Closed-loop scheduling optimization strategy based on particle swarm optimization with niche technology and soft sensor method of attributes-applied to gasoline blending process von Long, Jian, Deng, Kai, He, Renchu

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Reinforcement learning based gasoline blending optimization: Achieving more efficient nonlinear online blending of fuels von Huang, Muyi, He, Renchu, Dai, Xin, Du, Wenli, Qian, Feng

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Knowledge-assisted hybrid optimization strategy of large-scale crude oil scheduling integrated production planning von He, Renchu, Xie, Yunhao, Zhang, Shiwei, Xu, Feng, Long, Jian

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Diesel blending under property uncertainty: A data-driven robust optimization approach von Long, Jian, Jiang, Siyi, He, Renchu, Zhao, Liang

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A data-driven approach for crude oil scheduling optimization under product yield uncertainty von Dai, Xin, Zhao, Liang, Li, Zhi, Du, Wenli, Zhong, Weimin, He, Renchu, Qian, Feng

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A Scenario-Based Chance-Constrained Program for Gasoline Blending under Uncertainty von Wang, Cong, Zhong, Weimin, He, Renchu, Peng, Xin, Zhao, Liang

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Modeling of the Co-Mn-Br catalyzed liquid phase oxidation of p-xylene to terephthalic acid and m-xylene to isophthalic acid von Lyu, Quanming, Dong, Jian, He, Renchu, Sun, Weizhen, Zhao, Ling

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Data-driven worst case model predictive control algorithm for propylene distillation column under uncertainty of top composition von He, Renchu, Ju, Keshuai, Zhao, Liang, Long, Jian, Yang, Minglei

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Large-Scale Continuous-Time Crude Oil Scheduling: A Variable-Length Evolutionary Optimization Approach von Zhang, Wanting, Du, Wenli, Du, Wei, He, Renchu, Jin, Yaochu

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Data-driven robust optimization for crude oil blending under uncertainty von Dai, Xin, Wang, Xiaoqiang, He, Renchu, Du, Wenli, Zhong, Weimin, Zhao, Liang, Qian, Feng

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Data-driven crude oil scheduling optimization with a distributionally robust joint chance constraint under multiple uncertainties von Dai, Xin, Zhao, Liang, He, Renchu, Du, Wenli, Zhong, Weimin, Li, Zhi, Qian, Feng

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Modified Hybrid Strategy Integrating Online Adjustable Oil Property Characterization and Data-Driven Robust Optimization under Uncertainty: Application in Gasoline Blending von Long, Jian, Jiang, Siyi, Liu, Tianbo, Wang, Kai, He, Renchu, Zhao, Liang

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Efficient rolling horizon approach to a crude oil scheduling problem for marine-access refineries von Yang, Yunning, He, Renchu, Yu, Guo, Du, Wei, Yang, Minglei, Du, Wenli

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Corrigendum to ’Data-driven crude oil scheduling optimization with a distributionally robust joint chance constraint under multiple uncertainties’ [Computers and Chemical Engineeri... von Dai, Xin, Zhao, Liang, He, Renchu, Du, Wenli, Zhong, Weimin, Li, Zhi, Qian, Feng

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Data-driven Wasserstein distributionally robust chance-constrained optimization for crude oil scheduling under uncertainty von Dai, Xin, Zhao, Liang, He, Renchu, Du, Wenli, Zhong, Weimin, Li, Zhi, Qian, Feng

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A deep reinforcement learning approach to gasoline blending real-time optimization under uncertainty von Zhu, Zhiwei, Yang, Minglei, He, Wangli, He, Renchu, Zhao, Yunmeng, Qian, Feng

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Multi-Objective Collaborative Optimization of Distillation Column Group Based on System Identification von He, Renchu, Ju, Keshuai, Li, Linlin, Long, Jian

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Knowledge-Assisted Dual-Stage Evolutionary Optimization of Large-Scale Crude Oil Scheduling von Zhang, Wanting, Du, Wei, Yu, Guo, He, Renchu, Du, Wenli, Jin, Yaochu

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Preference Prediction-based Evolutionary Multi-objective Optimization for Gasoline Blending Scheduling von Fang, Wenxuan, Du, Wei, Yu, Guo, He, Renchu, Tang, Yang, Jin, Yaochu

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Diffusion Model-Based Multiobjective Optimization for Gasoline Blending Scheduling von Fang, Wenxuan, Du, Wei, He, Renchu, Tang, Yang, Jin, Yaochu, Yen, Gary G

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