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基于模糊PID的采棉机作业速度最优控制算法与试验
  • ISSN号:1000-1298
  • 期刊名称:《农业机械学报》
  • 时间:0
  • 分类:S225.911[农业科学—农业机械化工程;农业科学—农业工程] TP273.4[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]上海大学机电工程与自动化学院,上海200072, [2]中国农业机械化科学研究院,北京100083, [3]贵州平水机械有限责任公司,安顺561104
  • 相关基金:国家自然科学基金资助项目(51375293); 上海市基础研究重点资助项目(12JC1404100); 高新技术产业化重点资助项目(11CH-05)
中文摘要:

针对采棉机作业速度影响采棉效率的问题,提出基于模糊PID控制技术的采棉机作业速度实时调整算法,建立行走速度调节模型,实现采棉机作业速度最优控制。该算法通过实时获取棉花在线流量,经采棉输入负荷梯度堵塞条件约束,并将模糊算法和常规PID控制相结合,应用模糊规则和推理方法对PID参数进行在线整定,实时调节行走速度,实现作业速度最优控制。借助基于FPGA的硬件控制器在4MZ-5型采棉机上进行了试验研究。试验表明:所提出的算法可以根据棉花在线流量当量大小实时调整作业速度,提高了采棉机作业效率;有效避免了因采棉量过大造成的输棉管堵塞故障,提高了采棉机智能化水平。

英文摘要:

The working efficiency of cotton-picking machine is always influenced by its working speed. To solve this problem, an algorithm for real-time adjusting the working speed was put forward based on fuzzy PID control technology. The walking speed regulation model was also established to achieve the optimal control of the working speed of cotton-picking machine. The algorithm combined the traditional PID control with fuzzy algorithm by acquiring the real-time parameters under the input load gradient congestion conditions, such as cotton production online. Both the fuzzy rules and reasoning method of PID were used to set online parameters and adjust the real-time working speed to achieve optimal control of operating speed. The field test was conducted by using 4MZ- 5 five-line cotton-picking machine based on FPGA hardware. The testing result showed that the algorithm response speed was stable in 75 s. According to the cotton volume of online production, several parameters were adjusted by using fuzzy rules under the load gradient and block boundary conditions, which ensured the stability of picking up for cotton-picking machine with the best speed and improved working efficiency. It also reduced the loss in the process of picking cotton, and effectively avoided the tube plugging failure as a result of large amount of cotton. The system showed a strong flexibility and versatility and it could be used to reduce the driver' s workload and improve the automation and information level for large equipment.

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期刊信息
  • 《农业机械学报》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国农业机械学会 中国农业机械化科学研究院
  • 主编:任露泉
  • 地址:北京德胜门外北沙滩一号6号信箱
  • 邮编:100083
  • 邮箱:njxb@caams.org.cn
  • 电话:010-64882610 64867367
  • 国际标准刊号:ISSN:1000-1298
  • 国内统一刊号:ISSN:11-1964/S
  • 邮发代号:2-363
  • 获奖情况:
  • 荣获中国科协优秀期刊二等奖,1997~2000年连续4年获中国科协择优资金,被列入中国期刊方阵,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 美国化学文摘(网络版),英国农业与生物科学研究中心文摘,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:42884