| 基于BP神经网络的反潜巡逻机背景磁场补偿技术研究 |
| |
| 引用本文： | 杨兵兵,鞠建波,赵玉刚,单志超.基于BP神经网络的反潜巡逻机背景磁场补偿技术研究[J].应用声学,2016,24(1):37-37. |
| |
| 作者姓名： | 杨兵兵 鞠建波 赵玉刚 单志超 |
| |
| 作者单位： | 海军航空工程学院,海军航空工程学院,海军航空工程学院,海军航空工程学院 |
| |
| 基金项目： | 国家自然科学基金资助项目(60874112)；军队科研专项资助项目(41512321)。 |
| |
| 摘 要： | 通过分析反潜巡逻机背景磁场模型,针对传统模型求解时对模型参数求解方法存在的不足,本文提出了一种基于BP神经网络的飞机背景磁场模型求解新方法。该方法不讨论复杂的模型参数估计的问题,通过前期神经网络训练学习,直接把飞机磁补偿飞行过程中采集到的相关信号输入到训练好的网络中,得到输出干扰磁场,进而对其进行补偿。最后通过实例仿真验证了该方法的正确性和有效性,为提高反潜巡逻机磁探搜潜效能提供了科学依据,具有一定的军事意义。
|
| 关 键 词： | 反潜巡逻机 磁补偿 BP神经网络 |
| 收稿时间： | 7/3/2015 12:00:00 AM |
| 修稿时间： | 2015/8/19 0:00:00 |
The Technical Research of Anti-submarine Patrol Aircraft Magnetic Compensation Based on BP Neural Network |
| |
| JU Jianbo,Zhao Yugang and Shan Zhichao.The Technical Research of Anti-submarine Patrol Aircraft Magnetic Compensation Based on BP Neural Network[J].Applied Acoustics,2016,24(1):37-37. |
| |
| Authors: | JU Jianbo Zhao Yugang and Shan Zhichao |
| |
| Institution: | Navy Aeronautics and Astronautics University;China,Navy Aeronautics and Astronautics University;China,Navy Aeronautics and Astronautics University;China,Navy Aeronautics and Astronautics University;China |
| |
| Abstract: | According to analyzing the magnetic interference field model of anti-submarine patrol aircraft, a new method of solving the model based on BP neural network was presented in this paper. Through the training and studying of early neural network, this method directly tooke the relevant information into the trained neuralSwithout regarding to complicated model parameter estimation. After the neural network outputting magnetic interference field the interference field was compensated. Simulation result proved the correctness and validity of the method which could improve the search submarine efficiency by anti-submarine patrol aircraft using magnetic detection equipment, and it could be used in military application. |
| |
| Keywords: | anti-submarine patrol aircraft magnetic compensation BP neural network |
|
| 点击此处可从《应用声学》浏览原始摘要信息 |
| 点击此处可从《应用声学》下载免费的PDF全文 |
|
