Optimization of contrast resolution by genetic algorithm in ultrasound tissue harmonic imaging
- PMID: 27403642
- DOI: 10.1016/j.ultras.2016.06.022
Optimization of contrast resolution by genetic algorithm in ultrasound tissue harmonic imaging
Abstract
The development of ultrasound imaging techniques such as pulse inversion has improved tissue harmonic imaging. Nevertheless, no recommendation has been made to date for the design of the waveform transmitted through the medium being explored. Our aim was therefore to find automatically the optimal "imaging" wave which maximized the contrast resolution without a priori information. To overcome assumption regarding the waveform, a genetic algorithm investigated the medium thanks to the transmission of stochastic "explorer" waves. Moreover, these stochastic signals could be constrained by the type of generator available (bipolar or arbitrary). To implement it, we changed the current pulse inversion imaging system by including feedback. Thus the method optimized the contrast resolution by adaptively selecting the samples of the excitation. In simulation, we benchmarked the contrast effectiveness of the best found transmitted stochastic commands and the usual fixed-frequency command. The optimization method converged quickly after around 300 iterations in the same optimal area. These results were confirmed experimentally. In the experimental case, the contrast resolution measured on a radiofrequency line could be improved by 6% with a bipolar generator and it could still increase by 15% with an arbitrary waveform generator.
Keywords: Genetic algorithm; Optimal command; Pulse inversion; Stochastic signal; Tissue harmonic imaging; Ultrasound.
Copyright © 2016 Elsevier B.V. All rights reserved.
Similar articles
-
Optimization of contrast-to-tissue ratio by frequency adaptation in pulse inversion imaging.IEEE Trans Ultrason Ferroelectr Freq Control. 2012 Nov;59(11):2431-8. doi: 10.1109/TUFFC.2012.2475. IEEE Trans Ultrason Ferroelectr Freq Control. 2012. PMID: 23192806
-
Optimization of contrast-to-tissue ratio by adaptation of transmitted ternary signal in ultrasound pulse inversion imaging.Comput Math Methods Med. 2013;2013:297463. doi: 10.1155/2013/297463. Epub 2013 Mar 20. Comput Math Methods Med. 2013. PMID: 23573167 Free PMC article.
-
Design of chirp excitation waveform for dual-frequency harmonic contrast detection.IEEE Trans Ultrason Ferroelectr Freq Control. 2009 Oct;56(10):2198-206. doi: 10.1109/TUFFC.2009.1302. IEEE Trans Ultrason Ferroelectr Freq Control. 2009. PMID: 19942507
-
Broadband reduction of the second harmonic distortion during nonlinear ultrasound wave propagation.Ultrasound Med Biol. 2010 Oct;36(10):1568-80. doi: 10.1016/j.ultrasmedbio.2010.06.006. Ultrasound Med Biol. 2010. PMID: 20800962 Review.
-
Ultrasound contrast imaging: current and new potential methods.Ultrasound Med Biol. 2000 Jul;26(6):965-75. doi: 10.1016/s0301-5629(00)00229-5. Ultrasound Med Biol. 2000. PMID: 10996696 Review.
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources