成果/Result
- Modeling the Hydrocracking Process with Deep Neural Networks被引量：41收藏
- 作者：Song, Wenjiang Mahalec, Vladimir Long, Jian Yang, Minglei Qian, Feng
- 机构：McMaster Univ;East China Univ Sci & Technol
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2020
- 关键词：Refining - Hydrocracking - Self organizing maps - Conformal mapping - Convolutional neural networks - Deep neural networks
- Techno-economic evaluation of post-combustion carbon capture based on chemical absorption for the thermal cracking furnace in ethylene manufacturing被引量：38收藏
- 作者：Hu, Guihua Li, Xiaoxu Liu, Xiaoyan Hu, Jun Otitoju, Olajide Wang, Meihong Du, Wenli Ye, Zhencheng Long, Jian Qian, Feng
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Univ Sheffield
- 来源：FUEL 2023
- 关键词：Thermal cracking furnace Post-combustion carbon capture Chemical absorption Process simulation Heat integration Economic evaluation
- A Novel Interpretable Ensemble Learning Method for NIR-Based Rapid Characterization of Petroleum Products被引量：38收藏
- 作者：Yu, Huijing Li, Yuqiang Du, Wenli Yang, Minglei Peng, Xin Wang, Xinjie Long, Jian
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Qingyuan Innovat Lab
- 来源：IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 2023
- 关键词：Predictive models Petroleum Reliability Ensemble learning Semantics Prediction algorithms Training interpretable machine learning near-infrared (NIR) spectroscopy small sample problem
- Hybrid Strategy Integrating Variable Selection and a Neural Network for Fluid Catalytic Cracking Modeling被引量：36收藏
- 作者：Long, Jian Li, Tianyue Yang, Minglei Hu, Guihua Zhong, Weimin
- 机构：East China Univ Sci & Technol
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2019
- 关键词：Backpropagation - Sensitivity analysis - Principal component analysis - Fluid catalytic cracking - Optimization
- Near-Infrared Wavelength-Selection Method Based on Joint Mutual Information and Weighted Bootstrap Sampling被引量：29收藏
- 作者：Wang, Kai Du, Wenli Long, Jian
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 2020
- 关键词：Mutual information Random variables Entropy Predictive models Spectroscopy Indexes Input variables Mutual information near infrared (NIR) model wavelength selection weighted bootstrap sampling
- A Novel Integrated Approach to Characterization of Petroleum Naphtha Properties From Near-Infrared Spectroscopy被引量：28收藏
- 作者：Yu, Huijing Du, Wenli Lang, Zi-Qiang Wang, Kai Long, Jian
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Univ Sheffield
- 来源：IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 2021
- 关键词：Correlation analysis (CA) data processing machine learning (ML) near-infrared (NIR) spectroscopy petroleum naphtha characterization predictive models
- Refinery production planning optimization under crude oil quality uncertainty被引量：24收藏
- 作者：Li, Fupei Qian, Feng Du, Wenli Yang, Minglei Long, Jian Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2021
- 关键词：Two-stage stochastic programming Refinery production planning Quality uncertainty Random vector sampling Product tri-section CDU model
- Efficient JITL framework for nonlinear industrial chemical engineering soft sensing based on adaptive multi-branch variable scale integrated convolutional neural networks被引量：20收藏
- 作者：Chen, Yifan Li, Anlan Li, Xiangyang Xue, Dong Long, Jian
- 机构：East China Univ Sci & Technol;Sinopec Jinan Refining & Chem Co;Qingyuan Innovat Lab
- 来源：ADVANCED ENGINEERING INFORMATICS 2023
- 关键词：Soft sensor Convolutional neural network Chemical process Prediction Just-in-time Learning
- Zone method based coupled simulation of industrial steam cracking furnaces被引量：19收藏
- 作者：Hu, Guihua Zhang, Yu Du, Wenli Long, Jian Qian, Feng
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：ENERGY 2019
- 关键词：Hottel zone method CFD simulation Steam cracking furnaces Heat flux Real-time operation optimization
- Novel automatic model construction method for the rapid characterization of petroleum properties from near-infrared spectroscopy被引量：19收藏
- 作者：Yu, Huijing Wang, Xinjie Shen, Feifei Long, Jian Du, Wenli
- 机构：East China Univ Sci & Technol
- 来源：FUEL 2022
- 关键词：Petroleum Chemometrics Near-infrared spectroscopy Automatic model construction Genetic programming Nonlinearity
- Reaction network and molecular distribution of sulfides in gasoline and diesel of FCC process被引量：18收藏
- 作者：Qin, Xinglong Ye, Lei Murad, Alqubati Liu, Jichang Ying, Qiang Long, Jian Yu, Wenxin Xie, Jinquan Hou, Lixin Pu, Xin Han, Xin Zhao, Jigang Sun, Hui Ling, Hao
- 机构：East China Univ Sci & Technol;Shihezi Univ
- 来源：FUEL 2022
- 关键词：Fluid catalytic cracking Structure oriented lumping Molecular-level model Gasoline Diesel Sulfide
- Data-driven multi-period modeling and optimization for the industrial steam system of large-scale refineries被引量：16收藏
- 作者：Xu, Tiantian Li, Tianyue Long, Jian Zhao, Liang Du, Wenli
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab
- 来源：CHEMICAL ENGINEERING SCIENCE 2023
- 关键词：Refinery steam system Mixed -integer non -linear programming Multi -period modeling Multi -level optimization CO 2 emission Uncertainty
- Multi-objective optimization strategy for industrial catalytic cracking units: Kinetic model and enhanced SPEA-2 algorithm with economic, CO2, and SO2 emission considerations被引量：16收藏
- 作者：Wan, Lei Deng, Kai Li, Xiangyang Zhao, Liang Long, Jian
- 机构：East China Univ Sci & Technol;Sinopec Jinan Refining & Chem Co
- 来源：CHEMICAL ENGINEERING SCIENCE 2023
- 关键词：Catalytic cracking Reaction-regeneration model Path evolution operator Improved SPEA-2
- Three pathways towards elimination of CO2 emissions from industrial plants that use hydrocarbon fuels被引量：14收藏
- 作者：Li, Tianyue Long, Jian Du, Wenli Qian, Feng Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ
- 来源：JOURNAL OF CLEANER PRODUCTION 2023
- 关键词：Carbon capture and utilization Carbon reduction Combine heat and power system Methane pyrolysis Net zero-carbon refinery
- Diesel blending under property uncertainty: A data-driven robust optimization approach被引量：14收藏
- 作者：Long, Jian Jiang, Siyi He, Renchu Zhao, Liang
- 机构：East China Univ Sci & Technol
- 来源：FUEL 2021
- 关键词：Diesel blending Data driven robust optimization Robust kernel density estimation Principal component analysis Uncertainty set
- Novel hybrid data-driven modeling integrating variational modal decomposition and dual-stage self-attention model: Applied to industrial petrochemical process被引量：14收藏
- 作者：Long, Jian Huang, Cheng Deng, Kai Wan, Lei Hu, Guihua Zhang, Feng
- 机构：East China Univ Sci & Technol;SINOPEC Res Inst Petr Proc Co Ltd;East China Univ Sci & Technol
- 来源：ENERGY 2024
- 关键词：Data -driven Industrial petrochemical process Variational mode decomposition Dual -stage self -attention model Error compensation
- Numerical Simulation of the Gas-Solid Two-Phase Flow-Reaction Process in a Maximizing Isoparaffin Process Reactor被引量：14收藏
- 作者：Hu, Guihua Li, Tianyue Long, Jian Du, Wenli Qian, Feng
- 机构：East China Univ Sci & Technol
- 来源：ACS OMEGA 2020
- Rapid crude oil analysis using near-infrared reflectance spectroscopy被引量：12收藏
- 作者：Long, Jian Wang, Kai Yang, Minglei Zhong, Weimin
- 机构：East China Univ Sci & Technol
- 来源：PETROLEUM SCIENCE AND TECHNOLOGY 2019
- 关键词：Crude oil near infrared spectroscopy reflective fiber-optic probe on-line analysis partial least squares
- Multi-modal hybrid modeling strategy based on Gaussian Mixture Variational Autoencoder and spatial-temporal attention: Application to industrial process prediction被引量：12收藏
- 作者：Peng, Haifei Long, Jian Huang, Cheng Wei, Shibo Ye, Zhencheng
- 机构：East China Univ Sci & Technol
- 来源：CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS 2024
- 关键词：Multimode process Data-driven modeling Gaussian mixture variational autoencoder Spatial-temporal attention
- Novel adaptive sample space expansion approach of NIR model for in-situ measurement of gasoline octane number in online gasoline blending processes被引量：12收藏
- 作者：Wang, Kai He, Kaixun Du, Wenli Long, Jian
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Shandong Univ Sci & Technol
- 来源：CHEMICAL ENGINEERING SCIENCE 2021
- 关键词：Gasoline Just-in-time (JIT) learning Near-infrared (NIR) spectroscopy Model updating
- Material and energy coupling systems optimization for large-scale industrial refinery with sustainable energy penetration under multiple uncertainties using two-stage stochastic programming被引量：11收藏
- 作者：Xu, Tiantian Long, Jian Zhao, Liang Du, Wenli
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab
- 来源：APPLIED ENERGY 2024
- 关键词：Refinery Integrated sustainable energy system Mixed-integer nonlinear programming Two-stage stochastic programming Uncertainty Greenhouse gas emission
- A bilevel data-driven framework for robust optimization under uncertainty - applied to fluid catalytic cracking unit被引量：10收藏
- 作者：Li, Tianyue Long, Jian Zhao, Liang Du, Wenli Qian, Feng
- 机构：East China Univ Sci & Technol
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2022
- 关键词：Data driven Robust optimization Bilevel optimization framework Correlated uncertainty Fluid catalytic cracking Process operation optimization Kinetic modeling
- Efficient prediction framework for large-scale nonlinear petrochemical process based on feature selection and temporal-attention LSTM: Applied to fluid catalytic cracking被引量：10收藏
- 作者：Long, Jian Ye, Long Peng, Haifei Tian, Zhou
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab
- 来源：CHEMICAL ENGINEERING SCIENCE 2025
- 关键词：FCC process Data-driven feature selection Temporal-attention mechanisms LSTM network
- Industrial units modeling using self-attention network based on feature selection and pattern classification被引量：9收藏
- 作者：Wang, Luyao Long, Jian Li, Xiang Yang Peng, Haifei Ye, Zhen Cheng
- 机构：East China Univ Sci & Technol;Qingyuan Innovat Lab;Sinopec Jinan Refining & Chem Co
- 来源：CHEMICAL ENGINEERING RESEARCH & DESIGN 2023
- 关键词：Data -driven feature selection Pattern classification Self-attention
- Modified Hybrid Strategy Integrating Online Adjustable Oil Property Characterization and Data-Driven Robust Optimization under Uncertainty: Application in Gasoline Blending被引量：9收藏
- 作者：Long, Jian Jiang, Siyi Liu, Tianbo Wang, Kai He, Renchu Zhao, Liang
- 机构：East China Univ Sci & Technol;Sinopec Jinan Co;Shanghai Univ
- 来源：ENERGY & FUELS 2022
- 关键词：Forecasting - Gasoline - Infrared devices - Metadata - Optimization - Petroleum refining - Principal component analysis - Uncertainty analysis
- Closed-loop scheduling optimization strategy based on particle swarm optimization with niche technology and soft sensor method of attributes-applied to gasoline blending process被引量：8收藏
- 作者：Long, Jian Deng, Kai He, Renchu
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：CHINESE JOURNAL OF CHEMICAL ENGINEERING 2023
- 关键词：Blend Optimization algorithm Neural networks Particle swarm optimization Mixed integer programming
- Model Optimization for an Industrial Fluid Catalytic Cracking Riser-regenerator Unit by Differential Evolution Algorithm被引量：8收藏
- 作者：Long, J. Mao, M. S. Zhao, G. Y.
- 机构：E China Univ Sci & Technol
- 来源：PETROLEUM SCIENCE AND TECHNOLOGY 2015
- 关键词：fluid catalytic cracking optimization unit parameters differential evolution algorithm economic benefit
- Reducing carbon footprint in cities: Natural gas-based energy generation with zero CO2 emission被引量：7收藏
- 作者：Li, Tianyue Li, Ruonan Long, Jian Du, Wenli Qian, Feng Mahalec, Vladimir
- 机构：East China Univ Sci & Technol;McMaster Univ
- 来源：ENERGY 2024
- 关键词：Zero CO 2 emissions cities Net zero -carbon energy system Natural gas powered energy systemCO 2 emissions methanol production
- Data driven multi-objective economic-environmental robust optimization for refinery planning with multiple modes under uncertainty被引量：7收藏
- 作者：Long, Jian Wang, Ning Zhai, Jiazi Liang, Chen Jiang, Siyi Zhao, Liang
- 机构：East China Univ Sci & Technol;China Petr Pipeline Bur Co Ltd;East China Univ Sci & Technol
- 来源：COMPUTERS & INDUSTRIAL ENGINEERING 2024
- 关键词：Refinery planning Low carbon Energy efficiency Principal component analysis Robust kernel density estimation Uncertainty
- A stackelberg game-based programming approach for industrial steam systems incorporating renewable energy considering demand response被引量：6收藏
- 作者：Wan, Lei Ruan, Yuhui Long, Jian Zhao, Liang Xu, Tiantian Wang, Ning
- 机构：East China Univ Sci & Technol;Soochow Univ;Soochow Univ;Qingyuan Innovat Lab
- 来源：ENERGY 2024
- 关键词：Stackelberg gaming Integrated demand response Bi-level programming Industrial steam systems Renewable energy
