成果/Result
- Backstepping Controller Design and Parameter Optimization for Uncertain Nonlinear Chemical Processes被引量：24收藏
- 作者：Wu, Tiantian Tian, Yifan Lu, Jingyi
- 机构： East China University of Science and Technology
- 来源：Chinese Control Conference, CCC 2025
- 关键词：Backstepping - Design - Genetic algorithms - Nonlinear analysis - Parameter estimation - Process control - System stability
- Model Predictive Control with Variable Sampling Time for Nonlinear Continuous Time Chemical Processes被引量：21收藏
- 作者：Xian, Shangjun Wu, Tiantian Li, Shenjie Tian, Zhou Lu, Jingyi
- 机构： Key Laboratory of Smart Manufacturing in Energy Chemical Process
- 来源：14th Asian Control Conference, ASCC 2024 2024
- 关键词：Batch reactors - Chemical variables control - Continuous time systems - Digital control systems - Discrete time control systems - Nonlinear equations - Numerical control systems - Predictive control systems - Time varying control systems
- A jointly optimal design of control and scheduling in networked systems under denial-of-service attacks被引量：18收藏
- 作者：Lu, Jingyi Quevedo, Daniel E.
- 机构：East China Univ Sci & Technol;Queensland Univ Technol
- 来源：AUTOMATICA 2023
- 关键词：Networked control Cyber attacks Kalman filter Dynamic programming Stochastic game
- Optimizing the Scheduling of Localization Sensors for an Intelligent Robot by Reinforcement Learning被引量：18收藏
- 作者：Qin, Yingying Liu, Chang He, Binghan Zhang, Shijie Mo, Yanfang Lu, Jingyi Yang, Chao
- 机构： School of Information Science and Engineering; Lingnan University
- 来源：Chinese Control Conference, CCC 2025
- 关键词：Behavioral research - Computation theory - Intelligent robots - Markov processes - Mobile robots - Navigation - Optimization
- Coding for Secrecy in Remote State Estimation With an Adversary被引量：17收藏
- 作者：Luecke, Marvin Lu, Jingyi Quevedo, Daniel E.
- 机构：Zuse Inst Berlin;East China Univ Sci & Technol;Queensland Univ Technol
- 来源：IEEE TRANSACTIONS ON AUTOMATIC CONTROL 2022
- 关键词：Eavesdropping privacy remote state estimation state-secrecy codes
- Kinetics Parameter Identification of Chain Shuttling Polymerization Based on Physics-Informed Neural Networks被引量：16收藏
- 作者：Zhao, Jieming Tian, Zhou Zhang, Xixiang Duan, Zhaoyang Lu, Jingyi
- 机构： Key Laboratory of Smart Manufacturing in Energy Chemical Process
- 来源：IFAC-PapersOnLine 2024
- 关键词：Chain length - Polymerization - Structural dynamics
- Control-Oriented Modeling for Industrial Propylene Polymerization Process based on Physics-Informed Neural Network被引量：15收藏
- 作者：Li, Shenjie Zhang, Xixiang Tian, Zhou Lu, Jingyi Du, Wenli Qian, Feng
- 机构： Ministry of Education; Qingyuan Innovation Laboratory
- 来源：14th Asian Control Conference, ASCC 2024 2024
- 关键词：Gluing - Lagrange multipliers
- Stealthy Hacking and Secrecy of Controlled State Estimation Systems With Random Dropouts被引量：9收藏
- 作者：Lu, Jingyi Quevedo, Daniel E. E. Gupta, Vijay Dey, Subhrakanti
- 机构：East China Univ Sci & Technol;Queensland Univ Technol QUT;Univ Notre Dame;Maynooth Univ
- 来源：IEEE TRANSACTIONS ON AUTOMATIC CONTROL 2023
- 关键词：Bilevel programming constrained Markov decision process remote state estimation stealthy attack system security and privacy
- A Perspective on Artificial Intelligence for Process Manufacturing被引量：5收藏
- 作者：Mann, Vipul Lu, Jingyi Venkatasubramanian, Venkat Gani, Rafiqul
- 机构：Columbia Univ;East China Univ Sci & Technol;PSE SPEED Co;Szecheny Istvan Univ;Hong Kong Univ Sci & Technol Guangzhou
- 来源：ENGINEERING 2025
- 关键词：Artificial intelligence Machine learning Process systems engineering Manufacturing
- Artificial intelligence-assisted design of new chemical materials: a perspective被引量：3收藏
- 作者：Qian, Feng Du, Wenli Zhong, Weimin Tang, Yang Lu, Jingyi
- 机构：East China Univ Sci & Technol
- 来源：SCIENCE CHINA-INFORMATION SCIENCES 2024
- A local space transfer learning-based parallel Bayesian optimization with its application被引量：3收藏
- 作者：Yang, Luhang Zhang, Xixiang Lu, Jingyi Tian, Zhou Du, Wenli
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab;Longmen Lab
- 来源：CHINESE JOURNAL OF CHEMICAL ENGINEERING 2024
- 关键词：Transfer learning Bayesian optimization Process parameters Parallel framework Local search space
- Kinetics Parameter Identification of Chain Shuttling Polymerization Based on Physics-Informed Neural Networks被引量：2收藏
- 作者：Zhao, Jieming Tian, Zhou Zhang, Xixiang Duan, Zhaoyang Lu, Jingyi
- 机构：East China Univ Sci & Technol
- 来源：IFAC PAPERSONLINE 2024
- 关键词：Polymerization process Parameter identification Method of moments Chain-shuttling polymerization Parameters identification Physics -informed neural networks
- ML-PINN: A memory-efficient physics-informed Mamba-LSTM network for fast and accurate PDE solving被引量：2收藏
- 作者：Gao, Yiming Wang, Bing Lu, Jingyi Tian, Zhou
- 机构：East China Univ Sci & Technol
- 来源：NEUROCOMPUTING 2025
- 关键词：Physics-informed neural network Mamba LSTM Sequence-to-sequence modeling Memory-efficient deep learning
- A local space transfer learning-based parallel Bayesian optimization with its application被引量：1收藏
- 作者：Luhang Yang Xixiang Zhang Jingyi Lu Zhou Tian Wenli Du
- 机构：Key Laboratory of Smart Manufacturing in Energy Chemical Process;Qingyuan Innovation Laboratory;Longmen Laboratory
- 来源：中国化学工程学报（英文版） 2024
- 下载全文在线阅读
- Guided Explicit Mechanism Property Generation Using WGAN and Integrated Regression Model for Insufficient Gasoline NIR Data Augmentation被引量：1收藏
- 作者：Luan, Jingran He, Kaixun Zhong, Weimin Peng, Xin Lu, Jingyi Wang, Qiang
- 机构：East China Univ Sci & Technol;Sch Shandong Univ Sci & Technol;East China Univ Sci & Technol;East China Univ Sci & Technol;Naval Aviat Univ
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 2025
- 关键词：Data augmentation sample diversity enhancement spectral properties generation Wasserstein generative adversarial network (WGAN) Data augmentation sample diversity enhancement spectral properties generation Wasserstein generative adversarial network (WGAN)
- Control-Oriented Modeling for Industrial Propylene Polymerization Process based on Physics-Informed Neural Network被引量：1收藏
- 作者：Li, Shenjie Zhang, Xixiang Tian, Zhou Lu, Jingyi Du, Wenli Qian, Feng
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab
- 来源：2024 14TH ASIAN CONTROL CONFERENCE, ASCC 2024 2024
- 关键词：Physics-Informed Neural Network Process Modeling Stiff Systems
- 基于机器学习的酸烃界面预测与离子液体设计被引量：0收藏
- 作者：田一凡 高维群 卢静宜 郑伟中 孙伟振
- 机构：华东理工大学信息科学与工程学院;华东理工大学化学工程与低碳技术全国重点实验室;华东理工大学化工学院
- 来源：《华东理工大学学报(自然科学版)》 2025
- 关键词：离子液体 机器学习 酸烃界面性质 合理设计 进化算法
- 摘要：为了精准预测离子液体对酸烃界面性质的影响并设计出新颖的离子液体组合,本文采用随机森林等机器学习方法,分析离子液体与酸烃界面性质之间的内在联系,并基于不同的描述符构建了酸烃界面性质的预测模型。为了合理设计新型的离子液体组合...
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- A General Methodology for Kinetic Parameter Estimation of Industrial Propylene Multistage Polymerization Process Using High-Efficient Enhanced RIME Algorithm被引量：0收藏
- 作者：Zhang, Xixiang Lu, Jingyi Tian, Zhou Du, Wenli Qian, Feng
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2025
- 关键词：Chains - Copolymerization - Ethylene - Evolutionary algorithms - Industrial plants - Kinetic parameters - Optimization - Parameter estimation - Random processes - Sensitivity analysis
- Backstepping Controller Design and Parameter Optimization for Uncertain Nonlinear Chemical Processes被引量：0收藏
- 作者：Wu, Tiantian Tian, Yifan Lu, Jingyi
- 机构：East China Univ Sci & Technol
- 来源：2025 44TH CHINESE CONTROL CONFERENCE, CCC 2025
- 关键词：Backstepping method Chemical process systems UKF GA optimization
- 基于层次化循环神经网络的化学约束分子图生成被引量：0收藏
- 作者：王蒋瑜 高辛明 刘雨荷 吴浩楠 卢静宜
- 机构：华东理工大学信息科学与工程学院
- 来源：《第36届中国过程控制会议》 2025
- 关键词：分子图生成 化合价约束 深度生成模型 序列建模 递归神经网络
- 摘要：目的:在药物研发与材料科学领域,高效生成具有特定化学性质和价态合法的分子是加速创新的核心挑战。传统方法如高通量筛选和基于规则的设计难以应对分子图的复杂拓扑结构,而现有深度学习模型（如生成对抗网络GANs、变分自编码器VA...
- 高速公路环境下融合安全模块的深度强化学习算法设计被引量：0收藏
- 作者：刘顾洋 郑文 童宇 陆政宏 卢静宜
- 机构：华东理工大学能源化工过程智能制造教育部重点实验室;华东理工大学信息科学与工程学院
- 来源：《2024中国自动化大会》 2024
- 关键词：自动驾驶 强化学习 安全模块 深度Q-learning神经网络
- 摘要：自动驾驶技术正迅速变革我们的交通方式,其优势包括减少交通事故和降低碳排放等。然而,传统的模型预测控制算法需要对环境进行精确建模,同时安全性问题仍是自动驾驶技术广泛应用的关键挑战。针对这一问题,我们选择基于深度Q-lear...
- Artificial intelligence-assisted design of new chemical materials:a perspective被引量：0收藏
- 作者：Feng QIAN Wenli DU Weimin ZHONG Yang TANG Jingyi LU
- 机构：Key Laboratory of Smart Manufacturing in Energy Chemical Process
- 来源：中国科学（信息科学）（英文版） 2024
- 下载全文在线阅读
- Optimizing the Scheduling of Localization Sensors for an Intelligent Robot by Reinforcement Learning被引量：0收藏
- 作者：Qin, Yingying Liu, Chang He, Binghan Zhang, Shijie Mo, Yanfang Lu, Jingyi Yang, Chao
- 机构：East China Univ Sci & Technol;Lingnan Univ
- 来源：2025 44TH CHINESE CONTROL CONFERENCE, CCC 2025
- 关键词：SLAM extended Kalman filter sensor scheduling reinforcement learning
- Active-learning-based rational inverse design of ionic liquids for interfacial property optimization被引量：0收藏
- 作者：Zhao, Shuheng Tian, Yifan Ma, Zhihong Zheng, Weizhong Lu, Jingyi Sun, Weizhen Du, Wenli
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：AICHE JOURNAL 2026
- 关键词：active learning interfacial performance prediction ionic liquid molecular motif control rational inverse molecular design
- 丙烯聚合牌号切换过程模型预测控制方法研究被引量：0收藏
- 作者：刘顾洋 李沈杰 卢静宜 杜文莉
- 机构：华东理工大学信息科学与工程学院
- 来源：《第36届中国过程控制会议》 2025
- 关键词：聚烯烃 多重打靶法 模型预测控制 无迹卡尔曼滤波 牌号切换优化
- 摘要：环管式丙烯本体聚合装置因其高体积产率、低能耗成为全球聚丙烯生产主流。然而"多品种、小批量、快节拍"的柔性市场迫使同一装置每天甚至每班次都需要在熔融指数（MFI）跨度极大的牌号之间切换。由于随机噪声、操作约束与氢-丙调节迟...
