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Article Open Access June 16, 2022

Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network

Jianhong Gan 1, Yilan Zhang 1, Changyou Wang 2,*, Hongmei Zhang 3 and Jing Lu 3
1
School of software engineering, Chengdu University of Information Engineering, Chengdu, Sichuan, 610103, China
2
School of Applied Mathematics, Chengdu University of Information Engineering, Chengdu, Sichuan, 610103, China
3
Sichuan Academy of Medical Sciences ● Sichuan Provincial People's Hospital, China
Publihed in: Current Research in Public Health (Volume 1, Issue 1, 2022)
Page(s): 9-16
DOI: 10.31586/ujcsc.2022.315
Received
May 07, 2022
Revised
June 06, 2022
Accepted
June 14, 2022
Published
June 16, 2022
Keywords
Ultrasound Color Doppler Imaging; Time Complexity; Singular Value Filtering; BP Neural Network
Creative Commons

This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium or format, provided the original work is properly cited.
Copyright: Copyright © The Author(s), 2022. Published by Scientific Publications
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APA Style
Gan, J. , Gan, J. Zhang, Y. , Zhang, Y. Wang, C. , Wang, C. Zhang, H. , & Zhang, H. (2022). Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network. Current Research in Public Health, 1(1), 9-16. https://doi.org/10.31586/ujcsc.2022.315
ACS Style
Gan, J. ; Gan, J. Zhang, Y. ; Zhang, Y. Wang, C. ; Wang, C. Zhang, H. ; Zhang, H. Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network. Current Research in Public Health 2022 1(1), 9-16. https://doi.org/10.31586/ujcsc.2022.315
Chicago/Turabian Style
Gan, Jianhong, Jianhong Gan. Yilan Zhang, Yilan Zhang. Changyou Wang, Changyou Wang. Hongmei Zhang, and Hongmei Zhang. 2022. "Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network". Current Research in Public Health 1, no. 1: 9-16. https://doi.org/10.31586/ujcsc.2022.315
AMA Style
Gan J, Gan JZhang Y, Zhang YWang C, Wang CZhang H, Zhang H. Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network. Current Research in Public Health. 2022; 1(1):9-16. https://doi.org/10.31586/ujcsc.2022.315 
@Article{crph315,
AUTHOR = {Gan, Jianhong and Zhang, Yilan and Wang, Changyou and Zhang, Hongmei and Lu, Jing},
TITLE = {Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network},
JOURNAL = {Current Research in Public Health},
VOLUME = {1},
YEAR = {2022},
NUMBER = {1},
PAGES = {9-16},
URL = {https://www.scipublications.com/journal/index.php/UJCSC/article/view/315},
ISSN = {2831-5162},
DOI = {10.31586/ujcsc.2022.315},
ABSTRACT = {Aiming at the time complexity of singular value spectrum weighted Hankel SVD filtering algorithm, a clutter suppression algorithm for ultrasonic color Doppler imaging based on BP neural network model is proposed in this paper. Firstly, using the PRF data collected by portable ultrasound instrument, we verify the singular value weighted Hankel SVD filtering algorithm, and the results show that the algorithm has high accuracy; Then, the BP neural network model is established based on the input and output data of singular value weighted Hankel-SVD filtering algorithm; Finally, the clutter suppression algorithm of ultrasonic color Doppler imaging based on BP neural network model is established. The experimental results show that compared with Hankel SVD filtering algorithm, the clutter suppression algorithm proposed in this paper greatly shortens the operation time without reducing the accuracy, so as to improve the real-time performance of the filtering algorithm.},
}
%0 Journal Article
%A Gan, Jianhong
%A Zhang, Yilan
%A Wang, Changyou
%A Zhang, Hongmei
%A Lu, Jing
%D 2022
%J Current Research in Public Health

%@ 2831-5162
%V 1
%N 1
%P 9-16

%T Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network
%M doi:10.31586/ujcsc.2022.315
%U https://www.scipublications.com/journal/index.php/UJCSC/article/view/315

TY  - JOUR
AU  - Gan, Jianhong
AU  - Zhang, Yilan
AU  - Wang, Changyou
AU  - Zhang, Hongmei
AU  - Lu, Jing
TI  - Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network
T2  - Current Research in Public Health
PY  - 2022
VL  - 1
IS  - 1
SN  - 2831-5162
SP  - 9
EP  - 16
UR  - https://www.scipublications.com/journal/index.php/UJCSC/article/view/315
AB  - Aiming at the time complexity of singular value spectrum weighted Hankel SVD filtering algorithm, a clutter suppression algorithm for ultrasonic color Doppler imaging based on BP neural network model is proposed in this paper. Firstly, using the PRF data collected by portable ultrasound instrument, we verify the singular value weighted Hankel SVD filtering algorithm, and the results show that the algorithm has high accuracy; Then, the BP neural network model is established based on the input and output data of singular value weighted Hankel-SVD filtering algorithm; Finally, the clutter suppression algorithm of ultrasonic color Doppler imaging based on BP neural network model is established. The experimental results show that compared with Hankel SVD filtering algorithm, the clutter suppression algorithm proposed in this paper greatly shortens the operation time without reducing the accuracy, so as to improve the real-time performance of the filtering algorithm.
DO  - Clutter Suppression Algorithm of Ultrasonic Color Doppler Imaging Based on BP Neural Network
TI  - 10.31586/ujcsc.2022.315
ER  -