| 基于局部建模的预测控制及其在芳烃异构化过程的应用 |
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| 引用本文： | 刘君,李丽娟,张湜. 基于局部建模的预测控制及其在芳烃异构化过程的应用[J]. 化工学报, 2012, 63(9): 2766-2770. DOI: 10.3969/j.issn.0438-1157.2012.09.014 |
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| 作者姓名： | 刘君 李丽娟 张湜 |
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| 作者单位： | 南京工业大学自动化与电气工程学院, 江苏 南京 211816 |
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| 基金项目： | 江苏省高校自然科学基金项目，国家自然科学基金项目 |
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| 摘 要： | 针对一类非线性系统提出了基于局部建模的预测控制算法,对于局部模型的训练数据选取,同时考虑了样本数据之间的欧氏距离与向量的夹角,使得训练数据的选取更合理,并对芳烃异构化过程进行了实验仿真。首先通过最小二乘支持向量机进行局部建模,并将局部模型作为算法的预测模型。然后利用粒子群优化算法进行滚动优化,寻找到最优控制量。最终仿真实验验证了该算法的有效性和鲁棒性。
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| 关 键 词： | 预测控制 局部建模 粒子群优化 芳烃异构化 |
| 收稿时间： | 2012-06-12 |
| 修稿时间： | 2012-06-19 |
Predictive control algorithm based on local-modeling and its application in aromatics isomerization process |
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| LIU Jun , LI Lijuan , ZHANG Shi. Predictive control algorithm based on local-modeling and its application in aromatics isomerization process[J]. Journal of Chemical Industry and Engineering(China), 2012, 63(9): 2766-2770. DOI: 10.3969/j.issn.0438-1157.2012.09.014 |
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| Authors: | LIU Jun LI Lijuan ZHANG Shi |
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| Affiliation: | College of Automation and Electrical Engineering, Nanjing University of Technology, Nanjing 211816, Jiangsu, China |
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| Abstract: | A predictive control algorithm based on local modeling is presented for a class of non-linear systems.In order to obtain reasonable training data,both the Euclidean distance between the sample data and angle of vector are considered.And the algorithm is applied in the simulation control of aromatics isomerization process.Firstly,the local-model is obtained as predictive model by least squares support vector machine(LS-SVM)algorithm.And then,the control values are obtained by the rolling particle swarm optimization(PSO)algorithm.Finally,the presented algorithm is applied in the simulation control of aromatics isomerization process,and the results show the effectiveness and robustness of the algorithm. |
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| Keywords: | predictive control local-modeling PSO aromatics isomerization |
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