Objective:Solve the problems of low working efficiency and low filling accuracy of beer filling machine.Methods:The structure and working principle of beer filling machine were analyzed, and the control mode based on the weight deviation of secondary supplementary filling was determined; On the basis of PLC controller, using the characteristics of strong anti-interference ability of fuzzy algorithm and good self-adaptability of neural network algorithm, a PID control strategy based on fuzzy neural network was proposed, and simulation analysis and filling test were carried out.Results:Within the set target range, the maximum deviation of filling weight was only 1.7 g, and the filling qualification rate was 100%. Compared with the traditional PID control, the response speed of the algorithm was improved by 55% and the filling accuracy was improved by 50%.Conclusion:The test method can effectively improve the filling accuracy and filling efficiency, and can meet the requirements of stable, fast and reliable operation of automatic production line.

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[1] 刘成伟,闻娜,沈海军.基于PLC的旋转型液体灌装机控制系统研究[J].食品工业,2017,38(12):204-206.LIU Cheng-wei,WEN Na,SHEN Hai-jun.Research on control system of rotary liquid filling machine based on PLC[J].The Food Industry,2017,38(12):204-206.
[2] 张柯,张琦.饮料食品定量灌装智能控制系统设计[J].食品工业,2020,41(11):229-232.ZHANG Ke,ZHANG Qi.Design of intelligent control system for quantitative filling of beverage and food[J].The Food Industry,2020,41(11):229-232.
[3] 肖明杰.基于滑模变结构的灌装多电机系统高性能协同控制方法研究[D].株洲:湖南工业大学,2021:11-13.XIAO Ming-jie.Research on high performance cooperative control method of filling multi-motor system based on sliding mode variable structure[D].Zhuzhou:Hunan University of Technology,2021:11-13.
[4] 陈思,柴春雷.基于模糊切换的食品灌装机械压力自动控制方法[J].食品工业,2021,42(10):205-209.CHEN Si,CHAI Chun-lei.Automatic pressure control method of food filling machine based on fuzzy switching[J].The Food Industry,2021,42(10):205-209.
[5] 杨勇,赵崇杰,王佳欣,等.贮液缸液位系统双模糊PID控制研究[J].广东技术师范大学学报,2021,42(3):33-38.YANG Yong,ZHAO Chong-jie,WNAG Jia-xin,et al.A study on the control of the liquid level system of liquid storage tanks based on double fuzzy PID[J].Journal of Guangdong Polytechnic Normal University,2021,42(3):33-38.
[6] 周洁,郑维,张玉芳.基于RBF神经网络的灌装机控制系统设计[J].包装工程,2021,42(19):254-259.ZHOU Jie,ZHENG Wei,ZHANG Yu-fang.Design of filling machine control system based on RBF neural network[J].Packaging Engineering,2021,42(19):254-259.
[7] 申超群,宰守香.基于RBF-PID的啤酒灌装机贮液缸内液位控制[J].包装工程,2017(5):45-48.SHEN Chao-qun,ZAI Shou-xiang.Liquid storage tank liquid level control of beer filling machine based on RBF-PID[J].Packaging Engineering,2017(5):45-48.
[8] 杨静,陈彩霞,罗哲辉,等.多工位回转式灌装饮料包装旋盖机设计[J].食品与机械,2021,37(2):125-129.YANG Jing,CHEN Cai-xia,LUO Zhe-hui,et al.Design of multi-station rotary capping machine for filing beverage packaging[J].Food & Machinery,2021,37(2):125-129.
[9] 杨忠.基于PLC的电子灌装计量系统设计[J].包装工程,2011,32(17):87-90.YANG Zhong.Design of PLC-based electronic measurement filling system[J].Packaging Engineering,2011,32(17):87-90.
[10] 李新华,蔡大宇,彭辉,等.一种高速灌装自适应控制方法[J].仪器仪表学报,2017,38(7):1 738-1 746.LI Xin-hua,CAI Da-yu,PENG Hui,et al.Adaptive control approach for high-speed filling process[J].Chinese Journal of Scientific Instrument,2017,38(7):1 738-1 746.
[11] 龙飞帆,李荣隆,刘芳.多颗粒态油辣椒物料自动灌装机控制系统研究[J].食品与机械,2020,36(7):114-116.LONG Fei-fan,LI Rong-long,LIU Fang.Study on the control system of the automatic filling machine for the oil and pepper with multi particle state[J].Food & Machinery,2020,36(7):114-116.
[12] 李强.高精度液体灌装动态称重控制系统研究[D].成都:四川大学,2021:27-29.LI Qiang.Research on high precision liquid filling dynamic weighing control system[D].Chengdu:Sichuan University,2021:27-29.
[13] CHENG Yan-ming,LIU Cheng,WU Jing,et al.Design of liquid filling machine positioning system based on RBF neural network active disturbance rejection controller[J].Machine Tool & Hydraulics,2020,48(18):172-176.

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