[1]郑茂全,侯媛彬,李学文,等.基于决策树改进随机逼近煤矿输送机系统智能群启动算法[J].西安科技大学学报,2016,(01):104-110.
 ZHENG Mao-quan,HOU Yuan-bin,LI Xue-wen,et al.Intelligent group-starting algorithm for coal mine belt conveyor-system based on improved stochastic approximation of decision tree[J].Journal of Xi'an University of Science and Technology,2016,(01):104-110.
点击复制

基于决策树改进随机逼近煤矿输送机系统智能群启动算法(/HTML)
分享到:

西安科技大学学报[ISSN:1672-9315/CN:61-1434/N]

卷:
期数:
2016年01期
页码:
104-110
栏目:
出版日期:
2016-02-28

文章信息/Info

Title:
Intelligent group-starting algorithm for coal mine belt conveyor-system based on improved stochastic approximation of decision tree
文章编号:
10.13800/j.cnki.xakjdxxb.2016.0118
作者:
郑茂全12侯媛彬1李学文1聂永朝2 董田田1陈夕紫1
1.西安科技大学 电气与控制工程学院,陕西 西安 710054; 2.宁夏西北煤机有限公司,宁夏 石嘴山 750000
Author(s):
ZHENG Mao-quan12HOU Yuan-bin1LI Xue-wen1 NIE Yong-chao2DONG Tian-tian1CHEN Xi-zi1
1.College of Electrical and Control Engineering,Xi'an University of Science and Technology,Xi'an 710054,China; 2.Ningxia Northwest Coal Machine Co.,Ltd., Shizuishan 750000,China
关键词:
煤料撒落 决策树 随机逼近 子系统启动斜率 智能群启动
Keywords:
coal scattered decision tree stochastic approximation start slope of subsystem intelligent group start
分类号:
TP 176; TD 76
文献标志码:
A
摘要:
在研究比较长距离带式输送机系统启动方式的基础上,针对长距离多级煤矿输送机重载启动撒落煤料问题,提出一种基于决策树改进随机逼近(IGSA-ISADT)煤矿输送机系统群智能启动算法; 该算法将长距离带式输送机系统各子系统的输送距离、胶带宽度及驱动电机功率作为条件属性,采用决策树确定不同子系统启动斜率; 加速段和匀速段分别按本子系统的启动斜率和控制误差随机逼近给定线速度。通过陕煤集团某煤矿运输距离为3 400 m的四级煤矿运输机系统进行群智能启动仿真验证,结果表明,该群智能启动比常规的比例积分控制启动各子系统逼近给定线速度效果好,最大线速度误差减小到4.22%,不仅动态误差显小而且运行平稳,可对多级输送机重载协调启动预防煤料撒落提供一种参考。
Abstract:
On the basis of studying the starting mode of long distance belt conveyor system,aimed at the coal scattered problem of the long distance coal mine conveyor when multistage system heavy starting,the intelligent group-starting is presented for coal mine belt conveyor-system based on improved stochastic approximation of decision tree(IGSA-ISADT).In this algorithm,condition attributes are selected,which are the transmission distance,the belt width and the driving motor power of the belt conveyor subsystem with long distance,the decision tree is used to determine the starting slope of different subsystems.Acceleration section is started according to the starting slope,and the uniform section is controlled by the error of randomly approximate to given linear velocity.Group intelligent start is simulated using four level coal transport system with coal transport distance of 3 400 meters in a Shaanxi coal mine.The results show that the group intelligence is better than the conventional proportional integral control system,the maximum line speed error is reduced to 4.22%,not only the dynamic error is small but also the running is stable,the algorithm can provide a reference that coal scattered is prevented when heavy starting of coal belt conveyor with multilevel subsystem.

参考文献/References:

[1] Vlad Ion,Campeanu Aurel,Enache Sorin,et al.Energy aspects and monitoring of asynchronous motors starting[J].International Conference on Optimization of Electrical and Electronic Equipment,OPTIM,Bran,Romania,2014,22(5):1-2.
[2] Werner,Ulrich.Mathematical rotordynamic model for la-teral vibration analysis of induction motors with dynamic eccentricities regarding start-up[J].Forschung im Ingenieurwesen/Engineering Research,2014,78(2):27-43.
[3] Silva F B B,Orlando M T D,Fardin J F,et al.A novel induction motor starting method using superconduction[J].Physica C:Superconductivity and its Applications,2014,507:95-102.
[4] Debruyne Colin,Sergeant Peter,Derammelaere Stijn,et al.Influence of supply voltage distortion on the energy efficiency of line-start permanent-magnet motors[J].IEEE Transactions on Industry Applications,2014,50(2):1 034-1 043.
[5] MENG Da-wei,XIA Yun-yan,XIA Yun-shuang.Engineering calculation of dynamic impedances and starting characteristics for high-voltage induction motors[J].International Transactions on Electrical Energy Systems,2015,25(5):920-932.
[6] 高 洁,裴计田,谷明霞.大型带式输送机起动特性分析及控制[J].煤炭工程,2011(10):101-103. GAO Jie,PEI Ji-tian,GU Ming-xia.Analysis and control of starting characteristics of large belt conveyor[J].Coal Engineering,2011(10):101-103.
[7] 周建中,陈代伟,王 雷,等.基于ARM的矿用带式运输机控制器的设计[J].制造业自动化,2012,34(9):104-107. ZHOU Jian-zhong,CHEN Dai-wei,WANG Lei,et al.Design of mine belt conveyor controller based on ARM[J].Manufacturing Automation,2012,34(9):104-107.
[8] 刘增环,潘明福.基于PLC及变频器技术的带式输送机控制[J].煤矿机械,2011,32(9):192-193. LIU Zeng-huan,PAN Ming-fu.Conveyor control based on PLC and inverter technology[J].Coal Mine Machinery,2011,32(9):192-193.
[9] 夏祥武.基于高压变频器的煤矿主斜井带式输送机电控系统[J].煤矿机械,2011,32(12):174-176. XIA Xiang-wu.Electric control system for belt conveyor of coal mine based on the main shaft of high voltage inverter[J].Coal Mine Machinery,2011,32(12):174-176.
[10]周熙杰.秦皇岛港煤2期翻堆线带式输送机控制系统改造[J].起重运输机械,2011(11):59-62. ZHOU Xi-jie.Control system reform of the 2 phase turn over pile conveyor belt conveyor belt in Qinhuangdao port[J].Hoisting Transport Machinery,2011(11):59-62.
[11]潘志勇.王庄煤矿井下带式输送机自适应控制系统的设计[J].煤矿机械,2011,32(12):154-156. PAN Zhi-yong.Design of adaptive control system for belt conveyor in Wangzhuang coal mine[J].Coal Mine Machinery,2011,32(12):154-156.
[12]HOU Yuan-bin,ZHENG Mao-quan.The belt conveyor control of large dip angle by FMBTES[J].Journal of Advanced in Applied Materials and Electronacs Engineering,2014,905(3):448-451.
[13]郑茂全,侯媛彬.大倾角长距离带式输送机阻力规律分析[J].工矿自动化,2013,39(10):27-32. ZHENG Mao-quan,HOU Yuan-bin.Resistance rule of large dip angle and long distance for belt conveyor[J].Industry and Mine Automation,2013,39(10):27-32.
[14]张华军,赵 金,罗 慧.基于拟牛顿法的同时扰动随机逼近算法[J].华中科技大学学报,2014,42(9):1-4. ZHANG Hua-jun,ZHAO Jin,LUO Hui.Simultaneous perturbation stochastic approximation algorithm based on quasi-Newton method[J].Journal of Huazhong University of Science and Technology,2014,42(9):1-4.
[15]张华军,赵 金,罗 慧,等.基于梯度投影法与随机优化算法的约束优化方法[J].控制与决策,2014,29(10):1 777-1 782. ZHANG Hua-jun,ZHAO Jin,LUO Hui,et al.Constrained optimization based on gradient projection method and stochastic optimization algorithm[J].Control and Decision,2014,29(10):1 777-1 782.
[16]刘仁龙,杨建奎,熊世峰.基于平均化的截尾随机逼近算法[J].中国科学院大学学报,2015,32(3):289-294. LIU Ren-long,YANG Jian-kui,XIONG Shi-feng.Averaging-based truncated stochastic approximation algorithm[J].Journal of University of Chinese Academy of Science,2015,32(3):289-294.
[17]HAN Li-xia,LAN Shao-jiang.Modified electromagnetism-like method for constrained optimization problems[J].Advances in Electronic Engineering, Communication and Management, the series Lecture Notes in Electrical Engineering Lecture Notes in Electrical Engineering,2012,139(1):323-329.
[18]Magnanil Goswami, Sudakshina Kundu.Constrained optimization of CMOS analog circuits via all-inversion region MOS model[J].Computational Advancement in Communication Circuits and Systems, the series Lecture Notes in Electrical Engineering,2015(335):395-405.

备注/Memo

备注/Memo:
收稿日期:2015-07-21 责任编辑:高 佳 基金项目:中国煤炭科工集团科技创新基金项目(2011ZD007) 通讯作者:郑茂全(1964-),男,甘肃兰州人,教授级高工,E-mail:zhengmaoquan@sina.com
更新日期/Last Update: 1900-01-01