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Data-driven robust optimization for cyclic scheduling of ethylene cracking furnace system under uncertainty based on kernel learning. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Zhang S, Jia R, He D, Chu F, Mao Z. A general data-driven nonlinear robust optimization framework based on statistic limit and principal component analysis. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2022.107707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Zhang S, Jia R, He D, Chu F. Data-Driven Robust Optimization Based on Principle Component Analysis and Cutting Plane Methods. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.1c03886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Shulei Zhang
- School of Information Science & Engineering, Northeastern University, Shenyang 110004, China
| | - Runda Jia
- School of Information Science & Engineering, Northeastern University, Shenyang 110004, China
- State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang 110004, China
- Liaoning Key Laboratory of Intelligent Diagnosis and Safety for Metallurgical Industry, Northeastern University, Shenyang 110004, China
| | - Dakuo He
- School of Information Science & Engineering, Northeastern University, Shenyang 110004, China
- State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang 110004, China
| | - Fei Chu
- School of Information and Control Engineering, China University of Mining and Technology, Xuzhou 221116, China
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Wang C, Peng X, Shang C, Fan C, Zhao L, Zhong W. A deep learning-based robust optimization approach for refinery planning under uncertainty. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107495] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Rohman FS, Sata SA, Aziz N. Online dynamic optimization studies of autocatalytic esterification in the semi batch reactor for handling disturbance and uncertainty. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.106516] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Optimization under uncertainty in the era of big data and deep learning: When machine learning meets mathematical programming. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.03.034] [Citation(s) in RCA: 123] [Impact Index Per Article: 24.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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