An Intelligent IoT-Based System Design for Controlling and Monitoring Greenhouse Temperature

被引:72
|
作者
Subahi, Ahmad F. [1 ]
Bouazza, Kheir Eddine [1 ,2 ]
机构
[1] Umm Al Qura Univ, Univ Coll Al Jamoum, Dept Comp Sci, Mecca 21421, Saudi Arabia
[2] Univ Oran, Lab Informat & Technol Informat Oran LITIO, Oran 31000, Algeria
来源
IEEE ACCESS | 2020年 / 8卷 / 08期
关键词
Intelligent greenhouse agriculture; temperature control system; the~Internet of Things (IoT); Petri nets (PNs); graph database; model transformations; model-driven architecture (MDA); ENERGY; MODEL; MANAGEMENT; POWER; EDGE;
D O I
10.1109/ACCESS.2020.3007955
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Kingdom of Saudi Arabia is known for its extreme climate where temperatures can exceed 50 degrees C, especially in summer. Improving agricultural production can only be achieved using innovative environmentally suitable solutions and modern agricultural technologies. Using Internet of Things (IoT) technologies in greenhouse farming allows reduction of the immediate impact of external climatic conditions. In this paper, a highly scalable intelligent system controlling, and monitoring greenhouse temperature using IoT technologies is introduced. The first objective of this system is to monitor the greenhouse environment and control the internal temperature to reduce consumed energy while maintaining good conditions that improve productivity. A Petri Nets (PN) model is used to achieve both monitoring of the greenhouse environment and generating the suitable reference temperature which is sent later to a temperature regulation block. The second objective is to provide an Energy-Efficient (EE) scalable system design that handles massive amounts of IoT big data captured from sensors using a dynamic graph data model to be used for future analysis and prediction of production, crop growth rate, energy consumption and other related issues. The design tries to organize various possible unstructured formats of raw data, collected from different kinds of IoT devices, unified and technology-independent fashion using the benefit of model transformations and model-driven architecture to transform data in structured form.
引用
收藏
页码:125488 / 125500
页数:13
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