IoT and fuzzy logic integration for improved substrate environment management in mushroom cultivation

被引:7
作者
Irwanto, Firdaus [1 ]
Hasan, Umar [1 ]
Lays, Eric Saputra [1 ]
Croix, Ntivuguruzwa Jean De La [1 ,2 ]
Mukanyiligira, Didacienne [2 ]
Sibomana, Louis [2 ]
Ahmad, Tohari [1 ]
机构
[1] Inst Teknol Sepuluh Nopember, Dept Informat, Surabaya 60111, Indonesia
[2] Univ Rwanda, Coll Sci & Technol, Kigali 3900, Rwanda
来源
SMART AGRICULTURAL TECHNOLOGY | 2024年 / 7卷
关键词
Smart agriculture; Internet of things; Smart sensors; Mushroom farming; Fuzzy logic; National food security; IRRADIATION;
D O I
10.1016/j.atech.2024.100427
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
The current era witnesses the advent of the Internet of Things (IoT), a transformative force giving rise to various technological innovations, most notably connected objects. This paradigm shift catalyzes the widespread adoption of autonomous decision -making systems, particularly in sectors like agriculture, where the aim is to amplify productivity. As a result of the agricultural domain, mushrooms have concurrently emerged as a significant component of daily diets, offering additional vitamins and flavor. Despite their popularity, cultivating mushrooms in open environments poses challenges in maintaining optimal environmental conditions, prompting numerous research efforts. Recognizing the inconsistencies in existing approaches to safeguard vital parameters in mushroom farms, this paper introduces an innovative system utilizing intelligent sensors whose real-time records are managed based on the fuzzy sets concept. These sensors, encompassing the Capacitive Soil Moisture Sensor v1.2, DHT22 Sensor, Light Dependent Resistor (LDR sensor), and Passive Infrared Receiver (PIR sensor), collectively capture essential data for decision -making in mushroom farming. Employing fuzzy logic, the system addresses pivotal aspects such as substrate watering, environmental control, light management, and pest detection. Through experimental results, it becomes evident that the proposed system not only exemplifies the potential of IoT technologies in agriculture but also offers a comprehensive and efficient approach to real-time decision -making. By aggregating sensor data, the system proves instrumental in enhancing the quality and yield of mushroom crops, showcasing a promising trajectory for sustainable and technologically driven agricultural practices.
引用
收藏
页数:13
相关论文
共 54 条
[1]  
Abougreen A.N., 2021, GREEN TECHNOLOGICAL, P257
[2]   Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry [J].
Adao, Telmo ;
Hruska, Jonas ;
Padua, Luis ;
Bessa, Jose ;
Peres, Emanuel ;
Morais, Raul ;
Sousa, Joaquim Joao .
REMOTE SENSING, 2017, 9 (11)
[3]   Overviewon the edible mushrooms in Egypt [J].
Ahmed, Adel F. ;
Mahmoud, Ghada Abd-Elmonsef ;
Hefzy, Mohamed ;
Liu, Zhenhua ;
Ma, Changyang .
JOURNAL OF FUTURE FOODS, 2023, 3 (01) :8-15
[4]  
Aishwarya R., 2022, Biologically Inspired Techniques in Many Criteria Decision Making: Proceedings of BITMDM 2021. Smart Innovation, Systems and Technologies (271), P639, DOI 10.1007/978-981-16-8739-6_56
[5]   Survey on Intelligence Edge Computing in 6G: Characteristics, Challenges, Potential Use Cases, and Market Drivers [J].
Al-Ansi, Ahmed ;
Al-Ansi, Abdullah M. ;
Muthanna, Ammar ;
Elgendy, Ibrahim A. ;
Koucheryavy, Andrey .
FUTURE INTERNET, 2021, 13 (05)
[6]   Modeling and comparison of fuzzy and on/off controller in a mushroom growing hall [J].
Ardabili, Sina Faizollahzadeh ;
Mahmoudi, Asghar ;
Gundoshmian, Tarahom Mesri ;
Roshanianfard, Ali .
MEASUREMENT, 2016, 90 :127-134
[7]   Microbial succession during button mushroom (Agaricus bisporus) production evaluated via high-throughput sequencing [J].
Ban, Ga-Hee ;
Kim, Jin-Hee ;
Kim, Sun Ae ;
Rhee, Min Suk ;
Choi, Song Yi ;
Hwang, In Jun ;
Kim, Se-Ri .
FOOD MICROBIOLOGY, 2023, 114
[8]   Diseases and pests noxious to Pleurotus spp. mushroom crops [J].
Bellettini, Marcelo B. ;
Bellettini, Sebastiao ;
Fiorda, Fernanda A. ;
Pedro, Alessandra C. ;
Bach, Fabiane ;
Fabela-Moron, Miriam F. ;
Hoffmann-Ribani, Rosemary .
REVISTA ARGENTINA DE MICROBIOLOGIA, 2018, 50 (02) :216-226
[9]   Factors affecting mushroom Pleurotus spp. [J].
Bellettini, Marcelo Barba ;
Fiorda, Fernanda Assumpcao ;
Maieves, Helayne Aparecida ;
Teixeira, Gerson Lopes ;
Avila, Suelen ;
Hornung, Polyanna Silveira ;
Maccari Junior, Agenor ;
Ribani, Rosemary Hoffmann .
SAUDI JOURNAL OF BIOLOGICAL SCIENCES, 2019, 26 (04) :633-646
[10]   Zoning irrigation smart system based on fuzzy control technology and IoT for water and energy saving [J].
Benyezza, Hamza ;
Bouhedda, Mounir ;
Rebouh, Samia .
JOURNAL OF CLEANER PRODUCTION, 2021, 302