TY - JOUR
T1 - Maximum Likelihood Estimation of Debye Relaxation Parameters with Open-Ended Coaxial Probes
AU - Dilman, Ismail
AU - Çayören, Mehmet
AU - Akinci, Mehmet Nuri
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2023
Y1 - 2023
N2 - In this article, we present a new method to measure the complex dielectric permittivity (CDP) of materials under test with an open-ended coaxial probe (OECP). The method, which explicitly takes measurement noise into account to enhance the stability of the measurements, is formulated based on the maximum likelihood (ML) estimation of the Debye parameters from calibrated reflection measurements performed at the aperture of the probe. In particular, the measurement noises at different frequencies are approximated with independent Gaussian distributions. To estimate the mean and the standard deviation of the mentioned probability distributions at each frequency, the differences among repetitive measurements of a reference sample are analyzed. Later, these statistical distributions are enforced into a cost functional to derive an optimization scheme based on the ML estimation. Finally, the cost functional is iteratively minimized with a second-order Newton-based technique to retrieve the Debye relaxation parameters of a material. We further experimentally verified the method with various liquid samples, and the accuracy of the obtained results is compared with the previous works.
AB - In this article, we present a new method to measure the complex dielectric permittivity (CDP) of materials under test with an open-ended coaxial probe (OECP). The method, which explicitly takes measurement noise into account to enhance the stability of the measurements, is formulated based on the maximum likelihood (ML) estimation of the Debye parameters from calibrated reflection measurements performed at the aperture of the probe. In particular, the measurement noises at different frequencies are approximated with independent Gaussian distributions. To estimate the mean and the standard deviation of the mentioned probability distributions at each frequency, the differences among repetitive measurements of a reference sample are analyzed. Later, these statistical distributions are enforced into a cost functional to derive an optimization scheme based on the ML estimation. Finally, the cost functional is iteratively minimized with a second-order Newton-based technique to retrieve the Debye relaxation parameters of a material. We further experimentally verified the method with various liquid samples, and the accuracy of the obtained results is compared with the previous works.
KW - Complex dielectric permittivity (CDP)
KW - microwave dielectric spectroscopy
KW - microwave material characterization
KW - open-ended coaxial probes (OECPs)
UR - http://www.scopus.com/inward/record.url?scp=85153383038&partnerID=8YFLogxK
U2 - 10.1109/TIM.2023.3267352
DO - 10.1109/TIM.2023.3267352
M3 - Article
AN - SCOPUS:85153383038
SN - 0018-9456
VL - 72
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
M1 - 9505808
ER -