| 吴龙标,张本矿,连加锐.基于遗传算法的前馈神经网络火灾探测[J].火灾科学,1998,7(2):21-26. |
| 基于遗传算法的前馈神经网络火灾探测 |
| Genetic Algorithm Based Feedforward Neural Networks For Fire Detection |
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| DOI：10.3969/j.issn.1004-5309.年.期.顺序 |
| 基金项目: |
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| 中文关键词: 火灾探测 BP算法 遗传算法 |
| 英文关键词:Fire Detection BP Algorithm Genetic Algorithm |
| 摘要点击次数: 502 |
| 全文下载次数: 757 |
| 中文摘要: |
| 分析了前馈神经网络火灾探测的基本原理；针对ＢＰ算法的缺陷，提出用遗传算法（ＧＡ）和ＢＰ相结合的一种方法，即：ＢＰ—ＧＡ算法；并把ＢＰ—ＧＡ算法用于火灾探测的模拟，结果表明：前馈神经网络是处理火灾信号的良好方法，ＢＰ—ＧＡ算法提高了网络的收敛性 |
| 英文摘要: |
| The basic theories of Feedforward Neural Networks For Fire Detection are analyzed. A Method of combining BP Algorithm and Genetic Algorithm (BP-GA) is presented because of BP’s limitation. BP-GA Applied in fire detection, the results are manifested: It is a good way to process the fire signal using Feedforward Neural Networks, BP-GA inproves thd networks’ convergence. |
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