Development and experimental evaluation of single-port substrate integrated waveguide resonator with dual-parameter sensitivity for non-invasive blood glucose monitoring

• Innovative sensor design: The study introduces a compact, non-invasive blood glucose sensor that uses a single-port substrate integrated waveguide (SIW) resonator with an X-shape topology. This specific X-shape is engineered to enhance electromagnetic field localization and interaction with biological tissue. • Dual-parameter sensing: Unlike many traditional designs, this sensor employs a dual-parameter strategy, tracking both reflection coefficient center (Hz) and level (dB) to detect glucose-induced variations in tissue permittivity. • High sensitivity and full clinical range: The sensor demonstrated a 100% “coverage efficiency,” successfully detecting glucose levels across the entire physiological range of 20–200 mg/dL. It achieved high sensitivity metrics up to 0.310 MHz/(mg/dL) in frequency and 0.333 dB/(mg/dL) in return loss during experimental trials. • In vivo validation: The device’s performance was validated through practical testing with five human volunteers under both fasting and post-glucose intake conditions. • Practical advantages: The sensor is fabricated on a low-loss, biocompatible Rogers substrate and operates at 1.7 GHz. Its single-port structure simplifies measurement by requiring only reflection data, making it a strong candidate for future portable or wearable monitoring systems. • Identified challenges: The study notes that inter-subject variability in tissue properties and the need for precise finger placement remain challenges. These findings emphasize the necessity for personalized calibration in future real-world applications. Current Blood Glucose (BG) monitoring techniques are invasive or semi-invasive and can impose financial and practical burden on patients. In this study a compact, non-invasive and single port Substrate Integrated Waveguide (SIW) loaded with X-shape has been present. The sensor resonant at 1.7 GHz, a dual parameter employed to evaluate the sensor by tracking the shift of resonance frequency in (MHz) and the reflection coefficient (dB) to detect glucose-induced changes in tissue permittivity. The device is designed using full-wave electromagnetic simulations with multilayer tissue models and validated experimentally on five human volunteers under controlled fasting and post-glucose conditions. Across the physiological range of 20 to 200 mg/dL, the sensor exhibits sensitivities up to 0.310 MHz per mg/dL and 0.333 dB per mg/dL, demonstrating consistent responsiveness to glucose variations. The results indicate that the proposed resonator can track glucose-related dielectric changes using a simple contact-based configuration. However, the measurements are influenced by subject-specific variability and sensor placement conditions, which currently limit generalization and repeatability. Further work is required to improve robustness, calibration, and validation on larger cohorts before practical deployment.

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Publication Details

Journal
Measurement
Published
2026-04-26
DOI
https://doi.org/10.1016/j.measurement.2026.121635
Primary Topic
Microwave and Dielectric Measurement Techniques
Type
article
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article

Development and experimental evaluation of single-port substrate integrated waveguide resonator with dual-parameter sensitivity for non-invasive blood glucose monitoring

Omer S. Alkhafaf, Katalin Kovács, Hussam AL-Saedi, Balázs Benyó et al.
Measurement
Microwave and Dielectric Measurement Techniques
article

Development and experimental evaluation of single-port substrate integrated waveguide resonator with dual-parameter sensitivity for non-invasive blood glucose monitoring

Omer S. Alkhafaf, Katalin Kovács, Hussam AL-Saedi, Balázs Benyó, Ameer B. Alsultani, J. Geoffrey Chase
article en

Abstract

• Innovative sensor design: The study introduces a compact, non-invasive blood glucose sensor that uses a single-port substrate integrated waveguide (SIW) resonator with an X-shape topology. This specific X-shape is engineered to enhance electromagnetic field localization and interaction with biological tissue. • Dual-parameter sensing: Unlike many traditional designs, this sensor employs a dual-parameter strategy, tracking both reflection coefficient center (Hz) and level (dB) to detect glucose-induced variations in tissue permittivity. • High sensitivity and full clinical range: The sensor demonstrated a 100% “coverage efficiency,” successfully detecting glucose levels across the entire physiological range of 20–200 mg/dL. It achieved high sensitivity metrics up to 0.310 MHz/(mg/dL) in frequency and 0.333 dB/(mg/dL) in return loss during experimental trials. • In vivo validation: The device’s performance was validated through practical testing with five human volunteers under both fasting and post-glucose intake conditions. • Practical advantages: The sensor is fabricated on a low-loss, biocompatible Rogers substrate and operates at 1.7 GHz. Its single-port structure simplifies measurement by requiring only reflection data, making it a strong candidate for future portable or wearable monitoring systems. • Identified challenges: The study notes that inter-subject variability in tissue properties and the need for precise finger placement remain challenges. These findings emphasize the necessity for personalized calibration in future real-world applications. Current Blood Glucose (BG) monitoring techniques are invasive or semi-invasive and can impose financial and practical burden on patients. In this study a compact, non-invasive and single port Substrate Integrated Waveguide (SIW) loaded with X-shape has been present. The sensor resonant at 1.7 GHz, a dual parameter employed to evaluate the sensor by tracking the shift of resonance frequency in (MHz) and the reflection coefficient (dB) to detect glucose-induced changes in tissue permittivity. The device is designed using full-wave electromagnetic simulations with multilayer tissue models and validated experimentally on five human volunteers under controlled fasting and post-glucose conditions. Across the physiological range of 20 to 200 mg/dL, the sensor exhibits sensitivities up to 0.310 MHz per mg/dL and 0.333 dB per mg/dL, demonstrating consistent responsiveness to glucose variations. The results indicate that the proposed resonator can track glucose-related dielectric changes using a simple contact-based configuration. However, the measurements are influenced by subject-specific variability and sensor placement conditions, which currently limit generalization and repeatability. Further work is required to improve robustness, calibration, and validation on larger cohorts before practical deployment.

MeasurementVol. 278
University of Canterbury (NZ), Budapest University of Technology and Economics (HU), University of Information Technology and Communications (IQ), Széchenyi István University (HU)
Openalex Percentile: Top 17%
Microwave and Dielectric Measurement Techniques
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