Fuzzy automatic control of the irrigation process for the IoT-based smart farming systems

被引:0
|
作者
Zheng, Yue [1 ]
Jiang, Zhijian [2 ]
Kozlov, Oleksiy, V [3 ]
Kondratenko, Yuriy P. [3 ,4 ,5 ]
机构
[1] Yancheng Polytech Coll, Dept Informat & Secur, Yancheng, Jiangsu, Peoples R China
[2] Yancheng Huayao Agr Biotechnol Co Ltd, Yancheng, Jiangsu, Peoples R China
[3] Petro Mohyla Black Sea Natl Univ, Intelligent Informat Syst Dept, Mykolaiv, Ukraine
[4] Inst Artificial Intelligence Problems MES, Kiev, Ukraine
[5] NAS Ukraine, Kiev, Ukraine
关键词
Smart farming system; irrigation system; soil moisture and pH control; fuzzy logic; fuzzy controller; Internet of Things;
D O I
10.3233/AIS-230403
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is dedicated to the development and research of the advanced IoT-based fuzzy control system of the irrigation process for smart farming complexes of various types. The proposed automatic control system makes it possible to attain sufficiently high quality indicators of the soil moisture and pH control, which significantly improve the overall efficiency of irrigation processes and, as a result, the processes of growing various plants. In particular, more accurate control of soil moisture and pH allows improving soil microbial activity, optimizing nutrient uptake, increasing water utilization efficiency within the cultivated plants, which directly contribute to increased crop yields and sustainable resource management in agriculture. The designed system is created based on the principles of (a) hierarchical two-level IoT-based control, (b) simple and reliable two-channel fuzzy logic control with high performance and accuracy, as well as (c) easy customization and adaptability for various smart farming complexes. To evaluate the effectiveness of the proposed advanced system, the simulation experiments for automatic control of an irrigation process using the developed fuzzy controllers are carried out in this study at given optimal parameters (soil moisture and pH level) of growing conditions for two different crops: tomato and beet. The analysis of the obtained results of computer simulation shows that the designed system has higher efficiency and quality indicators compared to existing analogs when used for two different crops with significantly different optimal parameters of growing conditions.
引用
收藏
页码:337 / 363
页数:27
相关论文
共 50 条
  • [31] IoT based intelligent irrigation support system for smart farming applications
    Nawandar, Neha Kailash
    Satpute, Vishal
    ADCAIJ-ADVANCES IN DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE JOURNAL, 2019, 8 (02): : 73 - 85
  • [32] Information-Centric IoT-Based Smart Farming with Dynamic Data Optimization
    Pal, Souvik
    VijayKumar, Hannah
    Akila, D.
    Jhanjhi, N. Z.
    Darwish, Omar A.
    Amsaad, Fathi
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 74 (02): : 3865 - 3880
  • [33] An IoT-Based Smart Classroom
    Paul, Chinju
    Ganesh, Amal
    Sunitha, C.
    INTERNATIONAL CONFERENCE ON COMPUTER NETWORKS AND COMMUNICATION TECHNOLOGIES (ICCNCT 2018), 2019, 15 : 9 - 14
  • [34] Distributed aerial processing for IoT-based edge UAV swarms in smart farming
    Mukherjee, Anandarup
    Misra, Sudip
    Sukrutha, Anumandala
    Raghuwanshi, Narendra Singh
    COMPUTER NETWORKS, 2020, 167
  • [35] IoT-based Shutter Movement Simulation for Smart Greenhouse using Fuzzy-Logic Control
    Ameen, Nihad M.
    Al-Ameri, Janan A. Mahdi
    12TH INTERNATIONAL CONFERENCE ON THE DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2019), 2019, : 635 - 639
  • [36] IoT-Based Automatic Hydro-Organic Smart Farming System in Greenhouse with Solar Panels for Khok Nong Na
    Soodtoetong, Nantinee
    Channgam, Surachet
    Gedkhaw, Eakbodin
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2023, 19 (18) : 101 - 122
  • [37] IoT-Based Smart Monitoring System Using Automatic Shape Identification
    Deniziak, Stanislaw
    Michno, Tomasz
    Pieta, Pawel
    PROCEEDINGS OF THE 2015 FEDERATED CONFERENCE ON SOFTWARE DEVELOPMENT AND OBJECT TECHNOLOGIES, 2017, 511 : 1 - 18
  • [38] Design of IOT-Based Smart Laundry Applications Using Fuzzy Algorithms
    Saleha, Baqiatus
    Nasution, Surya Michrandi
    Prasasti, Anggunmeka Luhur
    2020 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY SYSTEMS AND INNOVATION (ICITSI), 2020, : 393 - 397
  • [39] Trusted Smart Irrigation System Based on Fuzzy IoT and Blockchain
    Jdey, Imen
    SERVICE-ORIENTED COMPUTING - ICSOC 2022 WORKSHOPS, 2023, 13821 : 154 - 165
  • [40] A smart IoT-based irrigation system design using AI and prediction model
    Behzadipour, Faeze
    Raeini, Mahmod Ghasemi Nezhad
    Mehdizadeh, Saman Abdanan
    Taki, Morteza
    Moghadam, Bijan Khalil
    Bavani, Mohammad Reza Zare
    Lloret, Jaime
    NEURAL COMPUTING & APPLICATIONS, 2023, 35 (35): : 24843 - 24857