TY - GEN
T1 - A feasibility study on the determination of blood hematocrit with Nakagami parameter calculated from backscattered signals
AU - Tsui, Po Hsiang
AU - Huang, Chih Chung
AU - Wang, Shyh Hau
PY - 2005
Y1 - 2005
N2 - The feasibility of quantifying various hematocrits using the Nakagami parameter was evaluated in this study. The ultrasonic signals backscattered from red cell suspensions with hematocrits ranging from 3% to 50% were collected using a 5 MHz focused transducer. The Hilbert transform and logarithmic compression were in turn applied to the backscattered signals to obtain the uncompressed and compressed envelopes for estimating the Nakagami model parameter. The Nakagami parameter calculated using the uncompressed backscattered envelopes cannot be used to separate various hematocrits due to that the probability distributions of the uncompressed envelopes of different hematocrits all follow Rayleigh statistics, as indicated by their near-unity Nakagami parameters. In contrast, all of the compressed backscattered envelopes tended to be post-Rayleigh distributions, further making the corresponding Nakagami parameters dependent on the hematocrit, in which the mean parameter increased from 7.2 to 8.04 with the hematocrit from 3% to 12%. As the hematocrits were increased from 12% to 50%, the corresponding Nakagami parameter decreased from 8.04 to 5.77. This demonstrates that different hematocrits can be effectively distinguished using the Nakagami parameter after applying logarithmic compression to the envelope signals. Since it is not affected by the system gain and dynamic range, the Nakagami parameter estimated from compressed backscattered envelopes might be a useful parameter for the future development of the real-time examinations of the hematocrit by ultrasound technique.
AB - The feasibility of quantifying various hematocrits using the Nakagami parameter was evaluated in this study. The ultrasonic signals backscattered from red cell suspensions with hematocrits ranging from 3% to 50% were collected using a 5 MHz focused transducer. The Hilbert transform and logarithmic compression were in turn applied to the backscattered signals to obtain the uncompressed and compressed envelopes for estimating the Nakagami model parameter. The Nakagami parameter calculated using the uncompressed backscattered envelopes cannot be used to separate various hematocrits due to that the probability distributions of the uncompressed envelopes of different hematocrits all follow Rayleigh statistics, as indicated by their near-unity Nakagami parameters. In contrast, all of the compressed backscattered envelopes tended to be post-Rayleigh distributions, further making the corresponding Nakagami parameters dependent on the hematocrit, in which the mean parameter increased from 7.2 to 8.04 with the hematocrit from 3% to 12%. As the hematocrits were increased from 12% to 50%, the corresponding Nakagami parameter decreased from 8.04 to 5.77. This demonstrates that different hematocrits can be effectively distinguished using the Nakagami parameter after applying logarithmic compression to the envelope signals. Since it is not affected by the system gain and dynamic range, the Nakagami parameter estimated from compressed backscattered envelopes might be a useful parameter for the future development of the real-time examinations of the hematocrit by ultrasound technique.
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U2 - 10.1109/ULTSYM.2005.160318
DO - 10.1109/ULTSYM.2005.160318
M3 - Conference contribution
AN - SCOPUS:33847170274
SN - 0780393821
SN - 9780780393820
T3 - Proceedings - IEEE Ultrasonics Symposium
SP - 1683
EP - 1686
BT - 2005 IEEE Ultrasonics Symposium
T2 - 2005 IEEE Ultrasonics Symposium
Y2 - 18 September 2005 through 21 September 2005
ER -