- Reinforcement Learning Based Gasoline Blending Optimization: Achieving More Efficient Nonlinear Online Blending of Fuels被引量：32收藏
- 作者：Huang, Muyi He, Renchu Dai, Xin Peng, Xin Du, Wenli Qian, Feng
- 机构： Key Laboratory of Smart Manufacturing in Energy Chemical Process; Shanghai Institute of Intelligent Science and Technology
- 来源：arXiv 2023
- 关键词：Deep learning - E-learning - Gasoline - Learning algorithms - Markov processes - Refining - Reinforcement learning
- 质疑
- Data-driven robust optimization for crude oil blending under uncertainty被引量：30收藏
- 作者：Dai, Xin Wang, Xiaoqiang He, Renchu Du, Wenli Zhong, Weimin Zhao, Liang Qian, Feng
- 机构：East China Univ Sci & Technol;Tongji Univ
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2020
- 关键词：Crude oil blending Blending effect Uncertainty Data-driven robust optimization
- 质疑
- A data-driven approach for crude oil scheduling optimization under product yield uncertainty被引量：28收藏
- 作者：Dai, Xin Zhao, Liang Li, Zhi Du, Wenli Zhong, Weimin He, Renchu Qian, Feng
- 机构：East China Univ Sci & Technol;Tongji Univ
- 来源：CHEMICAL ENGINEERING SCIENCE 2021
- 关键词：Crude oil scheduling Support vector clustering Product yield Uncertainty Data-driven robust optimization
- 质疑
- Large-scale crude oil scheduling: A framework of hybrid optimization based on plan decomposition被引量：18收藏
- 作者：Zhang, Wanting Du, Wei Yu, Guo He, Renchu Du, Wenli
- 机构： East China University of Science and Technology
- 来源：2022 IEEE Congress on Evolutionary Computation, CEC 2022 - Conference Proceedings 2022
- 关键词：Crude oil - Mathematical programming - Scheduling
- 质疑
- Data-driven robust model predictive control technology for propylene distillation process被引量：16收藏
- 作者：Ju, Keshuai He, Renchu Zhao, Liang
- 机构： Ministry of Education
- 来源：4th International Conference on Industrial Artificial Intelligence, IAI 2022 2022
- 关键词：Learning systems - Model predictive control - Optimization - Predictive control systems - Principal component analysis - Propylene - Robust control - State space methods - Uncertainty analysis
- 质疑
- 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
- 质疑
- Modeling of the Co-Mn-Br catalyzed liquid phase oxidation of p-xylene to terephthalic acid and m-xylene to isophthalic acid被引量：14收藏
- 作者：Lyu, Quanming Dong, Jian He, Renchu Sun, Weizhen Zhao, Ling
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;XinJiang Univ
- 来源：CHEMICAL ENGINEERING SCIENCE 2021
- 关键词：Kinetic model Catalytic oxidation p-xylene m-xylene
- 质疑
- Optimization and Application of Gasoline Blending Multi-period Scheduling Considering Blending Effect被引量：12收藏
- 作者：Hua, Junjie Chen, Qianyang Liu, Wei He, Renchu Li, Qiuxue Zhu, Zipeng
- 机构： East China University of Science and Technology; East China University of Science and Technology
- 来源：Proceedings - 2023 2nd International Conference on Advanced Sensing, Intelligent Manufacturing, ASIM 2023 2023
- 关键词：Blending - Integer programming - Refining
- 质疑
- Knowledge-Assisted Dual-Stage Evolutionary Optimization of Large-Scale Crude Oil Scheduling被引量：11收藏
- 作者：Zhang, Wanting Du, Wei Yu, Guo He, Renchu Du, Wenli Jin, Yaochu
- 机构：East China Univ Sci & Technol;Nanjing Tech Univ;Qingyuan Innovat Lab;Westlake Univ
- 来源：IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE 2024
- 关键词：Evolutionary optimization heuristic rules large-scale crude oil scheduling local refinement
- 质疑
- Data-driven crude oil scheduling optimization with a distributionally robust joint chance constraint under multiple uncertainties被引量：10收藏
- 作者：Dai, Xin Zhao, Liang He, Renchu Du, Wenli Zhong, Weimin Li, Zhi Qian, Feng
- 机构：East China Univ Sci & Technol;Tongji Univ
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2023
- 关键词：Distributionally robust joint chance constrained optimization Crude oil scheduling Wasserstein distance Data-driven optimization Multiple uncertainties
- 质疑
- 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
- 质疑
- 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
- 质疑
- Efficient rolling horizon approach to a crude oil scheduling problem for marine-access refineries被引量：7收藏
- 作者：Yang, Yunning He, Renchu Yu, Guo Du, Wei Yang, Minglei Du, Wenli
- 机构：East China Univ Sci & Technol
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2023
- 关键词：Crude oil scheduling Rolling horizon
- 质疑
- A Scenario-Based Chance-Constrained Program for GasolineBlending under Uncertainty被引量：7收藏
- 作者：Wang, Cong Zhong, Weimin He, Renchu Peng, Xin Zhao, Liang
- 机构：East China Univ Sci & Technol
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2022
- 关键词：Gasoline - Uncertainty analysis - Refining - Computer programming
- 质疑
- Large-scale crude oil scheduling: A framework of hybrid optimization based on plan decomposition被引量：5收藏
- 作者：Zhang, Wanting Du, Wei Yu, Guo He, Renchu Du, Wenli
- 机构：East China Univ Sci & Technol
- 来源：2022 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) 2022
- 关键词：Crude oil scheduling large-scale decomposition for plans evolutionary algorithm (EA)
- 质疑
- Data-driven worst case model predictive control algorithm for propylene distillation column under uncertainty of top composition被引量：5收藏
- 作者：He, Renchu Ju, Keshuai Zhao, Liang Long, Jian Yang, Minglei
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：JOURNAL OF PROCESS CONTROL 2023
- 关键词：Propylene distillation column Optimized control Robust model predictive control Data -driven robust optimization Uncertainty
- 质疑
- A deep reinforcement learning approach to gasoline blending real-time optimization under uncertainty被引量：5收藏
- 作者：Zhu, Zhiwei Yang, Minglei He, Wangli He, Renchu Zhao, Yunmeng Qian, Feng
- 机构：East China Univ Sci & Technol
- 来源：CHINESE JOURNAL OF CHEMICAL ENGINEERING 2024
- 关键词：Deep reinforcement learning Gasoline blending Real -time optimization Petroleum Computer simulation Neural networks
- 质疑
- 面向国Ⅵ标准的汽油调合优化技术探讨与分析被引量：2收藏
- 作者：何仁初 陈海泉 杨超文
- 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;上海大学上海市智能制造和机器人重点实验室
- 来源：《化工进展》 2018
- 关键词：国Ⅵ标准 汽油 模型 优化模式 改进
- 摘要：面对愈加严格的国Ⅵ汽油标准,综合传统汽油调合效应模型和乙基模型的优点,本文以现有组分油,建立汽油可变调合效应辛烷值模型。仿真表明,可变调合效应模型预测精度更高。以现有工艺条件为基础,利用新模型对调合95号汽油的现有实际配...
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- Data-driven Wasserstein distributionally robust chance-constrained optimization for crude oil scheduling under uncertainty被引量：2收藏
- 作者：Dai, Xin Zhao, Liang He, Renchu Du, Wenli Zhong, Weimin Li, Zhi Qian, Feng
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：CHINESE JOURNAL OF CHEMICAL ENGINEERING 2024
- 关键词：Distributions Model Optimization Crude oil scheduling Wasserstein distance Distributionally robust chance constraints
- 质疑
- A deep reinforcement learning approach to gasoline blending real-time optimization under uncertainty被引量：1收藏
- 作者：Zhiwei Zhu Minglei Yang Wangli He Renchu He Yunmeng Zhao Feng Qian
- 机构：Key Laboratory of Smart Manufacturing in Energy Chemical Process
- 来源：中国化学工程学报（英文版） 2024
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- 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：1收藏
- 作者：Jian Long Kai Deng Renchu He
- 机构：Key Laboratory of Smart Manufacturing in Energy Chemical Process;Engineering Research Center of Process System Engineering
- 来源：中国化学工程学报（英文版） 2023
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- Large-Scale Continuous-Time Crude Oil Scheduling: A Variable-Length Evolutionary Optimization Approach被引量：0收藏
- 作者：Zhang, Wanting Du, Wenli Du, Wei He, Renchu Jin, Yaochu
- 机构：East China Univ Sci & Technol;Westlake Univ
- 来源：IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING 2025
- 关键词：Large-scale crude oil scheduling continuous-time model variable-length representation evolutionary algorithm
- 质疑
- Multi-Objective Collaborative Optimization of Distillation Column Group Based on System Identification被引量：0收藏
- 作者：He, Renchu Ju, Keshuai Li, Linlin Long, Jian
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;Univ Sci & Technol Beijing
- 来源：PROCESSES 2023
- 关键词：multi-objective optimization ethylene propylene clustering distillation column group
- 质疑
- 柴油调合工艺与短期调度集成优化方法研究被引量：0收藏
- 作者：何仁初 谈宁 彭鑫
- 机构：华东理工大学
- 来源：《化工生产与技术》 2022
- 关键词：柴油调合 多目标 调度优化 决策系统 MVC模式
- 摘要：针对柴油调合短期调度过程中存在的柴油油品属性波动较大,难以预测和一次调合成功率要求高等实际应用难题,设计了1种适合实际工程应用的柴油调合工艺与短期调度计划集成优化方法,结合国内某炼油厂的柴油调合短期调度现状,建立柴油调合...
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- 考虑碳排放因素的汽油调合在线优化被引量：0收藏
- 作者：何仁初 张朝晖 杨明磊 王聪 奚桢浩
- 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;华东理工大学化学工程联合国家重点实验室
- 来源：《化工学报》 2023
- 关键词：二氧化碳 国Ⅵ 汽油调合 在线优化 碳排放
- 摘要：针对国家“双碳”战略目标要求,以炼化企业汽油调合在线优化为研究对象,分析了国Ⅵ汽油新标准下被控属性更多、更严、调合效率要求更高等特点,以及由此带来的调合组分油调整导致调合成品汽油携带碳排放量的变化情况。考虑到传统的汽油调...
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- 过程不确定性下丙烯精馏过程多变量预测控制技术应用被引量：0收藏
- 作者：何仁初 陈海泉 于春梅 张卫东
- 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;上海大学上海市智能制造及机器人重点实验室;中国石油吉林石化公司乙烯厂仪表车间;中国石油化工股份有限公司金陵分公司信息化与计量中心
- 来源：《西安石油大学学报（自然科学版）》 2018
- 关键词：丙烯精馏 不确定性 过程控制 Kalman 动态反馈
- 摘要：以丙烯精馏塔的多变量预测控制为研究对象,将卡尔曼(Kalman)滤波方法与动态反馈预测控制技术相结合,提出了一种带有积分输入补偿的Kalman滤波方法对系统不确定性干扰进行估计,然后将滤波后的输出、控制作用及状态信息动态...
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- 融合小生境技术的汽油调合调度智能优化被引量：0收藏
- 作者：何仁初 蒋宇
- 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
- 来源：《第32届中国过程控制会议(CPCC2021)》 2021
- 关键词：汽油调合 调度优化 神经网络 小生境技术 粒子群算法 混合整数规划
- 摘要：针对汽油调合调度过程存在的调合非线性特性和组分油资源不确定导致实际应用难的问题,本文提出了一种适合实际工程应用的预测-验证-再预测式闭环调度方法,结合国内某炼油厂的汽油调合现状,首先建立汽油调合的神经网络属性预测模型,然...
- 质疑
- Data-driven Wasserstein distributionally robust chance-constrained optimization for crude oil scheduling under uncertainty被引量：0收藏
- 作者：Xin Dai Liang Zhao Renchu He Wenli Du Weimin Zhong Zhi Li Feng Qian
- 机构：Key Laboratory of Smart Manufacturing in Energy Chemical Process;Engineering Research Center of Process System Engineering
- 来源：中国化学工程学报（英文版） 2024
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- 基于严格约束的汽油调合双调合头协调优化方法被引量：0收藏
- 作者：何仁初 陈海泉 张卫东 祝文启
- 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;上海大学上海市智能制造和机器人重点实验室;中国石化金陵分公司信息化与计量中心;中国石化镇海炼化分公司储运部
- 来源：《石油学报（石油加工）》 2019
- 关键词：国Ⅵ标准 调合模型 双调合头 累积调合 协调优化
- 摘要：针对即将推行的国Ⅵ车用汽油标准被控属性更多、更严、调合效率要求更高等特点,开发了一种可同时调合多种牌号汽油的双调合头调合工艺和协调优化算法。建立了汽油辛烷值、蒸气压、密度、馏程和含量属性等软测量模型,并对辛烷值模型计算过...
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