Design and Deployment of an IoT-Based Digital Agriculture System in a Hydroponic Plant Factory

The incorporation of the Internet of Things (IoT) in indoor agricultural systems has become an essential tool for monitoring and analyzing environmental variables, contributing to more efficient decision-making. This article presents the design and implementation of an IoT-based digital agriculture system applied to a Plant Factory (PF) for hydroponic vegetable cultivation using the Nutrient Film Technique (NFT). The objective of this study was to develop a system capable of effectively monitoring and controlling the environmental variables that directly influence the microclimate of a closed agricultural environment. The proposed system integrates a four-layer IoT architecture based on a MODBUS RS-485 communication bus, which allows for continuous data acquisition and the operation of multiple sensors and controlled devices. Additionally, user-oriented tools such as a human–machine interface (HMI), a web application, a mobile application and an automatic alert module were incorporated, enhancing accessibility and remote supervision. Experimental results showed stable control performance of ambient temperature (TA), relative humidity (RH), photoperiod, and photosynthetic photon flux density (PPFD), along with continuous monitoring of CO2 concentration. A 30-day validation experiment using Swiss chard (Beta vulgaris L. var. cicla) under controlled conditions was conducted. The results showed progressive plant development, with leaf area increasing from 15.17 cm2 to 690.39 cm2, plant height from 7 cm to 31 cm, fresh weight from 23 g to 171 g, and the number of leaves from 9 to 20. These results support the functional validity of the proposed system as a reliable platform for environmental monitoring and control in controlled-environment agriculture.

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Publication Details

Journal
Technologies
Published
2026-04-22
DOI
https://doi.org/10.3390/technologies14050247
Primary Topic
Innovations in Aquaponics and Hydroponics Systems
Type
article
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article

Design and Deployment of an IoT-Based Digital Agriculture System in a Hydroponic Plant Factory

Mauro Santoyo-Mora, Víctor Sámano-Ortega, Coral Martínez-Nolasco, Martínez-Nolasco Juan José et al.
Technologies
Innovations in Aquaponics and Hydroponics Systems
article

Design and Deployment of an IoT-Based Digital Agriculture System in a Hydroponic Plant Factory

Mauro Santoyo-Mora, Víctor Sámano-Ortega, Coral Martínez-Nolasco, Martínez-Nolasco Juan José, Moreno-Aguilera Cristal Yoselin, Herrera-Arroyo Raul Omar
article en

Abstract

The incorporation of the Internet of Things (IoT) in indoor agricultural systems has become an essential tool for monitoring and analyzing environmental variables, contributing to more efficient decision-making. This article presents the design and implementation of an IoT-based digital agriculture system applied to a Plant Factory (PF) for hydroponic vegetable cultivation using the Nutrient Film Technique (NFT). The objective of this study was to develop a system capable of effectively monitoring and controlling the environmental variables that directly influence the microclimate of a closed agricultural environment. The proposed system integrates a four-layer IoT architecture based on a MODBUS RS-485 communication bus, which allows for continuous data acquisition and the operation of multiple sensors and controlled devices. Additionally, user-oriented tools such as a human–machine interface (HMI), a web application, a mobile application and an automatic alert module were incorporated, enhancing accessibility and remote supervision. Experimental results showed stable control performance of ambient temperature (TA), relative humidity (RH), photoperiod, and photosynthetic photon flux density (PPFD), along with continuous monitoring of CO2 concentration. A 30-day validation experiment using Swiss chard (Beta vulgaris L. var. cicla) under controlled conditions was conducted. The results showed progressive plant development, with leaf area increasing from 15.17 cm2 to 690.39 cm2, plant height from 7 cm to 31 cm, fresh weight from 23 g to 171 g, and the number of leaves from 9 to 20. These results support the functional validity of the proposed system as a reliable platform for environmental monitoring and control in controlled-environment agriculture.

TechnologiesVol. 14(5)
Technological Institute of Celaya (MX)
Zero hunger
Openalex Percentile: Top 5%
Innovations in Aquaponics and Hydroponics Systems
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