The respiratory compensation auto tuning system with ultrasound image tracking technique

碩士 === 國立臺北科技大學 === 機電整合研究所 === 103 === The purpose of this study is to develop a dynamic image processing algorithm, which can process the ultrasound images to extract the exact displacement of internal organs caused by respiratory motion. The real-time ultrasound images of the organs displacement...

Full description

Bibliographic Details
Main Authors: Kuan-Ting Teng, 鄧貫廷
Other Authors: 莊賀喬
Language:zh-TW
Online Access:http://ndltd.ncl.edu.tw/handle/728bcu
id ndltd-TW-103TIT05651044
record_format oai_dc
spelling ndltd-TW-103TIT056510442019-06-30T05:21:58Z http://ndltd.ncl.edu.tw/handle/728bcu The respiratory compensation auto tuning system with ultrasound image tracking technique 利用超音波影像追蹤技術製作自動調控呼吸位移補償系統 Kuan-Ting Teng 鄧貫廷 碩士 國立臺北科技大學 機電整合研究所 103 The purpose of this study is to develop a dynamic image processing algorithm, which can process the ultrasound images to extract the exact displacement of internal organs caused by respiratory motion. The real-time ultrasound images of the organs displacement can be tracked by using our proposed dynamic image processing program, and the tracked displacement signals are analyzed to offset organ displacement via a respiratory compensating system. Meanwhile, ultrasound imaging system is a non-invasive, good resolution, and with a relative high frame rate, which prevents patients from receiving unnecessary dose under observation of radiation. Thus, the non-invasive observation and the compensation of organ displacements can be simultaneously achieved during the entire radiation therapy. In this study, the ultrasound probe is used to replace 4D CT as a monitor to reduce the unnecessary radiation dose. However, there is respiratory signal delay in the system then generating ultrasound image, image processing, and signal transferring. We first analyzed the system delay and concluded the respiratory delay time as 0.176+0.029 seconds in this system. For compensating the signal delay time, this study designed the phase-lead compensator in the controller. Then a dynamic image tracking algorithm was designed for tracking specific target (such as diaphragm) motion. A simulated diaphragm motion driven by a respiratory simulation system (RSS) was observed with an ultrasound imaging system, and then the ultrasound images of the diaphragm displacements caused by the simulated respiratory signals were captured by our proposed image tracking algorithms. The diaphragm moving distances were calculated according to the algorithm, which can be used as the input signals to adjust the gain of RCS, so that the amplitude of the compensation signals are close to the target movement. In addition, the inclined angle of the ultrasound probe with respect to the body surface of the abdomen affects the results of ultrasound images tracking displacement. Therefore, in this study the displacement of the phantom was observed under a linear accelerator (LINAC), and verified with different inclined angle setup of the ultrasound probe. The experimental results indicate that the best inclined angle of the ultrasound probe is 40 degrees, which results in the target displacement of the ultrasound images close to the actual target motion. Finally through our proposed algorithms, the displacement signals of the tracking phantom and the reverse displacement signals created by the RCS were compared, and thus, the positioning accuracy of our ultrasound dynamic image tracking technique combines of RCS are assessed. The results show that when the ultrasound image tracking technique is used with the ultrasound probe placed in an inclined angle of 40 degrees for the simulated respiratory (sine wave) experiments, and the correlation between the target displacement on the ultrasound images and the actual target displacement was around 97%. Moreover, all of the compensation rates were more than 94% after activating the RCS. Furthermore, the human trials were performed from three patients, and their diaphragm movements on the ultrasound images were captured by our image tacking technique, whereby testing the adaptability of the image tracking algorithms for different ultrasound images of human internal organs. Testing results show that our algorithms are able to perform the precise point locking and tracking functions on diaphragms under different ultrasound images of human organs. Therefore, the proposed ultrasound image tracking technique combined with RCS for offsetting organ displacement due to respiratory motion is feasible. 莊賀喬 學位論文 ; thesis zh-TW
collection NDLTD
language zh-TW
sources NDLTD
description 碩士 === 國立臺北科技大學 === 機電整合研究所 === 103 === The purpose of this study is to develop a dynamic image processing algorithm, which can process the ultrasound images to extract the exact displacement of internal organs caused by respiratory motion. The real-time ultrasound images of the organs displacement can be tracked by using our proposed dynamic image processing program, and the tracked displacement signals are analyzed to offset organ displacement via a respiratory compensating system. Meanwhile, ultrasound imaging system is a non-invasive, good resolution, and with a relative high frame rate, which prevents patients from receiving unnecessary dose under observation of radiation. Thus, the non-invasive observation and the compensation of organ displacements can be simultaneously achieved during the entire radiation therapy. In this study, the ultrasound probe is used to replace 4D CT as a monitor to reduce the unnecessary radiation dose. However, there is respiratory signal delay in the system then generating ultrasound image, image processing, and signal transferring. We first analyzed the system delay and concluded the respiratory delay time as 0.176+0.029 seconds in this system. For compensating the signal delay time, this study designed the phase-lead compensator in the controller. Then a dynamic image tracking algorithm was designed for tracking specific target (such as diaphragm) motion. A simulated diaphragm motion driven by a respiratory simulation system (RSS) was observed with an ultrasound imaging system, and then the ultrasound images of the diaphragm displacements caused by the simulated respiratory signals were captured by our proposed image tracking algorithms. The diaphragm moving distances were calculated according to the algorithm, which can be used as the input signals to adjust the gain of RCS, so that the amplitude of the compensation signals are close to the target movement. In addition, the inclined angle of the ultrasound probe with respect to the body surface of the abdomen affects the results of ultrasound images tracking displacement. Therefore, in this study the displacement of the phantom was observed under a linear accelerator (LINAC), and verified with different inclined angle setup of the ultrasound probe. The experimental results indicate that the best inclined angle of the ultrasound probe is 40 degrees, which results in the target displacement of the ultrasound images close to the actual target motion. Finally through our proposed algorithms, the displacement signals of the tracking phantom and the reverse displacement signals created by the RCS were compared, and thus, the positioning accuracy of our ultrasound dynamic image tracking technique combines of RCS are assessed. The results show that when the ultrasound image tracking technique is used with the ultrasound probe placed in an inclined angle of 40 degrees for the simulated respiratory (sine wave) experiments, and the correlation between the target displacement on the ultrasound images and the actual target displacement was around 97%. Moreover, all of the compensation rates were more than 94% after activating the RCS. Furthermore, the human trials were performed from three patients, and their diaphragm movements on the ultrasound images were captured by our image tacking technique, whereby testing the adaptability of the image tracking algorithms for different ultrasound images of human internal organs. Testing results show that our algorithms are able to perform the precise point locking and tracking functions on diaphragms under different ultrasound images of human organs. Therefore, the proposed ultrasound image tracking technique combined with RCS for offsetting organ displacement due to respiratory motion is feasible.
author2 莊賀喬
author_facet 莊賀喬
Kuan-Ting Teng
鄧貫廷
author Kuan-Ting Teng
鄧貫廷
spellingShingle Kuan-Ting Teng
鄧貫廷
The respiratory compensation auto tuning system with ultrasound image tracking technique
author_sort Kuan-Ting Teng
title The respiratory compensation auto tuning system with ultrasound image tracking technique
title_short The respiratory compensation auto tuning system with ultrasound image tracking technique
title_full The respiratory compensation auto tuning system with ultrasound image tracking technique
title_fullStr The respiratory compensation auto tuning system with ultrasound image tracking technique
title_full_unstemmed The respiratory compensation auto tuning system with ultrasound image tracking technique
title_sort respiratory compensation auto tuning system with ultrasound image tracking technique
url http://ndltd.ncl.edu.tw/handle/728bcu
work_keys_str_mv AT kuantingteng therespiratorycompensationautotuningsystemwithultrasoundimagetrackingtechnique
AT dèngguàntíng therespiratorycompensationautotuningsystemwithultrasoundimagetrackingtechnique
AT kuantingteng lìyòngchāoyīnbōyǐngxiàngzhuīzōngjìshùzhìzuòzìdòngdiàokònghūxīwèiyíbǔchángxìtǒng
AT dèngguàntíng lìyòngchāoyīnbōyǐngxiàngzhuīzōngjìshùzhìzuòzìdòngdiàokònghūxīwèiyíbǔchángxìtǒng
AT kuantingteng respiratorycompensationautotuningsystemwithultrasoundimagetrackingtechnique
AT dèngguàntíng respiratorycompensationautotuningsystemwithultrasoundimagetrackingtechnique
_version_ 1719214406450020352