| 基于遗传算法的前馈神经网络火灾探测 |
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| 引用本文： | 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. |
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| 作者姓名： | 吴龙标 张本矿 连加锐 |
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| 作者单位： | [1]中国科技大学火灾科学国家重点实验室 [2]中国科技大学电子技术部 |
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| 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剑性。
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| 关 键 词： | 火灾探测 BP算法 遗传算法 神经网络 |
Genetic Algorithm Based Feedforward Neural Networks For Fire Detection |
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| WU Long-biao,ZHANG Ben-kuang and LIAN Jia-rui.Genetic Algorithm Based Feedforward Neural Networks For Fire Detection[J].Fire Safety Science,1998,7(2):21-26. |
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| Authors: | WU Long-biao ZHANG Ben-kuang and LIAN Jia-rui |
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| Institution: | University of Science and Technology of China;University of Science and Technology of China;University of Science and Technology of China |
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| Abstract: | 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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| Keywords: | Fire Detection BP Algorithm Genetic Algorithm |
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