针对现有的船舶机舱的环境监测报警系统无法对船舱火灾进行预警的缺点,设计一种基于BP神经网络的船舱温度预警系统。对船舱某一固定点的温度进行模拟仿真得到预测结果,并通过与实际测得的温度数据比较验证系统仿真得到结果的正确性。实验证明,该船舱温度预测模型预测的结果与真实测得的温度数据比较具有相对较高的准确性,可以达到温度预测的效果,对船舶机舱对火灾进行预警具有一定意义。
Aiming at the existing ship engine room environment monitoring alarm system is unable to cabin fire warning defects, design a based on BP neural network cabin temperature warning system. The cabin of a fixed point temperature of simulation prediction results were obtained, and compared with the actual measured temperature data comparison to verify the correctness of the simulation results. Experiments show that, the cabin temperature prediction model for the prediction of the results and the real measured temperature data comparison with relatively high accuracy, can achieve the effect of temperature prediction, of ship engine room fire warning has a certain significance.
2017,39(1): 145-149 收稿日期:2016-05-30
DOI:10.3404/j.issn.1672-7619.2017.01.030
分类号:TP277
作者简介:王明强(1964-),男,教授,研究方向为现代机械设计理论与方法、现代机电产品及工程开发。
参考文献:
[1] 曹玉姣. 船舶机舱自动化监控系统研究[J]. 中国水运, 2010:107-109. CAO Yu-jiao. Research on automatic monitoring system of marine engine room[J]. China Water Transport, 2010:107-109.
[2] 刘跃. 基于. NET的船舶机舱自动化及智能故障诊断技术研究[D]. 镇江:江苏科技大学, 2007:2-8. LIU Yue. Research on marine engine room automation and intelligent fault diagnosis technology based on. NET[D]. Zhenjiang:Jiangsu University of Science and Technology, 2007:2-8.
[3] 阎平凡, 张长水. 人工神经网络与模拟进化计算[M]. 北京:清华大学出版社, 2000. YAN Ping-fan, ZHANG Chang-shui. Artificial neural network and evolutionary computing[M]. Beijing:Tsinghua University Press, 2000.
[4] 孟建伟, 黄学武. 基于CAN总线的船舶机舱综合监控系统[J]. 科技向导, 2012(8):91-93.
[5] 徐丽娜. 神经网络控制[M]. 哈尔滨:哈尔滨工业大学出版社, 1999. XU Li-na. Neural network control[M]. Harbin:Harbin Institute of Technology press, 1999.
[6] 许中华, 杨伟丰, 蒋伟进. BP神经网络学习算法的改进与应用[J]. 计算机工程与科学, 2004, 26(12), 61-6. XU Zhong-hua, YANG Wei-feng, JIANG Wei-jin. BP neural network learning algorithm improvement and application of[J]. Computer Engineering and Science, 2004, 26(12), 61-6.
[7] 高隽. 人工神经网络原理及仿真实例[M]. 北京:机械工业出版社, 2003, 49-70. GAO Jun. Artificial neural network principle and simulation examples[M]. Beijing:Mechanical Industry Press, 2003, 49-70.
[8] Silnon Haykin著. 叶世伟, 史忠植译. 神经网络原理[M]. 北京:机械工业出版社, 2004, 60-80. SILNON H, YE Shi-wei, SHI Zhong-zhi, translated. Neural network theory[M]. Beijing:Mechanical Industry Press, 2004, 60-80.
[9] ZHANG Shou-chun, GAO Jun-bo. Design of autopilot steering alarm system on ship based on CAN-bus[C]//International Conference on Electronic and Mechanical Engineering and Information Technology (EMEIT), 2011:4085-4088.
[10] MARITIN T, HAGAN H B, DEMUTH M B著. 戴葵等译. 神经网络设计[M]. 北京:机械工业出版社, 2005, 30-45. MARITIN T, HAGAN H B, DEMUTH M B et al. Dai Kui translated. neural network design[M]. Beijing:Mechanical Industry Press, 2005, 30-45.