南京理工大学学报(自然科学版)2012,Vol.36Issue(2):238-244,7.
某扫雷车扫雷犁电液伺服系统辨识与控制
Modeling and Control for Mine Sweeping Plough Electro-hydraulic Servo System of Certain Mine-clearing Vehicle
高强 1金勇 2侯远龙 1季丽君1
作者信息
- 1. 南京理工大学机械工程学院,江苏南京210094
- 2. 总装备部工程兵军代局武汉军代室,湖北武汉430073
- 折叠
摘要
Abstract
To control the nonlinearity and time-variation of the mine sweeping plough electro-hydraulic servo system in a certain mine-clearing vehicle,the modeling and control techniques are studied here. First,the neural network identification scheme of the off-line training and on-line minor adjustment is presented. The scheme can offer a better solution to the problem that the back-propagation (BP) neural network is easy to fall into the local minimum and accelerate the convergence of BP algorithm. By keeping the weight value reasonable after the off-line training,the scheme avoids the oscillation when using the on-line minor adjustment. Secondly,the neural network model reference adaptive control is introduced. The on-line neural network identifier offers the real-time gradient information to the neural network controller to guarantee its proper learning and modification. The results of the simulation and the prototype test prove that the proposed modeling scheme and control scheme are effective and suitable.关键词
扫雷车/扫雷犁/电液伺服系统/神经网络/在线辨识/离线辨识/自适应控制Key words
mine-clearing vehicles/ mine sweeping ploughs/ electro-hydraulic servo system / neural network/on-line modeling/off-line modeling/adaptive control分类
信息技术与安全科学引用本文复制引用
高强,金勇,侯远龙,季丽君..某扫雷车扫雷犁电液伺服系统辨识与控制[J].南京理工大学学报(自然科学版),2012,36(2):238-244,7.