陳榮輝 教授

授課科目:
程序控制
辦公室:
工509
實驗室:
程序系統工程實驗室
E-mail:
jason@wavenet.cycu.edu.tw
電 話:
03-2654107

現職

    中原大學化學工程學系 教授

學歷

    美國田納西大學化學工程學系 博士
    國立台灣大學 化學工程學系 碩士
    私立中原大學 化學工程學系 學士

研究專長

    製程控制效能評估與診斷、人工智能(機器學習)於廠級大數據、程序設計與控制的整合最適化(含節能系統設計、及學習式控制

研究領域

    (Research Interests: Development of Data-Driven Techniques)  
    Process Monitoring and Diagnosis System
    Iterative Learning Design
    Process Optimization Design
    Performance Assessment of Control Loops

著作

    1. K. Wang, J. Chen, and Z. Song (2018) “A New Excitation Scheme for Closed-loop Subspace Identification Using Additional Sampling Outputs and its Extension to Instrumental Variable Method,” J. Franklin Inst., 355, 6675-6692.

    2. X. Wu, J. Chen, and L. Xie (2018) “Integrated Operation Design and Control of Organic Rankine Cycle Systems with Disturbances,” Energy. 163, 115-129. 

    3. L. L. T. Chan and J. Chen (2018) Improving the Energy Cost of an Absorber-Stripper CO2 Capture Process through Economic Model Predictive Control, International Journal of Greenhouse Gas Control, 76, 158-166. 

    4. K. Wang, J. Chen, and Z. Song (2018) “Fault Diagnosis for Processes with Feedback Control Loops by Shifted Output Sampling Approach,” J. Franklin Inst., 355(7) 3249-3273.

    5. J. Liu, T. Liu, and J. Chen (2018) “Quality prediction for multi-grade processes by just-in-time latent variable modeling with integration of common and special features,” Chem. Eng. Sci., 191, 31-41.

    6. L. L. T. Chan and J. Chen (2018) Economic Model Predictive Control of Distillation Startup Based on Probabilistic Approach, Chem. Eng. Sci., 186, 26-35. 

    7. C. Wei, J. Chen and Z. Song (2018) “Multi-Level MVU Models with Localized Construction for Monitoring Processes with Large Scale Data,” J. Process Contr. 67, 176-196.

    8. X. Feng, D. Li, J. Chen, M. Niuc, X. Liu, L. L. T. Chan and W. Li (2018) Kinetic Parameter Estimation and Simulation of Trickle-bed Reactor for Hydrodesulfurization of Whole Fraction Low-Temperature Coal Tar, Fuel, 230, 113-125.

    9. J. Liu, T. Liu, J. Chen and P. Qin (2018) “Novel Common and Special Feature Extraction for Monitoring Multi-Grade Processes,” J. Process Contr. 66, 98-107.

    10. L. L. T. Chan, X. Wu, J. Chen, L. Xie and C.-I. Chen (2018), “Just-In-Time Modeling with Variable Shrinkage Based on Gaussian Processes for Semiconductor Manufacturing,” IEEE Trans. Semicond. Manuf., 31(3) 1-8. 

    11. P. Lu, J. Chen, and L. Xie (2018) “ILC Based Economic Optimization for Batch Processes Using Helpful Disturbance Information,” Ind. Eng. Chem. Res. 57(10), 3717-3731. 

    12. L. Zhou, J. Chen, B. Hou, and Z. Song (2018) “Multi-Grade Principal Component Analysis for Fault Detection with Multiple Production Grades,” Chemometer Intell. Lab., 175, 20-29.

    13. L. L. T. Chan, Q.-Y. Wu, and J. Chen (2018) “Dynamic Soft Sensors with Active Forward-Update Learning for Selection of Useful Data from Historical Big Database,” Chemometer Intell. Lab. 175, 87-103.

    14. J. Liu, T. Liu, and J. Chen (2018) “Sequential Local-based Gaussian Mixture Model for Monitoring Multiphase Batch Processes,” Chem. Eng. Sci., 181, 101-113. 

    15. L. Zhu, and J. Chen (2018) “Prognostics of PEM Fuel Cells Based on Gaussian Process State Space Models,” Energy, 149, 63-73.

研討會論文

    1.       L. L. T. Chan, and J. Chen, Economic Model Predictive Control of an Absorber-Stripper CO2 Capture Process for Improving Energy Cost, 10th International Symposium on Advanced Control of Chemical Processes (ADCHEM), July 25-27, 2018, Shenyang, China.

    2.       Y. Lyu, J. Chen and Z. Song, Image-Based Process Monitoring Using Deep Belief Networks, 10th International Symposium on Advanced Control of Chemical Processes (ADCHEM), July 25-27, 2018, Shenyang, China.

    3.       P. Lu, J. Chen, and L. Xie, ILC Based Economic Batch-to-Batch Optimization for Batch Processes, 10th International Symposium on Advanced Control of Chemical Processes (ADCHEM), July 25-27, 2018, Shenyang, China.

    4.       J. Liu, T. Liu, and J. Chen, Quality Prediction for Multi-Grade Processes by Common and Special Feature Extraction, 10th International Symposium on Advanced Control of Chemical Processes (ADCHEM), July 25-27, 2018, Shenyang, China.

    5.       P. Lu, J. Chen, and L. Xie, Development of Decay Based PLS Model and Its Economic Run-to-Run Control for Semiconductor Processes, 2018 American Control Conference, June 27-29, 2018, Milwaukee, USA.

    6.    L. Zhou, J. Chen, Z. Ge and Z.-H. Song, Application of the Improved Multivariate Empirical Mode Decomposition to Plant-Wide Oscillations Characterization, 20th IFAC World Congress, 9-14 July 2017, Toulouse, France.