Design of an integrated gate irrigation system with measurement and control based on Cloud-Edge-End collaboration and fuzzy algorithm
•The “Cloud-Edge-End” architecture enables real-time, precise irrigation management.•The Integrated system features precision control, stable performance, and a user-friendly HMI.•Fuzzy logic control ensures accurate gate regulation and stable flow control. In response to challenges such as outdated...
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| Vydáno v: | Computers and electronics in agriculture Ročník 239; s. 111035 |
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| Hlavní autoři: | , , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Elsevier B.V
01.12.2025
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| Témata: | |
| ISSN: | 0168-1699 |
| On-line přístup: | Získat plný text |
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| Abstract | •The “Cloud-Edge-End” architecture enables real-time, precise irrigation management.•The Integrated system features precision control, stable performance, and a user-friendly HMI.•Fuzzy logic control ensures accurate gate regulation and stable flow control.
In response to challenges such as outdated agricultural irrigation canal infrastructure and inefficient control and management methods, which result in low water resource utilization, a measurement and control integrated gate irrigation system based on the STM32 embedded microprocessor (STM32) has been developed. The system is based on the “Cloud-Edge-End” collaborative architecture (CEEA), utilizing agricultural Internet of Things (IoT) technologies such as advanced sensors, embedded systems, and wireless communication, and employs fuzzy logic (FL) control. The gate body is designed as a reliable, stable, and adjustable sliding plate structure. The opening and closing mechanism utilize a stepper motor to directly drive the threaded vice, generating a lifting movement of the gate plate. The control system includes key modules such as the main control unit, photovoltaic power supply, data acquisition, wireless communication, motor drive, and other essential components. The cloud platform facilitates remote monitoring and human–machine interaction via both web and mobile terminals, enabling convenient operation and data visualization. The regulation and control of the gate system is based on in-situ edge calculation by the master controller, which integrates the target flow rate with the real-time monitored flow rate. The FL control ensures accurate and stable regulation of the gate opening and flow rate. The performance test and experimental verification (during the rice jointing period) show that the integrated measurement and control gate system offers high regulation and control accuracy. Among them, the relative errors of local control and remote control are about 1 %, and the effect of local control is better than that of remote control. The correlations between the flow rate and the gate opening, as well as between the flow rate and the water level behind the gate are both relatively high. R2 of the latter is as high as 0.99. Additionally, the relative error of the automatic flow control remains within ± 5 %, indicating that the system exhibits high precision in flow regulation and control. The system is particularly suitable for small and medium sized agricultural irrigation and drainage projects, providing new equipment support for the advancement of modern agricultural water conservation technology. |
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| AbstractList | •The “Cloud-Edge-End” architecture enables real-time, precise irrigation management.•The Integrated system features precision control, stable performance, and a user-friendly HMI.•Fuzzy logic control ensures accurate gate regulation and stable flow control.
In response to challenges such as outdated agricultural irrigation canal infrastructure and inefficient control and management methods, which result in low water resource utilization, a measurement and control integrated gate irrigation system based on the STM32 embedded microprocessor (STM32) has been developed. The system is based on the “Cloud-Edge-End” collaborative architecture (CEEA), utilizing agricultural Internet of Things (IoT) technologies such as advanced sensors, embedded systems, and wireless communication, and employs fuzzy logic (FL) control. The gate body is designed as a reliable, stable, and adjustable sliding plate structure. The opening and closing mechanism utilize a stepper motor to directly drive the threaded vice, generating a lifting movement of the gate plate. The control system includes key modules such as the main control unit, photovoltaic power supply, data acquisition, wireless communication, motor drive, and other essential components. The cloud platform facilitates remote monitoring and human–machine interaction via both web and mobile terminals, enabling convenient operation and data visualization. The regulation and control of the gate system is based on in-situ edge calculation by the master controller, which integrates the target flow rate with the real-time monitored flow rate. The FL control ensures accurate and stable regulation of the gate opening and flow rate. The performance test and experimental verification (during the rice jointing period) show that the integrated measurement and control gate system offers high regulation and control accuracy. Among them, the relative errors of local control and remote control are about 1 %, and the effect of local control is better than that of remote control. The correlations between the flow rate and the gate opening, as well as between the flow rate and the water level behind the gate are both relatively high. R2 of the latter is as high as 0.99. Additionally, the relative error of the automatic flow control remains within ± 5 %, indicating that the system exhibits high precision in flow regulation and control. The system is particularly suitable for small and medium sized agricultural irrigation and drainage projects, providing new equipment support for the advancement of modern agricultural water conservation technology. |
| ArticleNumber | 111035 |
| Author | Jin, Liyong Zhang, Ying Ni, Jun Jiang, Xiaoping Cao, Weixing Wang, Xingchen Zhu, Yan |
| Author_xml | – sequence: 1 givenname: Xingchen surname: Wang fullname: Wang, Xingchen organization: College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China – sequence: 2 givenname: Ying surname: Zhang fullname: Zhang, Ying organization: College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China – sequence: 3 givenname: Liyong surname: Jin fullname: Jin, Liyong organization: Jiangsu Rainfolks Irrigation System Co., Ltd, Nanjing 210011, China – sequence: 4 givenname: Jun surname: Ni fullname: Ni, Jun organization: College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China – sequence: 5 givenname: Yan surname: Zhu fullname: Zhu, Yan organization: College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China – sequence: 6 givenname: Weixing surname: Cao fullname: Cao, Weixing organization: College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China – sequence: 7 givenname: Xiaoping surname: Jiang fullname: Jiang, Xiaoping email: xpjiang@njau.edu.cn organization: College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China |
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| Keywords | “Cloud-Edge-End” collaborative architecture Fuzzy control STM32 microprocessor Intelligent irrigation Measurement and control integrated gate |
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