IDEAS home Printed from https://ideas.repec.org/a/gam/jagris/v14y2024i12p2171-d1532129.html
   My bibliography  Save this article

Proximal Absorbance Calibration Method Using an Embedded Blank Reference RGB Sensor for Determination of Ion Concentrations

Author

Listed:
  • Jung-Kyu Lee

    (Department of Biosystems Engineering, Chungbuk National University, Cheongju 28644, Republic of Korea)

  • Ye-Hun Lee

    (Department of Environmental and Biological Chemistry, Chungbuk National University, Cheongju 28644, Republic of Korea)

  • Dong-Hoon Lee

    (Department of Biosystems Engineering, Chungbuk National University, Cheongju 28644, Republic of Korea)

Abstract

Accurate analyses and management of ion concentrations are crucial in precision agriculture. Modern technology-based methods are non-destructive and do not require sample preparation, enabling fast and accurate analysis; however, they have limitations when processing multiple samples. In this study, a multi-ion analysis system was developed for the prompt and accurate analysis of concentrations of important ions such as NO 3 − , H n PO 4 − , K + , Ca 2+ , and Mg 2+ . The RGB sensitivity control was automated through calibrations by applying a reference slot-based error rate across six slots between sample measurements, facilitating sample-to-sample comparisons and enabling accurate concentration analysis. By analyzing the correlation between each ion concentration and the proximal absorbance-based concentration prediction in the simultaneous analysis system, the accuracy was verified by achieving a coefficient of determination exceeding 0.99 for most ions. This system minimizes possible deviations between slots by using an automatic calibration algorithm, thereby facilitating the simultaneous analysis of multiple samples. This is important for saving time and cost and can help in real-time nutrient analysis and monitoring in agriculture.

Suggested Citation

  • Jung-Kyu Lee & Ye-Hun Lee & Dong-Hoon Lee, 2024. "Proximal Absorbance Calibration Method Using an Embedded Blank Reference RGB Sensor for Determination of Ion Concentrations," Agriculture, MDPI, vol. 14(12), pages 1-16, November.
  • Handle: RePEc:gam:jagris:v:14:y:2024:i:12:p:2171-:d:1532129
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2077-0472/14/12/2171/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2077-0472/14/12/2171/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. E. M. B. M. Karunathilake & Anh Tuan Le & Seong Heo & Yong Suk Chung & Sheikh Mansoor, 2023. "The Path to Smart Farming: Innovations and Opportunities in Precision Agriculture," Agriculture, MDPI, vol. 13(8), pages 1-26, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Anastasios Michailidis & Chrysanthi Charatsari & Thomas Bournaris & Efstratios Loizou & Aikaterini Paltaki & Dimitra Lazaridou & Evagelos D. Lioutas, 2024. "A First View on the Competencies and Training Needs of Farmers Working with and Researchers Working on Precision Agriculture Technologies," Agriculture, MDPI, vol. 14(1), pages 1-12, January.
    2. Thana Sarttra & Tossapol Kiatcharoenpol, 2025. "Enhancing Sustainable Herd Structure Management in Thai Dairy Cooperatives Through Dynamic Programming Optimization," Sustainability, MDPI, vol. 17(9), pages 1-23, April.
    3. Deniz Uztürk & Gülçin Büyüközkan, 2023. "Strategic Analysis for Advancing Smart Agriculture with the Analytic SWOT/PESTLE Framework: A Case for Turkey," Agriculture, MDPI, vol. 13(12), pages 1-25, December.
    4. Anca Antoaneta Vărzaru, 2025. "Digital Revolution in Agriculture: Using Predictive Models to Enhance Agricultural Performance Through Digital Technology," Agriculture, MDPI, vol. 15(3), pages 1-31, January.
    5. Luca Preite & Federico Solari & Giuseppe Vignali, 2025. "Water Management Optimization in Agriculture: a Digital Model Development," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 39(3), pages 1261-1279, February.
    6. Zanele Adams & Albert Thembinkosi Modi & Simon Kamande Kuria, 2025. "Multidimensional Perspective of Sustainable Agroecosystems and the Impact on Crop Production: A Review," Agriculture, MDPI, vol. 15(6), pages 1-26, March.
    7. Tengfei Zhang & Jinhao Zhou & Wei Liu & Rencai Yue & Jiawei Shi & Chunjian Zhou & Jianping Hu, 2024. "SN-CNN: A Lightweight and Accurate Line Extraction Algorithm for Seedling Navigation in Ridge-Planted Vegetables," Agriculture, MDPI, vol. 14(9), pages 1-20, August.
    8. Biedny, Christina & Whitacre, Brian E. & Van Leuven, Andrew J., 2024. "Do Gigabits Mean Business? “Ultra-Fast” broadband availability's effect on business births," Information Economics and Policy, Elsevier, vol. 68(C).
    9. Saqib, Shahab E. & Kaleem, Muhammad & Yaseen, Muhammad & Yang, Shang-Ho & Visetnoi, Supawan, 2024. "From green fields to housing societies: Unraveling the mysteries behind agricultural land conversion in Pakistan," Land Use Policy, Elsevier, vol. 144(C).
    10. Puiu-Lucian Georgescu & Nicoleta Barbuta-Misu & Monica Laura Zlati & Costinela Fortea & Valentin Marian Antohi, 2025. "Quantifying the Performance of European Agriculture Through the New European Sustainability Model," Agriculture, MDPI, vol. 15(2), pages 1-29, January.
    11. Raihan, Asif, 2024. "A review of the potential opportunities and challenges of the digital economy for sustainability," Innovation and Green Development, Elsevier, vol. 3(4).
    12. Imran Hussain & Xiongzhe Han & Jong-Woo Ha, 2025. "Stereo Visual Odometry and Real-Time Appearance-Based SLAM for Mapping and Localization in Indoor and Outdoor Orchard Environments," Agriculture, MDPI, vol. 15(8), pages 1-26, April.
    13. Mary Sanyaolu & Arkadiusz Sadowski, 2024. "The Role of Precision Agriculture Technologies in Enhancing Sustainable Agriculture," Sustainability, MDPI, vol. 16(15), pages 1-17, August.
    14. Dimitrios Kalfas & Stavros Kalogiannidis & Olympia Papaevangelou & Katerina Melfou & Fotios Chatzitheodoridis, 2024. "Integration of Technology in Agricultural Practices towards Agricultural Sustainability: A Case Study of Greece," Sustainability, MDPI, vol. 16(7), pages 1-24, March.
    15. Wenjie Li & Guanyu Guo & Huangying Gu & Shuhao Lai & Yuanjie Duan & Chengming Li, 2024. "Digital Economy as a Buffer: Alleviating the Adverse Effects of Land Resource Mismatch on Food Security," Land, MDPI, vol. 13(11), pages 1-21, October.
    16. Luciana Di Gregorio & Lorenzo Nolfi & Arianna Latini & Nikolaos Nikoloudakis & Nils Bunnefeld & Maurizio Notarfonso & Roberta Bernini & Ioannis Manikas & Annamaria Bevivino, 2024. "Getting (ECO)Ready: Does EU Legislation Integrate Up-to-Date Scientific Data for Food Security and Biodiversity Preservation Under Climate Change?," Sustainability, MDPI, vol. 16(23), pages 1-21, December.
    17. Jeannette Aduhene-Chinbuah & Clement Oppong Peprah, 2024. "Multi-risk management in Ghana's agricultural sector: Strategies, actors, and conceptual shifts—a review," Review of Agricultural, Food and Environmental Studies, Springer, vol. 105(4), pages 393-418, December.
    18. Sergio Monteleone & Edmilson Alves de Moraes & Roberto Max Protil & Brenno Tondato de Faria & Rodrigo Filev Maia, 2024. "Proposal of a Model of Irrigation Operations Management for Exploring the Factors That Can Affect the Adoption of Precision Agriculture in the Context of Agriculture 4.0," Agriculture, MDPI, vol. 14(1), pages 1-33, January.
    19. André Fonseca & José Cruz & Helder Fraga & Cristina Andrade & Joana Valente & Fernando Alves & Ana Carina Neto & Rui Flores & João A. Santos, 2024. "Vineyard Microclimatic Zoning as a Tool to Promote Sustainable Viticulture under Climate Change," Sustainability, MDPI, vol. 16(8), pages 1-21, April.
    20. Chrysanthi Charatsari & Anastasios Michailidis & Evagelos D. Lioutas & Thomas Bournaris & Efstratios Loizou & Aikaterini Paltaki & Dimitra Lazaridou, 2023. "Competencies Needed for Guiding the Digital Transition of Agriculture: Are Future Advisors Well-Equipped?," Sustainability, MDPI, vol. 15(22), pages 1-15, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jagris:v:14:y:2024:i:12:p:2171-:d:1532129. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.