详细信息
基于变论域模糊控制算法的树木年轮测量仪直流电机转速控制 ( EI收录)
DC motor speed control of annual-ring measuring instrument based on variable universe fuzzy control algorithm
文献类型:期刊文献
中文题名:基于变论域模糊控制算法的树木年轮测量仪直流电机转速控制
英文题名:DC motor speed control of annual-ring measuring instrument based on variable universe fuzzy control algorithm
作者:姚建峰[1,2] 卢军[1] 郑一力[3] 王雪峰[1] 赵燕东[3] 尘兴灿[3] 雷冠南[3] 唐守正[1]
第一作者:姚建峰
通信作者:Tang, Shouzheng
机构:[1]中国林业科学研究院资源信息研究所,北京100091;[2]河南省信阳师范学院计算机与信息技术学院,信阳464000;[3]北京林业大学工学院,北京100083
年份:2019
卷号:35
期号:14
起止页码:57-63
中文期刊名:农业工程学报
外文期刊名:Transactions of the Chinese Society of Agricultural Engineering
收录:CSTPCD;;EI(收录号:20194707708249);Scopus(收录号:2-s2.0-85075080311);北大核心:【北大核心2017】;CSCD:【CSCD2019_2020】;
基金:中央级公益性科研院所基本科研业务费专项资金重点项目(CAFYBB2018SZ007)
语种:中文
中文关键词:算法;模糊控制;树木年轮测量仪;PID控制;变论域
外文关键词:algorithms;fuzzy control;annual-ring measuring instrument;PID control;variable universe
分类号:S758.7
摘要:为提高电机转速控制精度,分析了PID控制算法和变论域模糊控制算法原理,分别使用这2种控制算法控制年轮测量仪直流电机,并对落叶松、油松、云杉、山杨、白桦、红桦、辽东栎等7个树种圆盘进行测试,每个树种测试10次。变论域模糊控制算法电机转速在电机启动后约90ms后进入稳定状态,PID控制算法约需要160ms才进入稳定状态。在70组测试数据中,变论域模糊控制算法的误差标准差的总平均值是33.8r/min,PID控制算法的误差标准差的总平均值是40.3r/min,模糊控制算法的控制精度比PID控制算法高0.21%。试验结果表明:变论域模糊控制算法与PID控制算法相比,变论域模糊控制算法响应速度快、鲁棒性好、稳态误差小。在变论域模糊控制算法的控制下,年轮测量仪对7个树种的平均年轮测量精度是84.38%,而PID控制算法下的平均测量精度是78.13%。因此,年轮测量仪直流电机控制算法选用变论域模糊控制算法。
A annual-ring measuring instrument drives a drill needle into a tree by a DC motor and determines the age of the tree according to the change of the resistance of the drill needle.Because the density of trees varies greatly among different tree species,even in the same tree,the density of early wood and late wood also varies greatly,the resistance of the drill needle varies greatly and the load of the DC motor varies greatly.If the DC motor is not controlled by a suitable speed control algorithm,the speed error of the DC motor will be very large.The measuring accuracy of the annual-ring measuring instrument decreases with the increase of the DC motor speed error.How to improve the accuracy of motor speed is one of the key technologies in the annual-ring measuring instrument.The principle of PID control algorithm and variable universe fuzzy control algorithm were analyzed.The two control algorithms were used to control DC motor of annual ring measuring instrument,respectively.The discs of 7 tree species,including Larix,Pinustabulaeformis,Spruce,Poplar,Betula platyphylla,Betula koraiensis and Quercus liaotungensis were drilled by the annual-ring measuring instrument that was controlled by PID control algorithm and variable universe fuzzy control algorithm,respectively.The experimental tree species included conifers,hard broadleaf trees and soft broadleaf trees.The wood density distribution of experimental trees basically covered the density distribution range of common trees in temperate zone.Five discs were selected for each experimental tree species,and each disc was tested twice with the two control algorithms,respectively.The starting measurement points of the two control algorithms were as close as possible and the measurement directions of the two control algorithms were the same in every group test to ensure that the drilling paths of two control algorithms in the disc was close,and the difference of wood properties of the two drilling paths was little.The starting characteristics of DC motor,the standard deviation of DC motor speed error was analyzed.If the motor was controlled by the variable universe fuzzy control algorithm,it took about 90 ms to reach a stable state after the motor was started,while if the motor was controlled by the PID control algorithm,it took about 160 ms.In 70 tests,the average error standard deviation of the variable universe fuzzy control algorithm was 33.8 r/min,and that of the PID control algorithm was 40.3 r/min.The control precision of the variable universe fuzzy control algorithm was 0.21%higher than that of the PID control algorithm.Among the 7 tested tree species,the variation range of error standard deviation of variable universe fuzzy control algorithm of 6 tree species was less than that of PID algorithm,and that of variable universe fuzzy control algorithm of only one tree species was slightly larger than that of PID algorithm.The experimental results show that the variable universe fuzzy control algorithm has the advantages of faster response,better robustness and smaller steady-state error compared with PID control algorithm.Therefore,the variable universe fuzzy control algorithm was selected to control the DC motor of the annual-ring measuring instrument.
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