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Image Guided High Precision Robotic Positioning in MRI or Medical Applications
Image Guided High Precision Robotic Positioning in MRI or Medical Applications
Image Guided High Precision Robotic Positioning in MRI or Medical Applications

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자료유형  
 학위논문 서양
최종처리일시  
20260202105510
ISBN  
9798263330132
DDC  
006.42
저자명  
Martinez, Daniel Enrique.
서명/저자  
Image Guided High Precision Robotic Positioning in MRI or Medical Applications
발행사항  
[Sl] : Georgia Institute of Technology, 2024
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2024
형태사항  
108 p
주기사항  
Source: Dissertations Abstracts International, Volume: 87-05, Section: B.
주기사항  
Advisor: Ueda, Jun.
학위논문주기  
Thesis (Ph.D.)--Georgia Institute of Technology, 2024.
초록/해제  
요약Magnetic Resonance Imaging (MRI) is a powerful diagnostic tool that offers advanced visualization of human tissue, increasingly used to guide medical procedures such as biopsies and interventions. Nevertheless, navigation in the MRI environment remains challenging due to material, actuator, and sensor restrictions as well as scan time and cost of use. This work presents methods for ensuring high precision robotic positioning in MRI for use in emerging applications through three distinct aims. In the first aim, an MRI-analogous test bench implementing Position Sensitive Devices (PSDs) is established to measure the positioning performance of a previously developed MRI compatible robot, circumventing limitations of MRI resolution and scan time, validating the capability of MRI guided robot navigation methods. In the second aim, the validated high-precision navigation method is leveraged to enable the application of multi-image Super Resolution (SR) algorithms to construct enhanced resolution in-plane MRI slices, leading to improved positioning precision exceeding the limits of the native MRI resolution. In the third aim, a data-driven gain estimation control method is established to compensate for resistive forces and improve open-loop positioning accuracy when the robot end-effector navigates through a complex fluid medium. A novel acousto-optic sensor is integrated into the system to measure impacts of radio-frequency waves on temperature and e-field distribution around medical implants in MRI. Improved open-loop control reduces the number of MRI scans needed for high accuracy positioning, reducing experiment and procedure time, allowing for navigation to larger number of points and expanded data collection within a set time frame. These developments enable the assessment of medical implant safety in MRI through high accuracy positioning needed to properly understand dissipation of temperature and e-field around conductive structures.Chapter 1 will describe the motivations and background for this work.Chapter 2 will detail the evaluation of an MRI guided 4 DOF needle guide positioning robot for medical applicationsChapter 3 will discuss the application of super resolution image algorithms for high precision MRI guided positioning.Chapter 4 will discuss the establishment of a data-based control method for robotic navigation through a gel phantom for safety assessment of medical implantsChapter 5 will conclude the document and propose future work to enhance and extend the reported results.
일반주제명  
Scanners
일반주제명  
Pacemakers
일반주제명  
Magnetic resonance imaging
일반주제명  
Medical research
일반주제명  
Robots
일반주제명  
Medical equipment
일반주제명  
Tissues
일반주제명  
Spinal cord
일반주제명  
Visualization
일반주제명  
Robotics
일반주제명  
Medical imaging
일반주제명  
Medicine
기타저자  
Georgia Institute of Technology.
기본자료저록  
Dissertations Abstracts International. 87-05B.
전자적 위치 및 접속  
로그인 후 원문을 볼 수 있습니다.

MARC

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■1001  ▼aMartinez,  Daniel  Enrique.
■24510▼aImage  Guided  High  Precision  Robotic  Positioning  in  MRI  or  Medical  Applications
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■300    ▼a108  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  87-05,  Section:  B.
■500    ▼aAdvisor:  Ueda,  Jun.
■5021  ▼aThesis  (Ph.D.)--Georgia  Institute  of  Technology,  2024.
■520    ▼aMagnetic  Resonance  Imaging  (MRI)  is  a  powerful  diagnostic  tool  that  offers  advanced  visualization  of  human  tissue,  increasingly  used  to  guide  medical  procedures  such  as  biopsies  and  interventions.  Nevertheless,  navigation  in  the  MRI  environment  remains  challenging  due  to  material,  actuator,  and  sensor  restrictions  as  well  as  scan  time  and  cost  of  use.  This  work  presents  methods  for  ensuring  high  precision  robotic  positioning  in  MRI  for  use  in  emerging  applications  through  three  distinct  aims.  In  the  first  aim,  an  MRI-analogous  test  bench  implementing  Position  Sensitive  Devices  (PSDs)  is  established  to  measure  the  positioning  performance  of  a  previously  developed  MRI  compatible  robot,  circumventing  limitations  of  MRI  resolution  and  scan  time,  validating  the  capability  of  MRI  guided  robot  navigation  methods.  In  the  second  aim,  the  validated  high-precision  navigation  method  is  leveraged  to  enable  the  application  of  multi-image  Super  Resolution  (SR)  algorithms  to  construct  enhanced  resolution  in-plane  MRI  slices,  leading  to  improved  positioning  precision  exceeding  the  limits  of  the  native  MRI  resolution.  In  the  third  aim,  a  data-driven  gain  estimation  control  method  is  established  to  compensate  for  resistive  forces  and  improve  open-loop  positioning  accuracy  when  the  robot  end-effector  navigates  through  a  complex  fluid  medium.  A  novel  acousto-optic  sensor  is  integrated  into  the  system  to  measure  impacts  of  radio-frequency  waves  on  temperature  and  e-field  distribution  around  medical  implants  in  MRI.  Improved  open-loop  control  reduces  the  number  of  MRI  scans  needed  for  high  accuracy  positioning,  reducing  experiment  and  procedure  time,  allowing  for  navigation  to  larger  number  of  points  and  expanded  data  collection  within  a  set  time  frame.  These  developments  enable  the  assessment  of  medical  implant  safety  in  MRI  through  high  accuracy  positioning  needed  to  properly  understand  dissipation  of  temperature  and  e-field  around  conductive  structures.Chapter  1  will  describe  the  motivations  and  background  for  this  work.Chapter  2  will  detail  the  evaluation  of  an  MRI  guided  4  DOF  needle  guide  positioning  robot  for  medical  applicationsChapter  3  will  discuss  the  application  of  super  resolution  image  algorithms  for  high  precision  MRI  guided  positioning.Chapter  4  will  discuss  the  establishment  of  a  data-based  control  method  for  robotic  navigation  through  a  gel  phantom  for  safety  assessment  of  medical  implantsChapter  5  will  conclude  the  document  and  propose  future  work  to  enhance  and  extend  the  reported  results.
■590    ▼aSchool  code:  0078.
■650  4▼aScanners
■650  4▼aPacemakers
■650  4▼aMagnetic  resonance  imaging
■650  4▼aMedical  research
■650  4▼aRobots
■650  4▼aMedical  equipment
■650  4▼aTissues
■650  4▼aSpinal  cord
■650  4▼aVisualization
■650  4▼aRobotics
■650  4▼aMedical  imaging
■650  4▼aMedicine
■690    ▼a0771
■690    ▼a0574
■690    ▼a0564
■71020▼aGeorgia  Institute  of  Technology.
■7730  ▼tDissertations  Abstracts  International▼g87-05B.
■790    ▼a0078
■791    ▼aPh.D.
■792    ▼a2024
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■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17360345▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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