On-line acquisition of fertilizer ingredient information based on multi-segment capacitive sensor combined with RLC resonance
Irrigation-fertilization integration is a vital component of agricultural development, and the detection of fertilizer solution component information serves as a key link in this integration process. However, conventional detection methods for fertilizer solution components are plagued by deficienci...
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| Published in | Flow measurement and instrumentation Vol. 106; p. 103029 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.12.2025
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0955-5986 |
| DOI | 10.1016/j.flowmeasinst.2025.103029 |
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| Abstract | Irrigation-fertilization integration is a vital component of agricultural development, and the detection of fertilizer solution component information serves as a key link in this integration process. However, conventional detection methods for fertilizer solution components are plagued by deficiencies, including the incapacity to execute real-time online monitoring and a tendency to generate excessively large detection errors. In order to address these challenges, the study has designed a multi-segment capacitive sensor and proposed an online detection method based on RLC resonance and characteristic frequency response. The validity of the method is established through the utilization of urea, calcium superphosphate, potassium sulfate, potassium dihydrogen phosphate, ammonium dihydrogen phosphate, and compound fertilizers as test subjects. Firstly, the frequency response characteristics within the range of 1 kHz–30 MHz are investigated. The findings indicate that the sensor demonstrates optimal detection performance within the frequency range of 1 MHz–20 MHz Secondly, the characteristic frequencies of different fertilizer solutions are determined as 7.5 MHz, 9.5 MHz, 14.5 MHz, 3 MHz, 11.5 MHz, and 17.5 MHz based on the series resonance response characteristics. A concentration detection model based on the sensor's amplitude voltage is constructed, with determination coefficients (R2) all exceeding 0.9909. Finally, a detection strategy of multi-segment parallel operation with a “species-first-then-concentration" approach is adopted for qualitative and quantitative analysis of fertilizer solutions. Validation results show that the species recognition accuracy exceeds 94 %, and the concentration detection error is less than ±7.5 %. This research meets the demand for online detection of fertilizer solution components and concentrations in agricultural engineering, providing technical support for the development of irrigation-fertilization integration technology.
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•A novel multi-segment capacitive sensor integrated with RLC resonance is developed for real-time, non-invasive detection of fertilizer components.•Characteristic frequencies of six fertilizer types are identified, enabling accurate classification with over 94% identification accuracy.•High-precision concentration detection models are built, with max detection error <±7.5% in 1%–10% concentration range.•The sensor shows excellent stability at 5°C–40°C and during prolonged operation, ensuring robust performance for agricultural use. |
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| AbstractList | Irrigation-fertilization integration is a vital component of agricultural development, and the detection of fertilizer solution component information serves as a key link in this integration process. However, conventional detection methods for fertilizer solution components are plagued by deficiencies, including the incapacity to execute real-time online monitoring and a tendency to generate excessively large detection errors. In order to address these challenges, the study has designed a multi-segment capacitive sensor and proposed an online detection method based on RLC resonance and characteristic frequency response. The validity of the method is established through the utilization of urea, calcium superphosphate, potassium sulfate, potassium dihydrogen phosphate, ammonium dihydrogen phosphate, and compound fertilizers as test subjects. Firstly, the frequency response characteristics within the range of 1 kHz–30 MHz are investigated. The findings indicate that the sensor demonstrates optimal detection performance within the frequency range of 1 MHz–20 MHz Secondly, the characteristic frequencies of different fertilizer solutions are determined as 7.5 MHz, 9.5 MHz, 14.5 MHz, 3 MHz, 11.5 MHz, and 17.5 MHz based on the series resonance response characteristics. A concentration detection model based on the sensor's amplitude voltage is constructed, with determination coefficients (R2) all exceeding 0.9909. Finally, a detection strategy of multi-segment parallel operation with a “species-first-then-concentration" approach is adopted for qualitative and quantitative analysis of fertilizer solutions. Validation results show that the species recognition accuracy exceeds 94 %, and the concentration detection error is less than ±7.5 %. This research meets the demand for online detection of fertilizer solution components and concentrations in agricultural engineering, providing technical support for the development of irrigation-fertilization integration technology.
[Display omitted]
•A novel multi-segment capacitive sensor integrated with RLC resonance is developed for real-time, non-invasive detection of fertilizer components.•Characteristic frequencies of six fertilizer types are identified, enabling accurate classification with over 94% identification accuracy.•High-precision concentration detection models are built, with max detection error <±7.5% in 1%–10% concentration range.•The sensor shows excellent stability at 5°C–40°C and during prolonged operation, ensuring robust performance for agricultural use. |
| ArticleNumber | 103029 |
| Author | Li, Jianian Ma, Yongzheng Fang, Jiaoli Yang, Chuanke Liang, Jiawen |
| Author_xml | – sequence: 1 givenname: Jianian orcidid: 0009-0003-9342-1647 surname: Li fullname: Li, Jianian email: jianianli@kust.edu.cn organization: Faculty of Modern Agricultural Engineering, Kunming University of Science and Technology, Kunming, 650500, China – sequence: 2 givenname: Yongzheng surname: Ma fullname: Ma, Yongzheng organization: Faculty of Modern Agricultural Engineering, Kunming University of Science and Technology, Kunming, 650500, China – sequence: 3 givenname: Chuanke surname: Yang fullname: Yang, Chuanke organization: Faculty of Modern Agricultural Engineering, Kunming University of Science and Technology, Kunming, 650500, China – sequence: 4 givenname: Jiaoli surname: Fang fullname: Fang, Jiaoli organization: Faculty of Modern Agricultural Engineering, Kunming University of Science and Technology, Kunming, 650500, China – sequence: 5 givenname: Jiawen surname: Liang fullname: Liang, Jiawen organization: Faculty of Modern Agricultural Engineering, Kunming University of Science and Technology, Kunming, 650500, China |
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| Cites_doi | 10.1007/s11696-020-01117-1 10.1109/JSEN.2010.2060479 10.1016/j.microc.2023.108877 10.3390/s120608338 10.1002/ird.2281 10.3389/fpls.2024.1386109 10.1016/j.measurement.2020.107835 10.2134/agronj1973.00021962006500010027x 10.1016/j.geoderma.2015.12.016 10.1016/j.agwat.2018.09.054 10.1088/1755-1315/575/1/012141 10.1016/j.saa.2024.124985 10.1016/j.agwat.2019.105952 10.1119/1.5145472 10.1088/1755-1315/170/3/032168 10.1016/j.agwat.2020.106460 10.3390/chemosensors11030158 10.1007/s10705-014-9612-2 10.3390/agriculture14071184 10.3390/agriculture14040585 |
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| Keywords | Capacitive sensors Frequency response Dielectric properties Fertilizer detection RLC resonance |
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Sci. doi: 10.1088/1755-1315/170/3/032168 – volume: 243 year: 2021 ident: 10.1016/j.flowmeasinst.2025.103029_bib6 article-title: Influence of drip irrigation, nitrogen fertigation, and precipitation on soil water and nitrogen distribution, tree seasonal growth and nitrogen uptake in young triploid poplar (Populus tomentosa) plantations publication-title: Agric. Water Manag. doi: 10.1016/j.agwat.2020.106460 – volume: 11 year: 2023 ident: 10.1016/j.flowmeasinst.2025.103029_bib20 article-title: A non-contact method for detecting and distinguishing chloride and carbonate salts based on dielectric properties using a microstrip patch sensor publication-title: Chemosensors doi: 10.3390/chemosensors11030158 – volume: 98 start-page: 295 year: 2014 ident: 10.1016/j.flowmeasinst.2025.103029_bib1 article-title: Chemical fertilizer pollution control using drip fertigation for conservation of water quality in Danjiangkou Reservoir publication-title: Nutrient Cycl. Agroecosyst. doi: 10.1007/s10705-014-9612-2 – volume: 14 year: 2024 ident: 10.1016/j.flowmeasinst.2025.103029_bib17 article-title: Rapid detection of fertilizer information based on near-infrared spectroscopy and machine learning and the design of a detection device publication-title: Agriculture doi: 10.3390/agriculture14071184 – volume: 14 year: 2024 ident: 10.1016/j.flowmeasinst.2025.103029_bib4 article-title: Can the integration of water and fertilizer promote the sustainable development of rice production in China? publication-title: Agriculture doi: 10.3390/agriculture14040585 |
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