

Digital Twin Method for Real-Time Stress Prediction Based on Surrogate Model

Jianchu Pan, Jian Nian Yao, Hong Zhou Jiang, Huiling Yuan, Bingqiang Zhou, Weiping Nong, Lilan Liu

Lecture notes in electrical engineering

DOI

2024

Stress Relaxation Characteristics Analysis and Storage Life Prediction of Butt Separation Pusher Spring

Zhongsheng Qin, Hong Fu Jiang, Huiling Yuan, Jian Nian Yao, Bingqiang Zhou, Weiping Nong, Lilan Liu

Lecture notes in electrical engineering

DOI

2024

A Method for Accurately Predicting the Stress Relaxation of Springs

Keqi Zhang, Wenxi Wang, Wei Zou, Zifeng Xu, Lilan Liu

Lecture notes in electrical engineering

DOI

2024

Processing Method for Missing Data in Digital Twin System

Bingqiang Zhou, Hongxia Cai, Hong Zhou Jiang, Huiling Yuan, Jian Nian Yao, Weiping Nong, Jianchu Pan, Lilan Liu

Lecture notes in electrical engineering

DOI

2023

Machine-Learning Algorithms for Process Condition Data-Based Inclusion Prediction in Continuous-Casting Process: A Case Study

Yixiang Zhang, Zenggui Gao, Jiachen Sun, Lilan Liu

Italian National Conference on Sensors

DOI

2023

An Approach to Integrated Scheduling of Flexible Job-Shop Considering Conflict-Free Routing Problems

Jiachen Sun, Zifeng Xu, Zhen-Hao Yan, Lilan Liu, Yixiang Zhang

Italian National Conference on Sensors

DOI

2023

A hybrid method for cutting tool RUL prediction based on CNN and multistage Wiener process using small sample data

Xiangyu Zhang, Bowen Shi, Bowen Feng, Lilan Liu, Zenggui Gao

Measurement

DOI

2023

Structure‐Crack Detection and Digital Twin Demonstration Based on Triboelectric Nanogenerator for Intelligent Maintenance

Chuanfu Xin, Zifeng Xu, Xie Xie, Hengyu Guo, Yan Peng, Zhongjie Li, Lilan Liu, Shaorong Xie

Advancement of science

DOI

2023

An improved MPGA-ACO-BP algorithm and comprehensive evaluation system for intelligence workshop multi-modal data fusion

Lilan Liu, Xiang Wan, Zenggui Gao, X. Zhang

Advanced Engineering Informatics

DOI

2023

Federated Transfer Learning Strategy: A Novel Cross-Device Fault Diagnosis Method Based on Repaired Data

Zhen-Hao Yan, Jiachen Sun, Yixiang Zhang, Lilan Liu, Zenggui Gao, Yu-Xin Chang

Italian National Conference on Sensors

DOI

2023

Data-driven root cause diagnosis of process disturbances by exploring causality change among variables

Jian-Guo Wang, Rui Chen, Xiang-Yun Ye, Yuan Yao, Zhong-Tao Xie, Shiwei Ma, Lilan Liu

Journal of Process Control

DOI

2023

Root cause diagnosis of plant-wide oscillations based on fuzzy kernel multivariate Granger causality

Jianguo Wang, Rui Chen, Jing-Ru Su, Hui-Min Shao, Yuan Yao, Shiwei Ma, Lilan Liu

Journal of the Taiwan Institute of Chemical Engineers

DOI

2023

Fault Prognosis of Assembly Line of Automobile Rear Axle Based on Time Series Data

Cheng Zhang, Lilan Liu, Wei Zou, MuChen Yang, Zifeng Xu, Mengjia Qi

Lecture notes in electrical engineering

DOI

2022

Human-System Interaction Based on Eye Tracking for a Virtual Workshop

Zenggui Gao, Jiaying Li, Mengyao Dong, Ruining Yang, Lilan Liu

Sustainability，Vol. 14, No. 11

DOI

2022

Digital Twin-Driven Adaptive Scheduling for Flexible Job Shops

Lilan Liu, Kai Guo, Zenggui Gao, Jiaying Li, Jiachen Sun

Sustainability，Vol. 14, No. 9

DOI

2022

智能制造人才实践教学研究探索

李静，沈南燕，吴洋，钱晖，刘丽兰

《科教文汇》

2022

以信息技术提升学生机械类专业英语能力策略研究

吴子英，刘丽兰，原园

《中国教育信息化》

2022

Digital twin-driven surface roughness prediction and process parameter adaptive optimization

Lilan Liu, Xiangyu Zhang, Xiang Wan, Shu Zhou, Zenggui Gao

Advanced Engineering Informatics

DOI

2022

An Improved Entropy-Weighted Topsis Method for Decision-Level Fusion Evaluation System of Multi-Source Data

Lilan Liu, Xiang Wan, Jiaying Li, Wenxi Wang, Zenggui Gao

Italian National Conference on Sensors

DOI

2022

Digital Twin-Driven Rear Axle Assembly Torque Prediction and Online Control

Lilan Liu, Zifeng Xu, Chaojia Gao, Tingting Zhang, Zenggui Gao

Italian National Conference on Sensors

DOI

2022

Predictive Maintenance System for Production Line Equipment Based on Digital Twin and Augmented Reality

Wentao Wei, Lilan Liu, Muchen Yang, Jiaying Li, Fang Wu

Lecture notes in electrical engineering

DOI

2022

Real-Time Data-Driven Digital Twin Workshop Web Interactive Application

Heng Cao, Lilan Liu, Shuaichang Zhou, Jiaying Li, Yuxing Chang, Wentao Wei

Lecture notes in electrical engineering

DOI

2022

Research on Digital Twin System of Intelligent Workshop and Application of Historical Data

Muchen Yang, Lilan Liu, Zenggui Gao, Wentao Wei

Lecture notes in electrical engineering

DOI

2022

Multi Robot Welding Path Planning Based on Improved Ant Colony Algorithm

Zifeng Xu, Lilan Liu, Wei Zou, Tao Xu, Shibo Yuan

Lecture notes in electrical engineering

DOI

2022

Digital Twin Construction Method for Docking Mechanism Test-Bed

Yuxing Chang, Lilan Liu, Shuaichang Zhou, Tao Xu, Shibo Yuan

Lecture notes in electrical engineering

DOI

2022

Random Assembly Task Evaluation Based on Human-Robot Collaboration

Jiaying Li, Haiyun Wang, Zenggui Gao, Lilan Liu, Changru Wang

Lecture notes in electrical engineering

DOI

2022

Optimization and Feedback of Assembly Experiment Scheduling Based on Digital Twin

Kai Guo, Lilan Liu, Zenggui Gao, Muchen Yang

Lecture notes in electrical engineering

DOI

2022

Research on Image Acquisition Preprocessing and Data Augmentation Algorithm Based on Strip Surface Defect Detection Technology

Xiang Wan, Lilan Liu, Zenggui Gao, Xiangyu Zhang

Lecture notes in electrical engineering

DOI

2022

Data Acquisition and Processing of Space Docking Physics Experiment Platform

Tao Xu, Lilan Liu, Wei Zhou, Shibo Yuan

Lecture notes in electrical engineering

DOI

2022

Visualized Interaction Method of Mechanical Arm Based on Augmented Reality

Shuaichang Zhou, Lilan Liu, Heng Cao, Yuxing Chang, Jiaying Li, Wentao Wei

Lecture notes in electrical engineering

DOI

2021

数字孪生车间的模型与数据采集优化

周帅昌，刘丽兰，高增桂

《工业控制计算机》

2021

基于AR技术的设计评价系统研究

董梦瑶，高增桂，刘丽兰

《包装工程》

DOI

2021

Research on Fault Diagnosis Algorithm Based on Bi-directional Long Short-Term Memory

Bing Yin, Xiaolong Li, Lilan Liu, Fang Wu

Lecture Notes in Electrical Engineering

DOI

2021

Teaching Demonstration of Reducer Based on Augmented Reality Technology

Kai Guo, Lilan Liu, S. Yuan, Muchen Yang, Shouzheng Liu, Tao Xu, Fang Wu

DOI

2021

Research on Operation Status Prediction of Production Equipment Based on Digital Twins and Multidimensional Time Series

Qiang Miao, Lilan Liu, Chen Chen, Xiang Wan, Tao Xu

DOI

2021

Evaluation of Human-Robot Collaborative Assembly Task Allocation Plan

S. Yuan, Zenggui Gao, Meng-Hua Dong, Lilan Liu, Tao Xu, Kai Guo, Fang Wu

DOI

2021

Fault Diagnosis of Intelligent Production Line Based on Digital Twin and Improved Random Forest

Kai Guo, Xiang Wan, Lilan Liu, Zenggui Gao, Muchen Yang

Applied Sciences

DOI

2021

Research on Multi-modal Data Cross-Media Perception Fusion Algorithm Based on Digital Twin

Xiang Wan, Lilan Liu, Bowen Feng, Chen Chen, Yi Wang

DOI

2021

Application of Digital Twin in the Assembly of Automobile Rear Axle

Muchen Yang, Lilan Liu, Tao Xu, Kai Guo, S. Yuan, Fang Wu

DOI

2021

An Improved VGG19 Transfer Learning Strip Steel Surface Defect Recognition Deep Neural Network Based on Few Samples and Imbalanced Datasets

Xiang Wan, X. Zhang, Lilan Liu

Applied Sciences

DOI

2021

Root Cause Diagnosis of Plant Wide Oscillations based Fuzzy Kernel Granger Causality

Xiangzhi Li, Jianguo Wang, Hui-Min Shao, Yuan Yao, Lilan Liu

IEEE Data Driven Control and Learning Systems Conference (DDCLS)

DOI

2021

Terminal Temperature Prediction of Molten Steel in LF Furnace based on Stacking Model Fusion

Wang-Feng Zhou, Jianguo Wang, Chen Zeng, Yuan Yao, Lilan Liu

IEEE Data Driven Control and Learning Systems Conference (DDCLS)

DOI

2021

Tool Wear Online Monitoring Method Based on DT and SSAE-PHMM

Xiangyu Zhang, Lilan Liu, Xiang Wan, Bowen Feng

Journal of Computing and Information Science in Engineering

DOI

2020

数物融合

施战备，秦成，张锦存，刘丽兰

《经理人》

2020

Prediction of Torque Parameters in Automobile Rear Axle Assembly Based on Long Short-Term Memory

Shouzheng Liu, Lilan Liu, Kai Guo, Fang Wu

Lecture Notes in Electrical Engineering

DOI

2020

Assembly process planning and dynamic evaluation method based on digital twin

Xiangyu Zhang, Lilan Liu, Xiang Wan, Xiaolong Li, Wei Zou

DOI

2020

Dynamic Visualization Fluid Analysis of Rolling Furnace Based on Augmented Reality

Bowen Feng, Lilan Liu, Xiang Wan, Chen Chen

DOI

2020

Optimization of Digital Twins in the Workshop

Tao Xu, Lilan Liu, Chen Chen, Kai Guo, S. Yuan, Qiang Miao

DOI

2020

Hybrid Model of Eye Movement Behavior Recognition for Virtual Workshop

Meng-Yao Dong, Zenggui Gao, Lilan Liu

DOI

2020

Design and Development of Intelligent Factory Information System Based on Digital Twin Technology

Haiwei Zhou, Lilan Liu, X. Zhang, Chen Chen

DOI

2020

Digital Twin-Driven Surface Roughness Prediction Based on Multi-sensor Fusion

Xiangyu Zhang, Lilan Liu, Fang Wu, Xiang Wan

DOI

2020

Intelligent Workshop Digital Twin Virtual Reality Fusion and Application

Qiang Miao, Wei Zou, Lilan Liu, Xiang Wan, Pengfei Wu

Lecture notes in electrical engineering

DOI

2019

智能制造新工科专业建设探索

蔡红霞，刘丽兰，王小静

《教育教学论坛》

DOI

2019

面向智能制造的卓越工程师计划实践课程标准探索

沈南燕，李静，刘丽兰，钱晖，方明伦

《大学教育》

2019

Application of Automotive Rear Axle Assembly

Shouzheng Liu, Lilan Liu, Xiang Wan, Ke-Sheng Wang, Fang Wu

DOI

2019

Research on Fault Diagnosis Algorithm Based on Convolutional Neural Network

Xiaolong Li, Sen Wang, Wei Zhou, Qi Huang, Bowen Feng, Lilan Liu

International Conference on Intelligent Human-Machine Systems and Cybernetics

DOI

2019

Research on Visual Monitoring and Auxiliary Maintenance Technology of Equipment Based on Augmented Reality

Lingyan Gao, Zenggui Gao, Fang Wu, Shouzheng Liu, Lilan Liu

International Conference on Intelligent Human-Machine Systems and Cybernetics

DOI

2019

Research on Fault Diagnosis Algorithm Based on Structure Optimization for Convolutional Neural Network

Xiaolong Li, Sen Wang, Wei Zhou, Qi Huang, Bowen Feng, Lilan Liu

IEEE Joint International Information Technology and Artificial Intelligence Conference

DOI

2019

Research on Fault Diagnosis Algorithm Based on Multiscale Convolutional Neural Network

Xiaolong Li, Lilan Liu, Xiang Wan, Lingyan Gao, Qi Huang

Lecture Notes in Electrical Engineering

DOI

2019

A Transfer Learning Strip Steel Surface Defect Recognition Network Based on VGG19

Xiang Wan, Lilan Liu, Sen Wang, Yi Wang

DOI

2019

Assembly Sequence Optimization Based on Improved PSO Algorithm

Xiangyu Zhang, Lilan Liu, Xiang Wan, Ke-Sheng Wang, Qi Huang

Lecture Notes in Electrical Engineering

DOI

2019

Research on Real-time Data-driven Simulation Technology and Application of Digital Workshop

Lingyan Gao, Zenggui Gao, Fang Wu, Peng-Fei Wu, Shouzheng Liu, Lilan Liu

IEEE Joint International Information Technology and Artificial Intelligence Conference

DOI

2019

Construction of Equipment Maintenance Guiding System and Research on Key Technologies Based on Augmented Reality

Lingyan Gao, Fang Wu, Lilan Liu, Xiang Wan

DOI

2019

Visual Interaction of Rolling Steel Heating Furnace Based on Augmented Reality

Bowen Feng, Lilan Liu, Xiang Wan, Qi Huang

DOI

2019

Workshop Heterogeneous Equipment Information Perception Analysis System

Pengfei Wu, Mengjia Qi, Lingyan Gao, Wei Zou, Qiang Miao, Lilan Liu

International Conference on Intelligent Human-Machine Systems and Cybernetics

DOI

2019

Research on the Virtual Reality Synchronization of Workshop Digital Twin

Pengfei Wu, Mengjia Qi, Lingyan Gao, Wei Zou, Qiang Miao, Lilan Liu

IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)

DOI

2019

Soft sensor development for improving economic efficiency of the coke dry quenching process

Jianguo Wang, Zhong-Tao Xie, Yuan Yao, Banghua Yang, Shiwei Ma, Lilan Liu

Journal of Process Control

DOI

2018

Integrated Production Plan Scheduling for Steel Making-Continuous Casting-Hot Strip Based on SCMA

Lilan Liu, Peng-Fei Sun, Zenggui Gao, Yi Wang

Advanced Manufacturing and Automation VIII

DOI

2018

Rigid-flexible coupling virtual prototyping-based approach to the failure mode, effects, and criticality analysis

Bin He, Haojun Xue, Lilan Liu, Qijun Pan, Wen-Yue Tang, E. Ostrosi

The International Journal of Advanced Manufacturing Technology

DOI

2018

Research on Real-Time Monitoring Technology of Equipment Based on Augmented Reality

Lilan Liu, Chenghang Jiang, Zenggui Gao, Yi Wang

Advanced Manufacturing and Automation VIII

DOI

2018

Research on Motion Planning of Seven Degree of Freedom Manipulator Based on DDPG

Lilan Liu, En-lai Chen, Zenggui Gao, Yi Wang

Lecture notes in electrical engineering

DOI

2018

Research on modelling and optimization of hot rolling scheduling

Lilan Liu, Xiang Wan, Zenggui Gao, Xiaolong Li, Bowen Feng

Journal of Ambient Intelligence and Humanized Computing

DOI

2018

An Adaptive Robust Control for Trajectory Tracking Of a Robotic Manipulator System

Bin Ren, Yao Wang, Lilan Liu, Xiao Wei Tu, Rogelio Lozano

International Journal of New Technology and Research

DOI

2017

Design of Flow Big Data System Based on Smart Pipeline Theory

Jianqing Zhang, Shuai Li, Lilan Liu

DOI

2017

The Algorithm Knowledge Base for Steel Production Process Optimization

Shuai Li, Lilan Liu, Yi-Ping Wu, Yi Wang

DOI

2017

A Method for Design of Modular Reconfigurable Machine Tools

Zhengyi Xu, F. Xi, Lilan Liu, Li Chen

DOI

2017

Equipment Condition Monitoring System Based on LabVIEW

Zhongwei Rao, Bowen Feng, Lilan Liu, Yi Wang

DOI

2017

A Study on a Novel Application of Eye Tracking Technology in Product Customization

Bao-rui Li, Yi Wang, Ke-Sheng Wang, Jinghui Yang, Lilan Liu

DOI

2017

Step 1 : Machine Tool Decomposition Step 2 : Module Component Attribute Identification Step 3 : Module Component Library

Zhengyi Xu, F. Xi, Lilan Liu, Li Chen

2016

基于动态数据驱动的钢铁生产仿真系统研究

黄琦，刘丽兰，王森，周维

《制造业自动化》

2016

基于Unreal Engine的钢铁生产线可视化研究

黄琦，王森，王蔚林，刘丽兰

《工业控制计算机》

2016

Design of the LED Flexible Automation Assembly Line Structure

Shuai Li, Yao Dong, Lilan Liu

DOI

2016

Research of Visual Layout System of Production Line based on Virtual Simulation Technology

Qi Huang, Lilan Liu, Sen Wang, Wei Zhou

DOI

2015

炼钢-连铸-热轧一体化生产计划排程方法研究

刘超，王森，周维，刘丽兰

《制造业自动化》

2015

Research and application of multiple constrained hot strip mill scheduling problem based on HPSA

Lilan Liu, Chao Liu, Xuewei Liu, Sen Wang, Wei Zhou, Zhenyou Zhang

The International Journal of Advanced Manufacturing Technology

DOI

2015

A hybrid PSO-GA algorithm for job shop scheduling in machine tool production

Lilan Liu, Rong-Song Hu, Xiangping Hu, Gai-ping Zhao, Sen Wang

DOI

2014

基于AHP-GRA的热轧计划排程评价体系研究

刘雪伟，刘丽兰，吴毅平，王森，王蔚林

《制造业自动化》

2014

RFID unreliable data filtering by integrating adaptive sliding window and Euclidean distance

Lilan Liu, Zilong Yuan, Xue-Wei Liu, Cheng Chen, Kesheng Wang

Advances in Manufacturing

DOI

2014

LED virtual simulation based on Web3D

Lilan Liu, Zhiqi Lin, Feng Xiong, Manping Li, Tao Yu

WIT transactions on information and communication technologies

DOI

2014

Characteristics Analysis of Cloud Services Based on Complex Network

Lilan Liu, Cheng Chen, Tao Yu

Communications in computer and information science

DOI

2013

QoS-Prediction Cloud Service Recommendation by Collaborative Filtering in Cloud Manufacturing Platform

Gong-xun Cheng, Lilan Liu, Huahuan Lei, Zhiqi Lin, Manping Li, Tao Yu

DOI

2012

基于决策树的连退加热段带钢抗拉强度影响因素分析

雷华欢，徐家倬，陈平，刘丽兰

《制造业自动化》

2012

Users Modeling in Cloud Manufacturing System for LED Lighting Industry

Gong-xun Cheng, Lilan Liu, Zhiqi Lin, Manping Li, Tao Yu

DOI

2011

Resource allocation and network evolution considering economics and robustness in manufacturing grid

Lilan Liu, Zhi-Song Shu, Xiao-Mei Hu, Xiang-Ping Hu, Hong-Xia Cai

DOI

2011

Integrating theory of constraints and particle swarm optimization in order planning and scheduling for machine tool production

Lilan Liu, Gaiping Zhao, Shu-Sheng OU’Yang, Ying-Jie Yang

The International Journal of Advanced Manufacturing Technology

DOI

2011

Service-oriented collaborative business platform for LED lighting

Gongxun Cheng -, Lilan Liu, Gang Yong Lou, Rong-song Hu, Tao Yu

International Conference on E-Business and E-Government

DOI

2010

A Production-Collaboration Model for Manufacturing Grid

Lilan Liu, Xue-Hua Sun, Zhi-Song Shu, Shuaihui Tian, Tao Yu

LSMS/ICSEE

DOI

2010

Optimum Distribution of Resources Based on Particle Swarm Optimization and Complex Network Theory

Lilan Liu, Zhi-Song Shu, Xue-Hua Sun, Tao Yu

LSMS/ICSEE

DOI

2010

Model for Silicon Piece Manufacturing Process Planning Based on Polychromatic Sets Theory

Gongxun Cheng -, Lilan Liu, Gaiping Zhao, Jian-fei Chai, Tao Yu

International Conference on System science, Engineering design and Manufacturing informatization

DOI

2009

The Study of Information Services in Manufacturing Grid

Qiming Zou, Tao Yu, Lilan Liu, Hong-Xia Cai

2009 WRI World Congress on Computer Science and Information Engineering

DOI

2009

Multi-objective Intelligent Optimization Model on Dynamic Error Measurement and Fault Diagnosis for Roll Grinder NC

Xiao-Yan Ding, Lilan Liu, Zhengxiao Hua, Tao Yu

International Conference on Measuring Technology and Mechatronics Automation

DOI

2009

APL-based flexibility analysis of manufacturing grid

Lilan Liu, Xuehua Sun, Hongxia Cai, Jian-fei Chai

Journal of Shanghai University (English Edition)

DOI

2009

Research on Process Design of Intelligent Fault Diagnosis for Complicated System

Shouqi Cao, Yanling Han, Sun Xinmin, Lilan Liu

DOI

2008

面向服务的制造网格系统研究

孙海洋，俞涛，刘丽兰，何玉安

《计算机集成制造系统》

DOI

2008

Research on SLA negotiation in Manufacturing Grid

Lilan Liu, Haiyang Sun, Tao Yu, Yuan Jin

International Conference on Computer Supported Cooperative Work in Design

DOI

2008

Manufacturing Grid’s enterprise qualification authentication system and method

Haiyang Sun, Tao Yu, Lilan Liu, Mingyu Cui

World Congress on Intelligent Control and Automation

DOI

2008

Implementing the SLA negotiation in manufacturing grid

Lilan Liu, Haiyang Sun, Tao Yu, Hong-Xia Cai

DOI

2008

Research and Application on OWL Ontology-Based Product Design Knowledge Model

Yu-Ping Zhu, Lilan Liu, Tao Yu, Zonghui Xiong

International Conference on Wireless Communications, Networking and Mobile Computing

DOI

2008

QoS Management of Manufacturing Grid

Lilan Liu

Jisuanji gongcheng

2007

Research on SOA-based Manufacturing Grid and Service Modes

Lilan Liu, He Yu'an, Yu Tao, Zonghui Xiong

International Conference on Grid and Cooperative Computing

DOI

2007

The Research of Benefit Allocation for Manufacturing Grid

Lilan Liu

Modular Machine Tool & Automatic Manufacturing Technique

2006

制造网格服务质量管理系统中的服务等级协议研究

刘丽兰，俞涛，孙海洋

《计算机集成制造系统》

2006

制造网格中基于WSRF的制造资源封装技术的研究

沈彬，刘丽兰，俞涛

《组合机床与自动化加工技术》

2006

制造网格中基于WSRF的资源共享架构的研究

沈彬，刘丽兰，俞涛

《组合机床与自动化加工技术》

2006

QoS Management in Manufacturing Grid

Haiyang Sun, Tao Yu, Lilan Liu, Yuan He

PROgraming LAnguages for MAnufacTuring

DOI

2006

A WSRF-based resource management system of manufacturing grid

Yuan He, Tao Yu, Lilan Liu, Bin Shen, Haiyang Sun

IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing

DOI

2006

A Study of Intelligent Integrated Nano CNC System Based on Standard

Tao Yu, Jun-Xi Bi, Lilan Liu

2006 2nd IEEE/ASME International Conference on Mechatronics and Embedded Systems and Applications

DOI

2006

Research on Manufacturing Resource Discovery and Scheduling in Manufacturing Grid

Yuan He, Tao Yu, Lilan Liu, Haiyang Sun

PROgraming LAnguages for MAnufacTuring

DOI

2006

Research on Manufacturing Grid Resource Encapsulation and Interface Construction

Yuan He, Tao Yu, Lilan Liu, Bin Shen, Haiyang Sun

World Congress on Intelligent Control and Automation

DOI

2005

制造网格中基于服务质量的资源调度研究

刘丽兰，俞涛，施战备

《计算机集成制造系统》

2005

制造网格中服务质量管理系统的研究

刘丽兰，俞涛，施战备

《计算机集成制造系统》

2005

A SLA-aware Architecture for Manufacturing Grid Resource Management

Bin Shen, Tao Yu, Lilan Liu

International Conference on Semantics, Knowledge and Grid

DOI

2005

A QoS-based GFAM Scheduling Approach for Manufacturing Grid

Lilan Liu, Tao Yu, Yuan He

International Conference on Computer and Information Technology

DOI

2003

自组织制造网格及其任务调度算法

刘丽兰，俞涛，施战备，方明伦

《计算机集成制造系统》

2003

MG-QoS: QoS-Based Resource Discovery in Manufacturing Grid

Z. Shi, Tao Yu, Lilan Liu

International Conference on Grid and Cooperative Computing

DOI

2003

Resource Management and Scheduling in Manufacturing Grid

Lilan Liu, Tao Yu, Z. Shi, M. Fang

International Conference on Grid and Cooperative Computing

DOI

2003

Research on concurrent design of collaborative product commerce oriented discrete manufacturing enterprises

Lilan Liu, Tao Yu, Minglun Fang, Xiaohong Wang

Journal of Shanghai University (English Edition)

DOI

2002

利用CPC与VPN技术构建虚拟制造系统

刘丽兰，俞涛，方明伦，王晓红

《制造业自动化》

2002

基于CPC和MVPN的快速设计与制造一体化系统的研究

刘丽兰，俞涛，施战备，方明伦

《组合机床与自动化加工技术》

精选作品

期刊论文

工业大模型驱动的航空智能制造AI孪生控制方法体系

Spatiotemporal collaborative digital twin structural health monitoring based on data mechanism fusion

Spatiotemporal collaborative digital twin structural health monitoring based on dynamic multi-fidelity models

Adaptive Wiener process modeling integrating physical causality and degradation states for high-reliability systems

A State-Of-The-Art Review of Industrial Time Series Data Analysis: Methods and Applications

A hard-to-measure state soft-sensing method for aircraft large-component robotic assembly systems based on continual transformer

A Novel Assembly Error Modeling and Traceability Analysis Method for Assembly Tasks Based on Digital Twin

DHA-Net: Digital Twin-Enhanced Dynamic Hand Behavior Modeling for Complex Product Assembly Recognition

AI Twin Control Method System for Aeronautical Intelligent Manufacturing Driven by Industrial Large Models

Correction to: A Novel Assembly Error Modeling and Traceability Analysis Method for Assembly Tasks Based on Digital Twin

A dynamic task allocation framework for human-robot collaborative assembly based on digital twin and IGA-TS

An improved cross-machine transfer strategy based on multi-source domain knowledge for abnormal sample recognition

数据与知识融合驱动的空间对接机构数字孪生试验

WCFormer: A wavelet-enhanced CNN-transformer hybrid network for bearing fault diagnosis using multi-sensor signal fusion

Structural performance prediction of marine stabilizer fins based on multi-scale feature enhancement network and digital twins

Online sequential decision making of multi-stage assembly process parameters based on deep reinforcement learning and its application in diesel engine production

Uncertainty-aware Bayesian neural network with SHAP interpretability for data-driven assembly quality prediction in complex manufacturing systems

Granger causality analysis using error correction model for root cause diagnosis in non-stationary industrial processes

Lag-Specific Transfer Entropy for Root Cause Diagnosis and Delay Estimation in Industrial Sensor Networks

Digital twin key technology in semiconductor manufacturing: multi-batch wafer PCD-IVM based on mixed multi-scale entropy and density clustering

Stress relaxation behavior and life prediction of 1Cr18Ni9 spring based on PSO-TCN-Attention

Automatic multimode identification of complex industrial processes based on network community detection with manifold similarity

A deep learning model-based framework for abnormal state monitoring of blast furnace heat loads

Data-Driven Analysis and Prediction for Ultrafast Laser Processing by Machine Learning: A Comparison Study

Prediction and Online Control for Process Parameters of Vanadium Nitrogen Alloys Production Based on Digital Twin

Column generation for service assignment in cloud-based manufacturing

Hybrid Convolutional Neural Network Approaches for Recognizing Collaborative Actions in Human-Robot Assembly Tasks

生产现场的数字孪生方法、技术与应用

Shape-performance coupled digital twin based on heterogeneous data from multiple sources: a scissor lift platform example

A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks

FTSDC: A novel federated transfer learning strategy for bearing cross-machine fault diagnosis based on dual-correction training

Data privacy protection: A novel federated transfer learning scheme for bearing fault diagnosis

A Novel Multi-Source Domain Knowledge Joint Transfer Network for Aero-Engine Bearing Fault Diagnosis

Lifetime Prediction Method for Space Agencies by Combining Digital Twin and TimeGAN

Hyperparameter tuning design of performance indicators prediction for hydrogen fuel cells based on Bayesian optimisation with AIGC

An automatic detecting method for multi-scale foreign object debris in civil aircraft manufacturing and assembly scenario

Reconstructing causal networks from data for the analysis, prediction, and optimization of complex industrial processes

Machine Vision-Based Rivet Detection Method in Civil Aircraft Assembly Scenes

Constructing Method of FOD Knowledge Graph Based on Civil Aircraft Assembly Process

Industrial Time Series Data-Driven Causal Delay Relationship Analysis for Complex Industrial Processes

A Multi-Class Imbalanced Learning Method Using Random Balanced Sampling for Predicting the Quality Level of Diesel Engines

Deviation Propagation Network for Key Quality Factors Identification of Complex Assembly Systems

An evolutionary knowledge transfer framework for solving workgroup reconfiguration problem in aircraft final assembly

A hierarchical granger causality analysis framework based on information of redundancy for root cause diagnosis of process disturbances

Credibility Evaluation Software Design for Digital Twin Systems of Spacecraft Agencies

QFD-Based Human-Machine Interface Design and Usability Evaluation of Digital Twin PHM System

Digital Twin Method for Real-Time Stress Prediction Based on Surrogate Model

Stress Relaxation Characteristics Analysis and Storage Life Prediction of Butt Separation Pusher Spring

A Method for Accurately Predicting the Stress Relaxation of Springs

Processing Method for Missing Data in Digital Twin System

Machine-Learning Algorithms for Process Condition Data-Based Inclusion Prediction in Continuous-Casting Process: A Case Study

An Approach to Integrated Scheduling of Flexible Job-Shop Considering Conflict-Free Routing Problems

A hybrid method for cutting tool RUL prediction based on CNN and multistage Wiener process using small sample data

Structure‐Crack Detection and Digital Twin Demonstration Based on Triboelectric Nanogenerator for Intelligent Maintenance

An improved MPGA-ACO-BP algorithm and comprehensive evaluation system for intelligence workshop multi-modal data fusion

Federated Transfer Learning Strategy: A Novel Cross-Device Fault Diagnosis Method Based on Repaired Data

Data-driven root cause diagnosis of process disturbances by exploring causality change among variables

Root cause diagnosis of plant-wide oscillations based on fuzzy kernel multivariate Granger causality

Fault Prognosis of Assembly Line of Automobile Rear Axle Based on Time Series Data

Human-System Interaction Based on Eye Tracking for a Virtual Workshop

Digital Twin-Driven Adaptive Scheduling for Flexible Job Shops

智能制造人才实践教学研究探索

以信息技术提升学生机械类专业英语能力策略研究

Digital twin-driven surface roughness prediction and process parameter adaptive optimization

An Improved Entropy-Weighted Topsis Method for Decision-Level Fusion Evaluation System of Multi-Source Data

Digital Twin-Driven Rear Axle Assembly Torque Prediction and Online Control

Predictive Maintenance System for Production Line Equipment Based on Digital Twin and Augmented Reality

Real-Time Data-Driven Digital Twin Workshop Web Interactive Application

Research on Digital Twin System of Intelligent Workshop and Application of Historical Data

Multi Robot Welding Path Planning Based on Improved Ant Colony Algorithm

Digital Twin Construction Method for Docking Mechanism Test-Bed

Random Assembly Task Evaluation Based on Human-Robot Collaboration

Optimization and Feedback of Assembly Experiment Scheduling Based on Digital Twin

Research on Image Acquisition Preprocessing and Data Augmentation Algorithm Based on Strip Surface Defect Detection Technology

Data Acquisition and Processing of Space Docking Physics Experiment Platform

Visualized Interaction Method of Mechanical Arm Based on Augmented Reality

数字孪生车间的模型与数据采集优化

基于AR技术的设计评价系统研究