A low-cost spectroscopic nutrient management system for Microscale Smart Hydroponic system.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2024
Historique:
received: 18 12 2023
accepted: 09 04 2024
medline: 8 5 2024
pubmed: 8 5 2024
entrez: 8 5 2024
Statut: epublish

Résumé

Hydroponics offers a promising approach to help alleviate pressure on food security for urban residents. It requires minimal space and uses less resources, but management can be complex. Microscale Smart Hydroponics (MSH) systems leverage IoT systems to simplify hydroponics management for home users. Previous work in nutrient management has produced systems that use expensive sensing methods or utilized lower cost methods at the expense of accuracy. This study presents a novel inexpensive nutrient management system for MSH applications that utilises a novel waterproofed, IoT spectroscopy sensor (AS7265x) in a transflective application. The sensor is submerged in a hydroponic solution to monitor the nutrients and MSH system predicts the of nutrients in the hydroponic solution and recommends an adjustment quantity in mL. A three-phase model building process was carried out resulting in significant MLR models for predicting the mL, with an R2 of 0.997. An experiment evaluated the system's performance using the trained models with a 30-day grow of lettuce in a real-world setting, comparing the results of the management system to a control group. The sensor system successfully adjusted and maintained nutrient levels, resulting in plant growth that outperformed the control group. The results of the models in actual deployment showed a strong, significant correlation of 0.77 with the traditional method of measuring the electrical conductivity of nutrients. This novel nutrient management system has the potential to transform the way nutrients are monitored in hydroponics. By simplifying nutrient management, this system can encourage the adoption of hydroponics, contributing to food security and environmental sustainability.

Identifiants

pubmed: 38718016
doi: 10.1371/journal.pone.0302638
pii: PONE-D-23-42632
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0302638

Informations de copyright

Copyright: © 2024 Stevens et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Auteurs

Joseph D Stevens (JD)

School of Information Technology, Murdoch University, Murdoch, Western Australia, Australia.

David Murray (D)

School of Information Technology, Murdoch University, Murdoch, Western Australia, Australia.

Dean Diepeveen (D)

School of Agricultural Sciences, Murdoch University, Murdoch, Western Australia, Australia.
Department of Primary Industries and Regional Development, South Perth, Western Australia, Australia.

Danny Toohey (D)

School of Management and Marketing, Curtin University, Perth, Western Australia, Australia.

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Classifications MeSH