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| 基于T-S 模型和小世界优化算法的广义非线性预测控制 | |
| 引用本文： | 王爽心,董旸,刘海瑞.基于T-S 模型和小世界优化算法的广义非线性预测控制[J].控制与决策,2011,26(5):673-678. |
| 作者姓名： | 王爽心 董旸 刘海瑞 |
| 作者单位： | 北京交通大学机械与电子控制工程学院,北京,100044 |
| 摘 要： | 提出一种新型的基于T-S模糊模型和小世界优化算法的广义非线性预测控制策略.采用基于混沌遗传算法的T-S模糊模型描述复杂非线性系统的动态特性,构成模糊多步预报器.同时,针对现有基于二进制和十进制编码小世界优化算法运行时间长等缺点,提出一种新型的基于实数编码的小世界优化算法,函数测试和应用于非线性预测控制的滚动优化反映了其较强的寻优能力.最后,将其应用于基于实际数据的T-S模糊模型的广义非线性预测控制,满足了系统实时性和快速稳定性的要求. |
| 关 键 词： | 小世界优化算法 实数编码 T-S模糊模型 广义非线性预测控制 过热汽温 |
| 收稿时间： | 2010/3/1 0:00:00 |
| 修稿时间： | 2010/5/4 0:00:00 |
Generalized nonlinear predictive controller based on T-S fuzzy model and small-world optimization algorithm |
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| WANG Shuang-xin,DONG Yang,LIU Hai-rui.Generalized nonlinear predictive controller based on T-S fuzzy model and small-world optimization algorithm[J].Control and Decision,2011,26(5):673-678. |
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| Authors: | WANG Shuang-xin DONG Yang LIU Hai-rui |
| Affiliation: | WANG Shuang-xin,DONG Yang,LIU Hai-rui(School of Mechanical,Electronic and Control Engineering,Beijing Jiaotong University,Beijing 100044,China.) |
| Abstract: | A novel generalized nonlinear predictive controller based on T-S fuzzy model and small-world algorithm is proposed.The dynamic of nonlinear system object is described by T-S fuzzy model based on chaos genetic algorithm,so a multi-step fuzzy predictor is derived.Furthermore,a novel small-world optimization algorithm with real-coding is proposed in order to avoid the deficiency of small-world optimization algorithm with binary and decimal coding or decoding,function tests and applying in moving horizon of non... |
| Keywords: | small-world optimization algorithm real-coding T-S fuzzy model generalized nonlinear predictive control overheated steam temperature |
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