Abstract
Based on the fuzzy PID control algorithm, combined with the advantages of RBF neural network algorithm, a fuzzy RBFNN-PID control algorithm with logic judgment and self optimization is designed to realize the online optimal tuning of PID parameters. Taking CPU1214C and KP1500 touch screen as the core, the beer fermentation automatic control system and man-machine interface are designed. Matlab simulation and experimental results show that the control algorithm can improve the stability, model mismatch robustness and anti-interference ability of the temperature control system.
Publication Date
4-28-2020
First Page
115
Last Page
119,175
DOI
10.13652/j.issn.1003-5788.2020.04.021
Recommended Citation
Ya-nan, HU; Xin, LI; Kui-wei, NING; and Jin-wen, ZHAO
(2020)
"Temperature control system of beer fermentation based on fuzzy RBFNN-PID,"
Food and Machinery: Vol. 36:
Iss.
4, Article 21.
DOI: 10.13652/j.issn.1003-5788.2020.04.021
Available at:
https://www.ifoodmm.cn/journal/vol36/iss4/21
References
[1] 卢万银.基于模糊控制技术的啤酒快速发酵控制[J].酿酒科技,2012(9):90-92.
[2] 杜金钊,巨里,赵殿轩.模糊控制在啤酒发酵温度控制中的应用[J].自动化技术与应用,2013,32(9):108-110,117.
[3] 高锦,章家岩,冯旭刚.基于Smith预估补偿的啤酒发酵温度控制策略[J].食品与机械,2019,35(8):115-120.
[4] 宁奎伟,李明辉.基于遗传算法的控制参数整定及其在温度控制中的应用[J].包装工程,2016,37(5):141-145.
[5] 胡亚南,祈广利,霍蛟飞.基于模糊PID的FDM型3D打印机喷头温度控制系统[J].包装工程,2017,38(19):173-178.
[6] 王磐,洪苑乾,黄汉英,等.基于PLC的模糊PID控制器在热风干燥箱上的应用[J].食品与机械,2016,32(12):100-104.
[7] 赵世海,韩雪.基于模糊神经网络PID的焙烘机温度控制[J].天津工业大学学报,2019,38(4):83-88.
[8] 李鑫,张煜星,高博.基于S7-1200PLC的啤酒发酵温度控制系统[J].食品与机械,2018,34(4):116-120.
[9] 王大鹏,王涛,苏孝国.基于TIA Portal 环境的S7-1200的OPC通讯[J].可编程控制器与工厂自动化,2014(9):97-101.
[10] 成咏华,张冉.基于PLC的煤矿空压机变频调速系统优化设计[J].煤矿机械,2019,40(4):173-175.
[11] 吕宁,徐佳,彦鲁奇.啤酒发酵系统温度优化控制仿真研究[J].计算机仿真,2016,33(5):355-338.