| 采用模拟退火算法的Elman网络及在热工过程建模中的应用 |
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| 引用本文： | 张栾英,李瑞欣,秦志明,谷俊杰. 采用模拟退火算法的Elman网络及在热工过程建模中的应用[J]. 中国电机工程学报, 2005, 25(11): 90-94 |
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| 作者姓名： | 张栾英 李瑞欣 秦志明 谷俊杰 |
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| 作者单位： | 1. 华北电力大学,河北省,保定市,071003
2. 天津大港发电厂,天津市,大港区,300272 |
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| 摘 要： | 文中采用了模拟退火算法对Elman网络的前馈和反馈权值进行优化，避免了其陷入局部最小值，在网络的训练过程中无需人为的反复调整反馈权植，并将其应用于建立热工过程的非线性模型。仿真研究表明，无需复杂的网络结构，采用SA算法的Elman网络模型能够很好的适配热工过程对象，并有较好的泛化能力。
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| 关 键 词： | Elman网络 模拟退火算法 过程建模 应用 非线性模型 训练过程 热工过程 仿真研究 网络结构 过程对象 网络模型 SA算法 泛化能力 最小值 反馈 权值 前馈 |
| 文章编号： | 0258-8013(2005)11-0090-05 |
| 修稿时间： | 2005-02-16 |
ELMAN NETWORK USING SIMULATED ANNEALING ALGORITHM AND ITS APPLICATION IN THERMAL PROCESSES MODELLING |
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| ZHANG Luan-ying,LI Rui-xin,QIN Zhi-ming,GU Jun-jie. ELMAN NETWORK USING SIMULATED ANNEALING ALGORITHM AND ITS APPLICATION IN THERMAL PROCESSES MODELLING[J]. Proceedings of the CSEE, 2005, 25(11): 90-94 |
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| Authors: | ZHANG Luan-ying LI Rui-xin QIN Zhi-ming GU Jun-jie |
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| Affiliation: | ZHANG Luan-ying1,LI Rui-xin2,QIN Zhi-ming1,GU Jun-jie1 |
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| Abstract: | The weight values of both feedforward and feedback connections of improved Elman networks were obtained through simulated annealing algorithm, which can avoid the network trapped into local minimal points, and the connect values of the feedback connections doesn't need modified manually. The nonlinear model of thermal processes is established with the Elman networks, simulation study proves that the Elman network model by the use of simulated annealing algorithm, does not need complicated architecture, make a good match for the thermal processes plant, and has good generalization ability. |
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| Keywords: | Thermal processes Elman network Simulated annealing algorithm Modeling |
| 本文献已被 CNKI 维普 万方数据 等数据库收录！ |
