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Modeling of Capacity, Resistance, and Expansion of Lithium-Ion Batteries as They Degrade: Linking Expansion and Degradation
Modeling of Capacity, Resistance, and Expansion of Lithium-Ion Batteries as They Degrade: ...
Modeling of Capacity, Resistance, and Expansion of Lithium-Ion Batteries as They Degrade: Linking Expansion and Degradation

상세정보

자료유형  
 학위논문 서양
최종처리일시  
20260202103643
ISBN  
9798314874271
DDC  
621
저자명  
Pannala, Sravan.
서명/저자  
Modeling of Capacity, Resistance, and Expansion of Lithium-Ion Batteries as They Degrade: Linking Expansion and Degradation
발행사항  
[Sl] : University of Michigan, 2025
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2025
형태사항  
157 p
주기사항  
Source: Dissertations Abstracts International, Volume: 86-11, Section: B.
주기사항  
Advisor: Siegel, Jason;Stefanopoulou, Anna.
학위논문주기  
Thesis (Ph.D.)--University of Michigan, 2025.
초록/해제  
요약Battery degradation leads to changes in battery dimensions. Reversible dimensional changes (expansion) due to lithium intercalation in the graphite take place during charging and reverse during discharging. The magnitude of the reversible expansion reduces as the batteries age and their capacity decreases over their lifetimes. Irreversible dimensional changes (irreversible expansion) are observed as an overall increase in battery thickness as the battery ages. Although there is a general understanding that these dimensional changes are functions of degradation mechanisms that affect the electrode thickness, such as solid-electrolyte interface (SEI), Li-plating, and stress-induced particle fracture, this thesis directly connects and parameterizes lifetime degradation mechanisms with expansion in multi-layer pouch cells. The resulting physics-based model predicts the reversible and irreversible expansion under various laboratory cycling conditions for which the model has not been trained. The thesis contributions span novel and low-cost measuring techniques, advances in reduced-order modeling of lifetime degradation, and methodologies for parameterizing these models. The predictive model has advanced state of electrode lithiation (SOL) estimation and electrode state-of-health (eSOH) estimation techniques that rely on interpreting the dimensional changes and attributing various patterns to plating or SEI that are indistinguishable from capacity loss or resistance growth. Finally, the effects of externally applied pressure on capacity loss, resistance growth, and irreversible expansion are studied and modeled. The aging data shows us that the dominant degradation mechanism of negative electrode mechanical damage is pressure-dependent, and tuning it to match negative electrode loss of active material (LAM) at various pressures captures the influence of externally applied pressure on the lifetime capacity loss, resistance growth, and irreversible expansion. This work advances battery pack design, including the casing and padding design, the externally applied pressure on the cells, and the state of health estimation.
일반주제명  
Mechanical engineering
일반주제명  
Energy
키워드  
Lithium-ion batteries
키워드  
Battery degradation modeling
키워드  
Battery lifetime prediction
키워드  
Battery expansion sensing
키워드  
Model parameterization
키워드  
Diagnostics
기타저자  
University of Michigan Mechanical Engineering
기본자료저록  
Dissertations Abstracts International. 86-11B.
전자적 위치 및 접속  
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MARC

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■00520260202103643
■006m          o    d                
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■020    ▼a9798314874271
■035    ▼a(MiAaPQ)AAI32092565
■035    ▼a(MiAaPQ)umichrackham006155
■040    ▼aMiAaPQ▼cMiAaPQ
■0820  ▼a621
■1001  ▼aPannala,  Sravan.
■24510▼aModeling  of  Capacity,  Resistance,  and  Expansion  of  Lithium-Ion  Batteries  as  They  Degrade:  Linking  Expansion  and  Degradation
■260    ▼a[Sl]▼bUniversity  of  Michigan▼c2025
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2025
■300    ▼a157  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  86-11,  Section:  B.
■500    ▼aAdvisor:  Siegel,  Jason;Stefanopoulou,  Anna.
■5021  ▼aThesis  (Ph.D.)--University  of  Michigan,  2025.
■520    ▼aBattery  degradation  leads  to  changes  in  battery  dimensions.  Reversible  dimensional  changes  (expansion)  due  to  lithium  intercalation  in  the  graphite  take  place  during  charging  and  reverse  during  discharging.  The  magnitude  of  the  reversible  expansion  reduces  as  the  batteries  age  and  their  capacity  decreases  over  their  lifetimes.  Irreversible  dimensional  changes  (irreversible  expansion)  are  observed  as  an  overall  increase  in  battery  thickness  as  the  battery  ages.  Although  there  is  a  general  understanding  that  these  dimensional  changes  are  functions  of  degradation  mechanisms  that  affect  the  electrode  thickness,  such  as  solid-electrolyte  interface  (SEI),  Li-plating,  and  stress-induced  particle  fracture,  this  thesis  directly  connects  and  parameterizes  lifetime  degradation  mechanisms  with  expansion  in  multi-layer  pouch  cells.      The  resulting  physics-based  model  predicts  the  reversible  and  irreversible  expansion  under  various  laboratory  cycling  conditions  for  which  the  model  has  not  been  trained.  The  thesis  contributions  span  novel  and  low-cost  measuring  techniques,  advances  in  reduced-order  modeling  of  lifetime  degradation,  and  methodologies  for  parameterizing  these  models.    The  predictive  model  has  advanced  state  of  electrode  lithiation  (SOL)  estimation  and  electrode  state-of-health  (eSOH)  estimation  techniques  that  rely  on  interpreting  the  dimensional  changes  and  attributing  various  patterns  to  plating  or  SEI  that  are  indistinguishable  from  capacity  loss  or  resistance  growth.    Finally,  the  effects  of  externally  applied  pressure  on  capacity  loss,  resistance  growth,  and  irreversible  expansion  are  studied  and  modeled.  The  aging  data  shows  us  that  the  dominant  degradation  mechanism  of  negative  electrode  mechanical  damage  is  pressure-dependent,  and  tuning  it  to  match  negative  electrode  loss  of  active  material  (LAM)  at  various  pressures  captures  the  influence  of  externally  applied  pressure  on  the  lifetime  capacity  loss,  resistance  growth,  and  irreversible  expansion.  This  work  advances  battery  pack  design,  including  the  casing  and  padding  design,  the  externally  applied  pressure  on  the  cells,  and  the  state  of  health  estimation.
■590    ▼aSchool  code:  0127.
■650  4▼aMechanical  engineering
■650  4▼aEnergy
■653    ▼aLithium-ion  batteries
■653    ▼aBattery  degradation  modeling
■653    ▼aBattery  lifetime  prediction
■653    ▼aBattery  expansion  sensing
■653    ▼aModel  parameterization
■653    ▼aDiagnostics
■690    ▼a0548
■690    ▼a0791
■71020▼aUniversity  of  Michigan▼bMechanical  Engineering.
■7730  ▼tDissertations  Abstracts  International▼g86-11B.
■790    ▼a0127
■791    ▼aPh.D.
■792    ▼a2025
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17358092▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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