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Operational, Procedural, and Analytical Factors Influencing the Precision of Measurements With Thermoluminescent Dosimeters
Operational, Procedural, and Analytical Factors Influencing the Precision of Measurements ...
Operational, Procedural, and Analytical Factors Influencing the Precision of Measurements With Thermoluminescent Dosimeters

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자료유형  
 학위논문 서양
최종처리일시  
20260202103647
ISBN  
9798314875353
DDC  
310
저자명  
Noey, Jordan D.
서명/저자  
Operational, Procedural, and Analytical Factors Influencing the Precision of Measurements With Thermoluminescent Dosimeters
발행사항  
[Sl] : University of Michigan, 2025
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2025
형태사항  
164 p
주기사항  
Source: Dissertations Abstracts International, Volume: 86-11, Section: B.
주기사항  
Advisor: Kearfott, Kimberlee J.
학위논문주기  
Thesis (Ph.D.)--University of Michigan, 2025.
초록/해제  
요약This dissertation focuses on improving precision in radiation dosimetry for thermoluminescent dosimeters (TLDs) by analyzing the factors influencing precision and reliability throughout the dosimetry process. Radiation dosimetry involves several critical stages, including annealing, calibration, deployment, readout, and analysis, each of which can introduce variability into measurements. The research presented here investigates major factors that affect precision at these stages, ranging from operational practices to analysis methods, to develop strategies that enhance precision and consistency in dose assessments.Radiation dosimetry calibration sources, such as 137Cs irradiators, require systematic quality assurance and control to ensure reliable dose delivery. This work establishes a Phase I quality control protocol that applies statistical techniques, including Shewhart control charts and Nelson's Rules, to analyze air kerma rate measurements collected over 24 months. The findings demonstrate the importance of rational subgrouping methods in identifying systematic errors, positional variations, and equipment malfunctions. Building on this foundation, a Phase II protocol incorporates advanced statistical tools, such as exponentially weighted moving average control charts, to quantify uncertainties and detect short-term variations. Establishing a comprehensive quality control program helps identify assignable causes of errors and establish uncertainties in dynamic dosimetry calibration processes, offering a framework that can be applied to monitor and evaluate any value of interest throughout the dosimetry process. Advances in glow curve analysis were made for TLDs by introducing improved algorithms for peak detection and curve fitting. A transition to stochastic gradient descent algorithms and the addition of early stopping mechanisms have significantly enhanced the accuracy of automated peak identification, improving the mean figure of merit by 46%. These improvements facilitate more precise characterization of TLD glow curves, essential for analyzing dosimetric materials' thermal and kinetic properties. A detailed investigation into the effects of heating rates on TLD precision reveals that both noise and thermal effects contribute to variance in dosimetric readings. An optimal heating rate of 4 °C/s was identified, minimizing variance while maintaining accuracy across different TLD materials. The study further highlights the relationship between heating rate, kinetic parameters, and dosimeter properties, providing guidance for optimizing readout conditions in dosimetric applicationsThis dissertation applies these processes to a practical example, which includes calculating the minimum detectable dose for TLDs while considering the influence of uncertainties from dose calibration, annealing methods, heating rates, and analysis techniques. The minimum detectable dose has varying calculation methods, and six different methods were used in this study to determine how the value changes based on the method. The research reveals a general range of values from 10µGy to 120 µGy, though a broader range exists, illustrating the significant variability introduced by each factor. This study shows that a wide range of values exist for the minimum detectable dose, indicating that each dosimetry program has different approaches that influence both precision and applicability. This emphasizes the need to consider the specific goals of the dosimetry program when considering precision in measurements. It is important to balance required accuracy with desired operational efficiency. The findings presented in this dissertation contribute to the broader understanding of precision in radiation dosimetry. By addressing key challenges in the use and handling of TLDs, this work highlights the relationship between inherent operational practices and measurement precision. It highlights the importance of robust quality control, advanced analytical methods, and methodological rigor in achieving accurate and reliable dose measurements.
일반주제명  
Statistics
일반주제명  
Nuclear engineering
일반주제명  
Statistical physics
일반주제명  
Nuclear physics
일반주제명  
Thermodynamics
키워드  
Thermoluminescent dosimetry
키워드  
Precision
키워드  
Minimum detectable dose
키워드  
Glow curve analysis
키워드  
Operational practices
키워드  
Health physics
기타저자  
University of Michigan Nuclear Engineering & Radiological Sciences
기본자료저록  
Dissertations Abstracts International. 86-11B.
전자적 위치 및 접속  
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■1001  ▼aNoey,  Jordan  D.
■24510▼aOperational,  Procedural,  and  Analytical  Factors  Influencing  the  Precision  of  Measurements  With  Thermoluminescent  Dosimeters
■260    ▼a[Sl]▼bUniversity  of  Michigan▼c2025
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2025
■300    ▼a164  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  86-11,  Section:  B.
■500    ▼aAdvisor:  Kearfott,  Kimberlee  J.
■5021  ▼aThesis  (Ph.D.)--University  of  Michigan,  2025.
■520    ▼aThis  dissertation  focuses  on  improving  precision  in  radiation  dosimetry  for  thermoluminescent  dosimeters  (TLDs)  by  analyzing  the  factors  influencing  precision  and  reliability  throughout  the  dosimetry  process.  Radiation  dosimetry  involves  several  critical  stages,  including  annealing,  calibration,  deployment,  readout,  and  analysis,  each  of  which  can  introduce  variability  into  measurements.  The  research  presented  here  investigates  major  factors  that  affect  precision  at  these  stages,  ranging  from  operational  practices  to  analysis  methods,  to  develop  strategies  that  enhance  precision  and  consistency  in  dose  assessments.Radiation  dosimetry  calibration  sources,  such  as  137Cs  irradiators,  require  systematic  quality  assurance  and  control  to  ensure  reliable  dose  delivery.  This  work  establishes  a  Phase  I  quality  control  protocol  that  applies  statistical  techniques,  including  Shewhart  control  charts  and  Nelson's  Rules,  to  analyze  air  kerma  rate  measurements  collected  over  24  months.  The  findings  demonstrate  the  importance  of  rational  subgrouping  methods  in  identifying  systematic  errors,  positional  variations,  and  equipment  malfunctions.  Building  on  this  foundation,  a  Phase  II  protocol  incorporates  advanced  statistical  tools,  such  as  exponentially  weighted  moving  average  control  charts,  to  quantify  uncertainties  and  detect  short-term  variations.  Establishing  a  comprehensive  quality  control  program  helps  identify  assignable  causes  of  errors  and  establish  uncertainties  in  dynamic  dosimetry  calibration  processes,  offering  a  framework  that  can  be  applied  to  monitor  and  evaluate  any  value  of  interest  throughout  the  dosimetry  process. Advances  in  glow  curve  analysis  were  made  for  TLDs  by  introducing  improved  algorithms  for  peak  detection  and  curve  fitting.  A  transition  to  stochastic  gradient  descent  algorithms  and  the  addition  of  early  stopping  mechanisms  have  significantly  enhanced  the  accuracy  of  automated  peak  identification,  improving  the  mean  figure  of  merit  by  46%. These  improvements  facilitate  more  precise  characterization  of  TLD  glow  curves,  essential  for  analyzing  dosimetric  materials'  thermal  and  kinetic  properties. A  detailed  investigation  into  the  effects  of  heating  rates  on  TLD  precision  reveals  that  both  noise  and  thermal  effects  contribute  to  variance  in  dosimetric  readings.  An  optimal  heating  rate  of  4  °C/s  was  identified,  minimizing  variance  while  maintaining  accuracy  across  different  TLD  materials.  The  study  further  highlights  the  relationship  between  heating  rate,  kinetic  parameters,  and  dosimeter  properties,  providing  guidance  for  optimizing  readout  conditions  in  dosimetric  applicationsThis  dissertation  applies  these  processes  to  a  practical  example,  which  includes  calculating  the  minimum  detectable  dose  for  TLDs  while  considering  the  influence  of  uncertainties  from  dose  calibration,  annealing  methods,  heating  rates,  and  analysis  techniques.  The  minimum  detectable  dose  has  varying  calculation  methods,  and  six  different  methods  were  used  in  this  study  to  determine  how  the  value  changes  based  on  the  method.  The  research  reveals  a  general  range  of  values  from  10µGy  to  120  µGy,  though  a  broader  range  exists,  illustrating  the  significant  variability  introduced  by  each  factor.  This  study  shows  that  a  wide  range  of  values  exist  for  the  minimum  detectable  dose,  indicating  that  each  dosimetry  program  has  different  approaches  that  influence  both  precision  and  applicability.  This  emphasizes  the  need  to  consider  the  specific  goals  of  the  dosimetry  program  when  considering  precision  in  measurements.  It  is  important  to  balance  required  accuracy  with  desired  operational  efficiency. The  findings  presented  in  this  dissertation  contribute  to  the  broader  understanding  of  precision  in  radiation  dosimetry.  By  addressing  key  challenges  in  the  use  and  handling  of  TLDs,  this  work  highlights  the  relationship  between  inherent  operational  practices  and  measurement  precision.  It  highlights  the  importance  of  robust  quality  control,  advanced  analytical  methods,  and  methodological  rigor  in  achieving  accurate  and  reliable  dose  measurements.
■590    ▼aSchool  code:  0127.
■650  4▼aStatistics
■650  4▼aNuclear  engineering
■650  4▼aStatistical  physics
■650  4▼aNuclear  physics
■650  4▼aThermodynamics
■653    ▼aThermoluminescent  dosimetry
■653    ▼aPrecision
■653    ▼aMinimum  detectable  dose
■653    ▼aGlow  curve  analysis
■653    ▼aOperational  practices
■653    ▼aHealth  physics
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■690    ▼a0463
■690    ▼a0217
■690    ▼a0756
■690    ▼a0348
■71020▼aUniversity  of  Michigan▼bNuclear  Engineering  &  Radiological  Sciences.
■7730  ▼tDissertations  Abstracts  International▼g86-11B.
■790    ▼a0127
■791    ▼aPh.D.
■792    ▼a2025
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17358122▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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