A Novel Adaptive Flexible Capacitive Sensor for Accurate Intravenous Fluid Monitoring in Clinical Settings
Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sens...
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Published in | Sensors (Basel, Switzerland) Vol. 25; no. 14; p. 4524 |
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Format | Journal Article |
Language | English |
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21.07.2025
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Abstract | Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sensor, which includes a main pole plate, an adaptive pole plate, and a back shielding electrode. The sensor establishes a mapping between residual liquid volume in the infusion bottle and its equivalent capacitance, enabling a non-contact adaptive monitoring system. The system enables precise quantification of residual liquid levels, suppressing baseline drift induced by environmental temperature/humidity fluctuations and container variations via an adaptive algorithm, without requiring manual calibration, and overcomes the limitations of traditional rigid sensors when adapting to curved containers. Experimental results showed that the system achieved an overall sensitivity of 753.5 fF/mm, main pole plate linearity of 1.99%, and adaptive pole plate linearity of 0.53% across different test subjects, linearity of 0.53% across different test subjects, with liquid level resolution accuracy reaching 1 mm. These results validate the system’s ultra-high resolution (1 mm) and robust adaptability. |
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AbstractList | Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sensor, which includes a main pole plate, an adaptive pole plate, and a back shielding electrode. The sensor establishes a mapping between residual liquid volume in the infusion bottle and its equivalent capacitance, enabling a non-contact adaptive monitoring system. The system enables precise quantification of residual liquid levels, suppressing baseline drift induced by environmental temperature/humidity fluctuations and container variations via an adaptive algorithm, without requiring manual calibration, and overcomes the limitations of traditional rigid sensors when adapting to curved containers. Experimental results showed that the system achieved an overall sensitivity of 753.5 fF/mm, main pole plate linearity of 1.99%, and adaptive pole plate linearity of 0.53% across different test subjects, linearity of 0.53% across different test subjects, with liquid level resolution accuracy reaching 1 mm. These results validate the system's ultra-high resolution (1 mm) and robust adaptability. Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sensor, which includes a main pole plate, an adaptive pole plate, and a back shielding electrode. The sensor establishes a mapping between residual liquid volume in the infusion bottle and its equivalent capacitance, enabling a non-contact adaptive monitoring system. The system enables precise quantification of residual liquid levels, suppressing baseline drift induced by environmental temperature/humidity fluctuations and container variations via an adaptive algorithm, without requiring manual calibration, and overcomes the limitations of traditional rigid sensors when adapting to curved containers. Experimental results showed that the system achieved an overall sensitivity of 753.5 fF/mm, main pole plate linearity of 1.99%, and adaptive pole plate linearity of 0.53% across different test subjects, linearity of 0.53% across different test subjects, with liquid level resolution accuracy reaching 1 mm. These results validate the system's ultra-high resolution (1 mm) and robust adaptability.Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sensor, which includes a main pole plate, an adaptive pole plate, and a back shielding electrode. The sensor establishes a mapping between residual liquid volume in the infusion bottle and its equivalent capacitance, enabling a non-contact adaptive monitoring system. The system enables precise quantification of residual liquid levels, suppressing baseline drift induced by environmental temperature/humidity fluctuations and container variations via an adaptive algorithm, without requiring manual calibration, and overcomes the limitations of traditional rigid sensors when adapting to curved containers. Experimental results showed that the system achieved an overall sensitivity of 753.5 fF/mm, main pole plate linearity of 1.99%, and adaptive pole plate linearity of 0.53% across different test subjects, linearity of 0.53% across different test subjects, with liquid level resolution accuracy reaching 1 mm. These results validate the system's ultra-high resolution (1 mm) and robust adaptability. Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sensor, which includes a main pole plate, an adaptive pole plate, and a back shielding electrode. The sensor establishes a mapping between residual liquid volume in the infusion bottle and its equivalent capacitance, enabling a non-contact adaptive monitoring system. The system enables precise quantification of residual liquid levels, suppressing baseline drift induced by environmental temperature/humidity fluctuations and container variations via an adaptive algorithm, without requiring manual calibration, and overcomes the limitations of traditional rigid sensors when adapting to curved containers. Experimental results showed that the system achieved an overall sensitivity of 753.5 f F / m m , main pole plate linearity of 1.99%, and adaptive pole plate linearity of 0.53% across different test subjects, linearity of 0.53% across different test subjects, with liquid level resolution accuracy reaching 1 mm. These results validate the system’s ultra-high resolution (1 mm) and robust adaptability. Intravenous infusion is an important clinical medical intervention, and its safety is critical to patient recovery. To mitigate the elevated risk of complications (e.g., air embolism) arising from delayed response to infusion endpoints, this paper designs a flexible double pole capacitive (FPB) sensor, which includes a main pole plate, an adaptive pole plate, and a back shielding electrode. The sensor establishes a mapping between residual liquid volume in the infusion bottle and its equivalent capacitance, enabling a non-contact adaptive monitoring system. The system enables precise quantification of residual liquid levels, suppressing baseline drift induced by environmental temperature/humidity fluctuations and container variations via an adaptive algorithm, without requiring manual calibration, and overcomes the limitations of traditional rigid sensors when adapting to curved containers. Experimental results showed that the system achieved an overall sensitivity of 753.5 f F / m m , main pole plate linearity of 1.99%, and adaptive pole plate linearity of 0.53% across different test subjects, linearity of 0.53% across different test subjects, with liquid level resolution accuracy reaching 1 mm. These results validate the system’s ultra-high resolution (1 mm) and robust adaptability. |
Audience | Academic |
Author | Yang, Fangfang Zhang, Yinghong Wei, Pengxuan He, Yang Lv, Zongmin |
AuthorAffiliation | School of Electromechanical Engineering, Guilin University of Electronic Technology, Guilin 541004, China; 19840432764@163.com (Y.H.); 15778303590@163.com (F.Y.); 17331972822@163.com (P.W.); lvzongmin0313@163.com (Z.L.) |
AuthorAffiliation_xml | – name: School of Electromechanical Engineering, Guilin University of Electronic Technology, Guilin 541004, China; 19840432764@163.com (Y.H.); 15778303590@163.com (F.Y.); 17331972822@163.com (P.W.); lvzongmin0313@163.com (Z.L.) |
Author_xml | – sequence: 1 givenname: Yang surname: He fullname: He, Yang – sequence: 2 givenname: Fangfang surname: Yang fullname: Yang, Fangfang – sequence: 3 givenname: Pengxuan surname: Wei fullname: Wei, Pengxuan – sequence: 4 givenname: Zongmin surname: Lv fullname: Lv, Zongmin – sequence: 5 givenname: Yinghong surname: Zhang fullname: Zhang, Yinghong |
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Cites_doi | 10.1002/apj.2680 10.1016/j.sna.2020.112283 10.1088/0957-0233/18/7/010 10.1109/JSEN.2024.3442477 10.1021/ac980185g 10.1016/j.measurement.2011.01.001 10.1016/j.precisioneng.2025.01.025 10.3390/s17010185 10.1109/ACCESS.2022.3176346 10.1016/j.microrel.2019.06.017 10.1109/TIE.2021.3108700 10.1016/j.sna.2024.115073 10.1016/j.ultras.2024.107290 10.1007/s11082-021-02871-6 10.1109/19.572052 10.1109/JSEN.2020.3019285 10.3390/app112110124 10.1016/j.measurement.2020.107594 10.1109/JSEN.2020.3039009 |
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References | Toth (ref_12) 1997; 46 Hu (ref_25) 2023; 37 Chen (ref_9) 2022; 14 Yang (ref_13) 2021; 16 Tang (ref_17) 2024; 367 Casanella (ref_6) 2007; 18 Wang (ref_21) 2022; 41 Wen (ref_24) 2024; 37 Kossenas (ref_7) 2022; 10 ref_19 Hanni (ref_14) 2020; 315 Aksoy (ref_11) 2025; 93 Tseng (ref_20) 2019; 102 ref_15 Zhang (ref_16) 2024; 139 Savard (ref_22) 2022; 126 Kang (ref_5) 2021; 21 (ref_3) 2021; 53 (ref_23) 1998; 70 Liu (ref_8) 2011; 44 Giaquinto (ref_18) 2021; 21 Yi (ref_1) 2016; 33 ref_26 Hanni (ref_2) 2020; 156 Liang (ref_10) 2022; 69 Hussain (ref_4) 2024; 24 |
References_xml | – volume: 37 start-page: 76 year: 2023 ident: ref_25 article-title: Research on Edge Effect of MEMS Capacitive Devices publication-title: J. Electron. Meas. Instrum. – volume: 41 start-page: 153 year: 2022 ident: ref_21 article-title: Theoretical Analysis and Numerical Simulation of High-Sensitivity Six-Electrode Parallel-Plate Capacitive Sensor publication-title: Res. Explor. Lab. – volume: 16 start-page: e2680 year: 2021 ident: ref_13 article-title: Area-Alterable Liquid Electrode Capacitance Sensor for Water Holdup Measurement in Oil–Water Two-Phase Flow publication-title: Asia-Pac. J. Chem. Eng. doi: 10.1002/apj.2680 – volume: 315 start-page: 112283 year: 2020 ident: ref_14 article-title: A Novel Helical Electrode Type Capacitance Level Sensor for Liquid Level Measurement publication-title: Sens. Actuators A Phys. doi: 10.1016/j.sna.2020.112283 – ident: ref_26 – volume: 18 start-page: 1859 year: 2007 ident: ref_6 article-title: Continuous Liquid Level Measurement Using a Linear Electrode Array publication-title: Meas. Sci. Technol. doi: 10.1088/0957-0233/18/7/010 – volume: 24 start-page: 30104 year: 2024 ident: ref_4 article-title: An Intensity-Variation Technique for Dual-Point Liquid Level Measuring Sensor Utilizing Polymer Optical Fiber publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2024.3442477 – volume: 126 start-page: 102569 year: 2022 ident: ref_22 article-title: Influence of Different Design Parameters on a Coplanar Capacitive Sensor Performance publication-title: NDT E Int. – volume: 70 start-page: 4339 year: 1998 ident: ref_23 article-title: An oscillometric detector for capillary electrophoresis publication-title: Anal. Chem. doi: 10.1021/ac980185g – volume: 44 start-page: 750 year: 2011 ident: ref_8 article-title: Increasing the Accuracy of Level-Based Volume Detection of Medical Liquids in Test Tubes by Including the Optical Effect of the Meniscus publication-title: Measurement doi: 10.1016/j.measurement.2011.01.001 – volume: 93 start-page: 397 year: 2025 ident: ref_11 article-title: Phosphorescence Marking Method for Liquid Level Detection and Control Using Computer Vision in Dark Environments publication-title: Precis. Eng. doi: 10.1016/j.precisioneng.2025.01.025 – ident: ref_15 doi: 10.3390/s17010185 – volume: 14 start-page: 1 year: 2022 ident: ref_9 article-title: Multi-Parameter Sensors Based on Optical Reflective Coupler Probe publication-title: IEEE Photonics J. – volume: 10 start-page: 67031 year: 2022 ident: ref_7 article-title: A Microwave Liquid Level Determination Method for Oil and Gas Pipelines publication-title: IEEE Access doi: 10.1109/ACCESS.2022.3176346 – volume: 102 start-page: 113325 year: 2019 ident: ref_20 article-title: Optical Design and Study of a Wireless IV Drip Detection Device publication-title: Microelectron. Reliab. doi: 10.1016/j.microrel.2019.06.017 – volume: 69 start-page: 8535 year: 2022 ident: ref_10 article-title: Vision-Based 40-nm-Accuracy Liquid Level Detection Compliant with Micromanipulation publication-title: IEEE Trans. Ind. Electron. doi: 10.1109/TIE.2021.3108700 – volume: 367 start-page: 115073 year: 2024 ident: ref_17 article-title: Capacitively Coupled Contactless Conductivity Detection-Based Sensor for Liquid Level Measurement and Application to Clinical Infusion Monitoring publication-title: Sens. Actuators A Phys. doi: 10.1016/j.sna.2024.115073 – volume: 139 start-page: 107190 year: 2024 ident: ref_16 article-title: Ultrasonic Liquid Level Detection Method Based on the Variation of Reflected Energy on the Inner Wall of a Container publication-title: Ultrasonics doi: 10.1016/j.ultras.2024.107290 – volume: 53 start-page: 237 year: 2021 ident: ref_3 article-title: Low-Pressure and Liquid Level Fiber-Optic Sensor Based on Polymeric Fabry–Perot Cavity publication-title: Opt. Quantum Electron. doi: 10.1007/s11082-021-02871-6 – volume: 46 start-page: 644 year: 1997 ident: ref_12 article-title: A Planar Capacitive Precision Gauge for Liquid-Level and Leakage Detection publication-title: IEEE Trans. Instrum. Meas. doi: 10.1109/19.572052 – volume: 21 start-page: 1554 year: 2021 ident: ref_5 article-title: Low Refractive-Index and Temperature Crosstalk Fiber-Optic Liquid Level Sensor Based on Cascaded Quasi-Microfiber and Double-Cladding Fiber Structure publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2020.3019285 – ident: ref_19 doi: 10.3390/app112110124 – volume: 33 start-page: 41 year: 2016 ident: ref_1 article-title: Research Progress in Nursing Care of Intravenous Infusion Catheters publication-title: J. Nurs. PLA – volume: 37 start-page: 1709 year: 2024 ident: ref_24 article-title: Research on aging degree measurement method of PE materials based on coplanar capacitance measurement publication-title: Chin. J. Sens. Actuators – volume: 156 start-page: 107594 year: 2020 ident: ref_2 article-title: Does the Existing Liquid Level Measurement System Cater to the Requirements of Future Generations? publication-title: Measurement doi: 10.1016/j.measurement.2020.107594 – volume: 21 start-page: 14148 year: 2021 ident: ref_18 article-title: Deep Learning-Based Computer Vision for Real-Time Intravenous Drip Infusion Monitoring publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2020.3039009 |
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SubjectTerms | Accuracy adaptive Adhesives Algorithms calibration-free Design Dielectric properties double pole plate Electric Capacitance Electric fields Electrodes Embolisms Equipment Design flexible capacitive sensing Humans Infusions, Intravenous Monitoring systems Monitoring, Physiologic - instrumentation Monitoring, Physiologic - methods Sensors |
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Title | A Novel Adaptive Flexible Capacitive Sensor for Accurate Intravenous Fluid Monitoring in Clinical Settings |
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