| 陈广泰,王佳文,李争,王晓鸣,黄飞,王青松.基于BP神经网络的机车车辆智能火灾防控系统设计[J].火灾科学,2021,30(3):173-178. |
| 基于BP神经网络的机车车辆智能火灾防控系统设计 |
| Design of intelligent fire prevention and control system for locomotive and rolling stock based on BP neural network |
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| DOI：10.3969/j.issn.1004-5309.2021.03.07 |
| 基金项目:中国中车股份有限公司重大专项(2019CKZ205); 大连市重点科技研发项目(2020YF18GX006) |
| 作者 | 单位 | | 陈广泰 | 中车大连机车研究所有限公司,大连,116021 | | 王佳文 | 中车大连机车研究所有限公司,大连,116021 | | 李争 | 中车大连机车研究所有限公司,大连,116021 | | 王晓鸣 | 中车大连机车研究所有限公司,大连,116021 | | 黄飞 | 中车大连机车研究所有限公司,大连,116021 | | 王青松 | 中国科学技术大学火灾科学国家重点实验室，合肥，230026 |
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| 中文关键词: 机车车辆 火灾防控系统 分布式模块化 BP人工神经网络 智能化 |
| 英文关键词:Locomotive and rolling stock Fire prevention and control system Distributed modular BP artificial neural network Intelligent |
| 摘要点击次数: 162 |
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| 中文摘要: |
| 设计了一种分布式模块化机车车辆智能火灾防控系统,该系统由车载主处理器、多个车载现场处理器、多个传感器和多个执行器构成,各控制单元可根据各种机车车辆车型灵活配置。车载主处理器通过BP人工神经网络算法实现对火警的智能识别,可根据环境因素调节火警判断时的相关参数,适用性强,有效提高火灾防控的准确性,进而更好地保障机车车辆的运行安全。 |
| 英文摘要: |
| A distributed modular intelligent fire prevention and control system for locomotive and rolling stock is designed, which is composed of a main processor, multiple on-board field processors, multiple sensors, and multiple actuators. Each control unit can be flexibly configured according to various types of locomotive and rolling stock. The on-board main processor realizes intelligent identification of fire through BP artificial neural network algorithm, which can adjust relevant parameters in fire judgment according to environmental factors. It has strong applicability, effectively improves the accuracy of fire prevention and control, and thus better guarantees the running safety of locomotive and rolling stock. |
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