成果/Result
- A production planning benchmark for real-world refinery-petrochemical complexes被引量：41收藏
- 作者：Du, Wenli Wang, Chuan Fan, Chen Li, Zhi Zhong, Yeke Kang, Tianao Liang, Ziting Yang, Minglei Qian, Feng Dai, Xin
- 机构： State Key Laboratory of Industrial Control Technology; Key Laboratory of Smart Manufacturing in Energy Chemical Process
- 来源：arXiv 2025
- 关键词：Petrochemicals
- Milp-Based Integrated Modeling and Multi-Period Optimization of Mass-Energy Coupled Fcc-Steam Systems with Environmental-Economic Objectives被引量：35收藏
- 作者：Long, Jian Zhao, Bishi Huang, Cheng Fan, Chen
- 机构： Key Laboratory of Smart Manufacturing in Energy Chemical Process; State Key Laboratory of Chemical Engineering
- 来源：SSRN 2025
- 关键词：Chemical industry - Energy efficiency - Energy utilization - Fluid catalytic cracking - Integer programming - Mixed-integer linear programming - Petroleum refining - Steam - Steam cracking - Steam pipelines
- Operation optimization of hydrocracking process based on Kriging surrogate model被引量：32收藏
- 作者：Zhong, Weimin Qiao, Cheng Peng, Xin Li, Zhi Fan, Chen Qian, Feng
- 机构：East China Univ Sci & Technol
- 来源：CONTROL ENGINEERING PRACTICE 2019
- 关键词：Hydrocracking process Kriging surrogate model GLSS algorithm Optimization of operating condition
- A deep learning-based robust optimization approach for refinery planning under uncertainty被引量：29收藏
- 作者：Wang, Cong Peng, Xin Shang, Chao Fan, Chen Zhao, Liang Zhong, Weimin
- 机构：East China Univ Sci & Technol;Tsinghua Univ;Tongji Univ
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2021
- 关键词：Refinery planning Robust optimization Deep learning Price uncertainty Data-driven
- Adaptive WEIghted Hybrid Modeling of Hydrocracking Process and Its Operational Optimization被引量：22收藏
- 作者：Song, Wenjiang Du, Wei Fan, Chen Yang, Minglei Qian, Feng
- 机构：East China Univ Sci & Technol;Tongji Univ
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2021
- 关键词：Refining - Structural optimization
- Selective Oxidation of Hydrogen in the Presence of Propylene over Pt-Based Core Shell Nanocatalysts被引量：13收藏
- 作者：Yang, Ming-Lei Fan, Chen Zhu, Yi-An Sui, Zhi-Jun Zhou, Xing-Gui Chen, De
- 机构：E China Univ Sci & Technol;E China Univ Sci & Technol;E China Univ Sci & Technol;Norwegian Univ Sci & Technol NTNU
- 来源：JOURNAL OF PHYSICAL CHEMISTRY C 2015
- 关键词：Dehydrogenation - Dissociation - Propylene - Catalytic oxidation - Catalyst activity - Nanocatalysts - Density functional theory - Shells (structures)
- Data-driven models of crude distillation units for production planning and for operations monitoring被引量：11收藏
- 作者：Zhu, Jiannan Fan, Chen Yang, Minglei Qian, Feng Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ;East China Univ Sci & Technol
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2023
- 关键词：Data-driven monitoring models of crude distillation units Data-driven planning models of crude Training data set size vs data-driven model structure PCA-ResNet deep learning model
- A novel path-based reproduction operator for multi-objective optimization被引量：7收藏
- 作者：Song, Wenjiang Du, Wei Fan, Chen Zhong, Weimin Qian, Feng
- 机构：East China Univ Sci & Technol;Tongji Univ
- 来源：SWARM AND EVOLUTIONARY COMPUTATION 2020
- 关键词：Multi-objective optimization Evolution path Reproduction operator Gene-sharing Parameter self-adaptation
- Industrial delayed coking process optimization on the basis of lumped kinetic model被引量：6收藏
- 作者：Yang, M. L. Long, J. Fan, C. Zhong, W. M.
- 机构：East China Univ Sci & Technol
- 来源：PETROLEUM SCIENCE AND TECHNOLOGY 2016
- 关键词：DE algorithm delayed coking lumped kinetics optimization residua
- Multiple input self-organizing-map ResNet model for optimization of petroleum refinery conversion units被引量：5收藏
- 作者：Zhu, Jiannan Mahalec, Vladimir Fan, Chen Yang, Minglei Qian, Feng
- 机构：East China Univ Sci & Technol;McMaster Univ;East China Univ Sci & Technol
- 来源：FRONTIERS OF CHEMICAL SCIENCE AND ENGINEERING 2023
- 关键词：hydrocracking convolutional neural networks self-organizing map deep learning data-driven optimization
- Semi-supervised learning for predicting multivariate attributes of process units from small labeled and large unlabeled data sets with application to detect properties of crude feed distillation unit被引量：5收藏
- 作者：Zhu, Jiannan Fan, Chen Yang, Minglei Qian, Feng Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ;East China Univ Sci & Technol
- 来源：CHEMICAL ENGINEERING SCIENCE 2024
- 关键词：Crude feed properties estimation Semi-supervised learning Pseudo-labeling Clustering co-training semi-supervised learning (CCoT-SSL) Stacked co-training semi-supervised learning (SCoT-SSL)
- Plant-wide optimal scheduling of multi-grade PET production with time window constraints: A hybrid discrete/continuous-time optimization formulation被引量：5收藏
- 作者：Du, Chenge Dai, Xin Wang, Zhenlei Fan, Chen Chang, Hongtao
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Sinopec Yizheng Chem Fibre Co Ltd
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2024
- 关键词：PET industry Production scheduling Sequence-dependent changeover Time window constraints Multi-objective optimization
- Hinging Hyperplanes Crude Oil Mixing Model for Production Planning Optimization被引量：4收藏
- 作者：Li, Fupei Qian, Feng Fan, Chen Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2020
- 关键词：Piecewise linear techniques - Production control - Integer programming - Crude oil - Curve fitting - Distillation - Distillation equipment - Geometry - Petroleum refineries
- A novel multi-operation sequencing formulation for the crude oil scheduling problem with restricted overlapping constraints被引量：4收藏
- 作者：Wang, Chuan Yang, Minglei Dai, Xin Fan, Chen Du, Wenli
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2024
- 关键词：Crude oil operation scheduling Mixed-integer nonlinear programming Mathematical modeling Symmetry-breaking
- Kinetic modeling and multi-objective optimization of an industrial hydrocracking process with an improved SPEA2-PE algorithm被引量：4收藏
- 作者：Fan, Chen Wang, Xindong Li, Gaochao Long, Jian
- 机构：East China Univ Sci & Technol
- 来源：CHINESE JOURNAL OF CHEMICAL ENGINEERING 2025
- 关键词：Hydrocracking Multi-objective optimization Improved SPEA2 Kinetic modeling
- Practical Online Characterization of the Properties of Hydrocracking Bottom Oil via Near-Infrared Spectroscopy被引量：3收藏
- 作者：Long, Jian Xu, Tiantian Fan, Chen
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：PROCESSES 2023
- 关键词：hydrocracking bottom oil near-infrared kernel partial least squares online measurement ethylene cracking
- Effect of Feed Properties on Product Distribution from the Modeling of an Industrial Hydrocracking Process被引量：3收藏
- 作者：Fan, Chen Long, Jian
- 机构：ECUST
- 来源：PETROLEUM CHEMISTRY 2020
- 关键词：hydrocracking product distribution specific gravity sulfur content nitrogen content
- A semi-supervised learning algorithm for high and low-frequency variable imbalances in industrial data被引量：2收藏
- 作者：Zhu, Jiannan Fan, Chen Yang, Minglei Qian, Feng Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ;East China Univ Sci & Technol
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2025
- 关键词：Semi-supervised learning Consistency regularization Unbalanced data structure Loss balancing methods
- Online Determination on the Properties of Naphtha as the Ethylene Feedstock Using Near-Infrared Spectroscopy被引量：1收藏
- 作者：Fan, Chen Liu, Tianbo Hu, Guihua Yang, Minglei Long, Jian
- 机构：East China Univ Sci & Technol;Sinopec Jinan Co;Qingyuan Innovat Lab
- 来源：PETROLEUM CHEMISTRY 2023
- 关键词：near-infrared spectroscopy naphtha properties pre-processing partial least squares online determination
- MINLP-based integrated modeling and multi-period optimization of mass-energy coupled FCC-steam systems with carbon-cost-oriented economic objective被引量：1收藏
- 作者：Long, Jian Zhao, Bishi Deng, Kai Huang, Cheng Fan, Chen
- 机构：East China Univ Sci & Technol;Shanghai Marine Diesel Engine Res Inst
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2026
- 关键词：Fluid catalytic cracking Energy-mass coupling Multi-energy flow intelligent optimization
- REInforcement learning-guided two-stage optimization framework for multi-product batch scheduling被引量：0收藏
- 作者：Zhu, Jiawen Du, Wenli Fan, Chen Huang, Muyi Wang, Chuan Zhang, Furong
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Huzhou Inst Ind Control Technol;Sinopec Zhenhai Refining & Chem Co
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2026
- 关键词：Multi-product batch Production scheduling REInforcement learning Mathematical programming Two-stage optimization
- S-Zorb反应器的机理建模与基于改进鲸群算法的参数估计被引量：0收藏
- 作者：贾华宇 杜文莉 范琛 杨明磊
- 机构：华东理工大学化工过程先进控制和优化技术教育部重点实验室
- 来源：《高校化学工程学报》 2018
- 关键词：S-Zorb 脱硫率 辛烷值 参数估计 鲸群算法
- 摘要：汽油吸附脱硫(S-Zorb)装置是我国催化裂化汽油的主要脱硫装置之一。针对S-Zorb工业模型缺乏,实验室模型无法预测产品油辛烷值等问题,作者提出了一种基于过程机理的反应器建模方法。该方法将催化裂化汽油划分为5个集总,在...
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- VAE-Driven Feature Learning with Context-Aware Attention and ResNet Gradient Optimization: Applied to Industrial Hydrocracking Processes被引量：0收藏
- 作者：Fan, Chen Xu, Haodong Wang, Xindong Long, Jian
- 机构：East China Univ Sci & Technol
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2026
- 关键词：Complex networks - Deep learning - Extraction - Learning systems
