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An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint
The purpose of ultrasound elastography is to identify lesions by reconstructing the hardness characteristics of tissue reconstructed from ultrasound data. Conventional quasi-static ultrasound elastography is easily applied to obtain axial strain components along the compression direction, with the r...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3772814/ https://www.ncbi.nlm.nih.gov/pubmed/24058460 http://dx.doi.org/10.1371/journal.pone.0073093 |
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author | Hu, Zhenghui Zhang, Heye Yuan, Jinwei Lu, Minhua Chen, Siping Liu, Huafeng |
author_facet | Hu, Zhenghui Zhang, Heye Yuan, Jinwei Lu, Minhua Chen, Siping Liu, Huafeng |
author_sort | Hu, Zhenghui |
collection | PubMed |
description | The purpose of ultrasound elastography is to identify lesions by reconstructing the hardness characteristics of tissue reconstructed from ultrasound data. Conventional quasi-static ultrasound elastography is easily applied to obtain axial strain components along the compression direction, with the results inverted to represent the distribution of tissue hardness under the assumption of constant internal stresses. However, previous works of quasi-static ultrasound elastography have found it difficult to obtain the lateral and shear strain components, due to the poor lateral resolution of conventional ultrasound probes. The physical nature of the strain field is a continuous vector field, which should be fully described by the axial, lateral, and shear strain components, and the clinical value of lateral and shear strain components of deformed tissue is gradually being recognized by both engineers and clinicians. Therefore, a biomechanical-model-constrained filtering framework is proposed here for recovering a full displacement field at a high spatial resolution from the noisy ultrasound data. In our implementation, after the biomechanical model constraint is integrated into the state-space equation, both the axial and lateral displacement components can be recovered at a high spatial resolution from the noisy displacement measurements using a robust [Image: see text] filter, which only requires knowledge of the worst-case noise levels in the measurements. All of the strain components can then be calculated by applying a gradient operator to the recovered displacement field. Numerical experiments on synthetic data demonstrated the robustness and effectiveness of our approach, and experiments on phantom data and in-vivo clinical data also produced satisfying results. |
format | Online Article Text |
id | pubmed-3772814 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-37728142013-09-20 An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint Hu, Zhenghui Zhang, Heye Yuan, Jinwei Lu, Minhua Chen, Siping Liu, Huafeng PLoS One Research Article The purpose of ultrasound elastography is to identify lesions by reconstructing the hardness characteristics of tissue reconstructed from ultrasound data. Conventional quasi-static ultrasound elastography is easily applied to obtain axial strain components along the compression direction, with the results inverted to represent the distribution of tissue hardness under the assumption of constant internal stresses. However, previous works of quasi-static ultrasound elastography have found it difficult to obtain the lateral and shear strain components, due to the poor lateral resolution of conventional ultrasound probes. The physical nature of the strain field is a continuous vector field, which should be fully described by the axial, lateral, and shear strain components, and the clinical value of lateral and shear strain components of deformed tissue is gradually being recognized by both engineers and clinicians. Therefore, a biomechanical-model-constrained filtering framework is proposed here for recovering a full displacement field at a high spatial resolution from the noisy ultrasound data. In our implementation, after the biomechanical model constraint is integrated into the state-space equation, both the axial and lateral displacement components can be recovered at a high spatial resolution from the noisy displacement measurements using a robust [Image: see text] filter, which only requires knowledge of the worst-case noise levels in the measurements. All of the strain components can then be calculated by applying a gradient operator to the recovered displacement field. Numerical experiments on synthetic data demonstrated the robustness and effectiveness of our approach, and experiments on phantom data and in-vivo clinical data also produced satisfying results. Public Library of Science 2013-09-13 /pmc/articles/PMC3772814/ /pubmed/24058460 http://dx.doi.org/10.1371/journal.pone.0073093 Text en © 2013 Hu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Hu, Zhenghui Zhang, Heye Yuan, Jinwei Lu, Minhua Chen, Siping Liu, Huafeng An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint |
title | An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint |
title_full | An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint |
title_fullStr | An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint |
title_full_unstemmed | An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint |
title_short | An H(∞) Strategy for Strain Estimation in Ultrasound Elastography Using Biomechanical Modeling Constraint |
title_sort | h(∞) strategy for strain estimation in ultrasound elastography using biomechanical modeling constraint |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3772814/ https://www.ncbi.nlm.nih.gov/pubmed/24058460 http://dx.doi.org/10.1371/journal.pone.0073093 |
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