位置:成果数据库 > 期刊 > 期刊详情页
猪用智能粥料器控制系统研究
  • ISSN号:1000-1298
  • 期刊名称:《农业机械学报》
  • 时间:0
  • 分类:TH823[机械工程—仪器科学与技术;机械工程—精密仪器及机械] TP212[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]蚌埠学院电子与电气工程系,蚌埠233000, [2]南京理工大学机械工程学院,南京210094
  • 相关基金:国家自然科学基金项目(51175267); 安徽省高等学校省级自然科学重点基金项目(KJ2013Z193)
中文摘要:

设计了一种基于嵌入式微控制器的猪用智能粥料器控制系统,该控制系统实现了粥料器在连续送料过程中干饲料和水分的质量比例(水料比)按设定值进行动态调节,饲料日送料量能得到精确控制。通过静态测量方法获取样本数据,建立饲料出料速度与送料电动机转速间的最小二乘支持向量回归(LS-SVR)模型。在粥料器连续送料过程中,采用LS-SVR模型融合格罗布斯准则及阈值判断等数据处理方法对实时采样数据的异常值进行剔除,由最小二乘线性回归预测出固定时间内的干饲料出料量,在进水量可准确测量的前提下,实现水料比动态调节。粥料器控制系统通过结合静态测量及LS-SVR回归模型的质量递推补偿方法对粥料器每日的送料量进行质量补偿,实现了对粥料器日送料量的精确控制。控制系统的水料比动态调节误差在4%以内,质量递推补偿方法可以保证平均单头猪日进食量误差不超过1 g。

英文摘要:

The control system of a smart pig porridge feeder was designed based on MCU whose kernel was the ARM Cortex-M3. The control system could well solve the problems of pig porridge feeder which include both the weight proportion between water and dry feeding,and the dry feeding weight delivered for every day. The ways of dynamical adjustment for the weight proportion of water and dry feed were shown as follows. Firstly,the least square support vector regression( LS-SVR) model between the delivered speed of the dry feeding and the motor's rotary speed was founded. Then referred to the LSSVR model,the abnormal real-time sampling weight value during continuous delivering feed was removed by using some data process methods,such as the threshold value judgment and the Grubbs criterion. At last,the value of feeding at certain times was predicted via the line regression model attained by least squares fitting the rest of sampling data. Because the water flow could be truly detected by a flow sensor,the weight proportion of water and dry feed was well adjusted. Using recursive weight compensation combined the LS-SVR model and static measurement means,the delivered dry feeding weight for one day was accurately controlled by the control system. After being mixed with stirred fully by the feeder using the control system,the water and the dry feed were turned to porridge whose nutrients should be better absorbed by pigs. The weight proportion of water and dry feed error was below 4%. The weight error of feeding for a pig per day was less than 1 g.

同期刊论文项目
期刊论文 16 会议论文 2 专利 4
同项目期刊论文
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