•  
  •  
 

Corresponding Author(s)

廖锡龙(2000—),男,四川轻化工大学在读硕士研究生。E-mail:18980734913@163.com

Abstract

[Objective] To address the strong delay and nonlinearity in the Daqu fermentation process.[Methods] This study proposes a coordinated control strategy combining a Smith predictor and fuzzy proportional -integral -derivative (PID). By establishing a mathematical model of the fermentation process, the Smith predictor is used to compensate for the delay. Combined with fuzzy rules, the PID parameters are tuned online, achieving precise control of temperature and humidity.[Results] Compared with traditional and fuzzy PID control, the temperature overshoot is reduced by 23.3% and 4.7%,respectively,while the adjustment time is shortened by 15.81% and 11.53%,respectively. For humidity, the overshoot is reduced by 31.4% and 5.7%, while the adjustment time is shortened by 34.57% and 23.66%, respectively.[Conclusion] The proposed method ensures that the maximum deviation from the target temperature and humidity curves is less than 2 ℃ and 3% RH, respectively, with the error band stabilizing at ±1 ℃ and ±2% RH. The system demonstrates uniform control performance and strong robustness.

Publication Date

6-17-2026

First Page

97

Last Page

106

DOI

10.13652/j.spjx.1003.5788.2025.80584

References

[1] 徐钦祥,孟卫东,陈斌,等.口子大曲生产过程中数字化管控系统的应用 [J].酿酒科技,2019 (2):96-100.XU Q X,MENG W D,CHEN B,et al.Application of digital management system in the production process of kouzi daqu [J].Liquor-Making Science & Technology,2019 (2):96-100.
[2] 白云松,田建平,黄海飞,等.大曲发酵过程中曲房环境温度的数值分析 [J].中国酿造,2019,38(11):165-169.BAI Y S,TIAN J P,HUANG H F,et al.Numerical analysis of ambient temperature during Daqu fermentation [J].China Brewing,2019,38(11):165-169.
[3] 皇甫姗姗,朱节中,杨再强,等.中国温室环境控制研究进展[J].中国农学通报,2021,37(27):125-131.HUANGFU S S,ZHU J Z,YANG Z Q,et al.The environmental control of greenhouse in China:research progress[J].Chinese Agricultural Science Bulletin,2021,37(27):125-131.
[4] 史志明,孙聪,曹亮,等.智能温室环境控制的研究概况 [J].现代农业研究,2018,24(12):37-38.SHI Z M,SUN C,CAO L,et al.Overview of research on environmental control of intelligent greenhouse [J].Modern Agricultural Research,2018,24(12):37-38.
[5] 孙力帆,张雅媛,郑国强,等.基于 D-S证据理论的智能温室环境控制决策融合方法 [J].农业机械学报,2018,49(1):268-275.SUN L F,ZHANG Y Y,ZHENG G Q,et al.Approach to decision fusion for intelligent greenhouse environmental control based on D-S evidence theory [J].Transactions of the Chinese Society for Agricultural Machinery,2018,49(1):268-275.
[6] HAMIDANE H,EL FAIZ S,RKIK I,et al.Constrained temperature and relative humidity predictive control:Agricultural greenhouse case of study [J].Information Processing in Agriculture,2024,11(3):409-420.
[7] AGUSTIANTO K,WARDANA R,DESTARIANTO P,et al.Development of automatic temperature and humidity control system in kumbung (oyster mushroom ) using fuzzy logic controller [J].IOP Conference Series:Earth and Environmental Science,2021,672(1):012090.
[8] FURIZAL F,SUNARDI S,YUDHANA A.Temperature and humidity control system with air conditioner based on fuzzy logic and internet of things [J].Journal of Robotics and Control (JRC),2023,4(3):308-322.
[9] 刘洪朋,林毓梁,田中才,等.基于模糊控制算法的智能风筛系统设计 [J].食品与机械,2023,39(12):88-91.LIU H P,LIN Y L,TIAN Z C,et al.Design of intelligent air screen system based on fuzzy control algorithm [J].Food & Machinery,2023,39(12):88-91.
[10] 刘向勇,高雪飞,董强,等.用于食品冷冻温度控制的模糊控制系统设计 [J].食品与机械,2023,39(11):116-124.LIU X Y,GAO X F,DONG Q,et al.The design of fuzzy control system for food freezing temperature control [J].Food & Machinery,2023,39(11):116-124.
[11] 周书宇,田建平,高剑,等.大曲发酵过程的环境温湿度均匀性调控系统研究 [J].食品与发酵工业,2023,49(18):148-156.ZHOU S Y,TIAN J P,GAO J,et al.Study on regulating system of ambient temperature and humidity uniformity in Daqu fermentation process [J].Food and Fermentation Industries,2023,49(18):148-156.
[12] 朱志祥,王学庆,李旭,等.基于 Smith预估和遗传算法的低温场神经网络控制 [J].组合机床与自动化加工技术,2025(1):190-194,200.ZHU Z X,WANG X Q,LI X,et al.Neural network control of low temperature field based on Smith predictor and genetic algorithm [J].Modular Machine Tool & Automatic Manufacturing Technique,2025 (1):190-194,200.
[13] 汪智求,陈偲,任智,等.模糊 PID在红外测温系统中的应用与研究 [J].机械设计与制造,2025 (9):119-122.WANG Z Q,CHEN C,REN Z,et al.Application and research of fuzzy PID in infrared temperature measuring system [J].Machinery Design & Manufacture,2025 (9):119-122.
[14] GIERENS K,SCHUMANN U,HELTEN M,et al.A distribution law for relative humidity in the upper troposphere and lower stratosphere derived from three years of MOZAIC measurements [J].Annales Geophysicae,1999,17(9):1 218-1 226.
[15] LIU R,LI M,GUZMÁN J L,et al.A fast and practical one-dimensional transient model for greenhouse temperature and humidity [J].Computers and Electronics in Agriculture,2021,186:106186.
[16] 郭佳,徐兴洋,张佳兴,等.基于 MATLAB 的PID控制和模糊控制比较 [J].工程机械,2025,56(5):67-72,10.GUO J,XU X Y,ZHANG J X,et al.Comparison of PID control and fuzzy control based on MATLAB [J].Construction Machinery and Equipment,2025,56(5):67-72,10.
[17] 赵月林,马征,孙壮.考虑舵机时滞的船舶航向控制系统研究[J].重 庆 交 通 大 学 学 报 (自 然 科 学 版 ),2020,39(12):124-129.ZHAO Y L,MA Z,SUN Z.Ship heading control system considering time delay of steering gear [J].Journal of Chongqing Jiaotong University (Natural Sciences ),2020,39(12):124-129.
[18] 潘玲玲,罗明有,王媚,等.发酵温度对浓香型白酒杂醇油含量的影响 [J].中国酿造,2021,40(3):106-110.PAN L L,LUO M Y,WANG M,et al.Effect of fermentation temperature on fusel oil content in strong-flavor Baijiu [J].China Brewing,2021,40(3):106-110.
[19] 简睿,彭莉.绣片柜模糊 PID温湿度控制系统 [J].软件工程,2024,27(6):74-78.JIAN R,PENG L.Fuzzy PID temperature and humidity control system for embroider patch cabinet [J].Software Engineering,2024,27(6):74-78.
[20] 吴春华,俞薛颖,李智华,等.基于 FCM与高斯隶属度的光伏组件健康状态诊断 [J].电网技术,2022,46(5):1 887-1 896.WU C H,YU X Y,LI Z H,et al.Health state diagnosis of photovoltaic modules based on FCM and Gaussian membership [J].Power System Technology,2022,46(5):1 887-1 896.
[21] 刘伟.基于模糊神经网络的啤酒灌装精度控制技术 [J].食品与机械,2022,38(4):104-108.LIU W.Beer filling precision control technology based on fuzzy neural network [J].Food & Machinery,2022,38(4):104-108.

Share

COinS
 
 

To view the content in your browser, please download Adobe Reader or, alternately,
you may Download the file to your hard drive.

NOTE: The latest versions of Adobe Reader do not support viewing PDF files within Firefox on Mac OS and if you are using a modern (Intel) Mac, there is no official plugin for viewing PDF files within the browser window.