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基于物联网的气雾化栽培温室监测系统。

IoT-Based Monitoring System Applied to Aeroponics Greenhouse.

机构信息

Doctorado en Ciencias de la Ingeniería, Tecnológico Nacional de México/Instituto Tecnológico de Celaya, Celaya 38010, Mexico.

Departamento de Ingeniería Electrónica, Tecnológico Nacional de México/Instituto Tecnológico de Celaya, Celaya 38010, Mexico.

出版信息

Sensors (Basel). 2022 Jul 28;22(15):5646. doi: 10.3390/s22155646.

Abstract

The inclusion of the Internet of Things (IoT) in greenhouses has become a fundamental tool for improving cultivation systems, offering information relevant to the greenhouse manager for decision making in search of optimum yield. This article presents a monitoring system applied to an aeroponic greenhouse based on an IoT architecture that provides user information on the status of the climatic variables and the appearance of the crop in addition to managing the irrigation timing and the frequency of visual inspection using an application developed for Android mobile devices called Aeroponics Monitor. The proposed IoT architecture consists of four layers: a device layer, fog layer, cloud layer and application layer. Once the information about the monitored variables is obtained by the sensors of the device layer, the fog layer processes it and transfers it to the Thingspeak and Firebase servers. In the cloud layer, Thingspeak analyzes the information from the variables monitored in the greenhouse through its IoT analytic tools to generate historical data and visualizations of their behavior, as well as an analysis of the system's operating status. Firebase, on the other hand, is used as a database to store the results of the processing of the images taken in the fog layer for the supervision of the leaves and roots. The results of the analysis of the information of the monitored variables and of the processing of the images are presented in the developed app, with the objective of visualizing the state of the crop and to know the function of the monitoring system in the event of a possible lack of electricity or a service line failure in the fog layer and to avoid the loss of information. With the information about the temperature of the plant leaf and the relative humidity inside the greenhouse, the vapor pressure deficit (VPD) in the cloud layer is calculated; the VPD values are available on the Thingspeak server and in the developed app. Additionally, an analysis of the VPD is presented that demonstrates a water deficiency from the transplanting of the seedling to the cultivation chamber. The IoT architecture presented in this paper represents a potential tool for the study of aeroponic farming systems through IoT-assisted monitoring.

摘要

物联网(IoT)在温室中的应用已经成为改善种植系统的基本工具,为温室管理人员提供与决策相关的信息,以寻求最佳产量。本文介绍了一种基于物联网架构的气培温室监测系统,除了管理灌溉时间和使用名为 Aeroponics Monitor 的安卓移动设备应用程序进行视觉检查的频率外,该系统还为用户提供有关气候变量状态和作物外观的信息。所提出的物联网架构由四层组成:设备层、雾层、云层和应用层。一旦设备层的传感器获得了监测变量的信息,雾层就会对其进行处理,并将其传输到 Thingspeak 和 Firebase 服务器。在云层中,通过其物联网分析工具,Thingspeak 分析从温室中监测到的变量中获得的信息,以生成历史数据和它们行为的可视化,并分析系统的运行状态。另一方面,Firebase 被用作数据库,用于存储雾层中处理的图像的结果,以对叶片和根系进行监督。监测变量信息分析和图像处理的结果在开发的应用程序中呈现,目的是可视化作物的状态,并了解在雾层中可能出现停电或服务线路故障的情况下监测系统的功能,以避免信息丢失。根据植物叶片温度和温室内部相对湿度的信息,在云层中计算水汽压亏缺(VPD);VPD 值可在 Thingspeak 服务器和开发的应用程序中获得。此外,还对 VPD 进行了分析,表明从移栽幼苗到栽培室的过程中存在水分不足的情况。本文提出的物联网架构代表了通过物联网辅助监测研究气培农业系统的潜在工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a71d/9371135/ca58b688dc09/sensors-22-05646-g001.jpg

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