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An Adaptive Global-Local Generalized Finite Element Method for Transient Partial Differential Equations
An Adaptive Global-Local Generalized Finite Element Method for Transient Partial Different...
An Adaptive Global-Local Generalized Finite Element Method for Transient Partial Differential Equations

Detailed Information

자료유형  
 학위논문 서양
최종처리일시  
20260209102858
ISBN  
9798291575956
DDC  
620
저자명  
He, Lishen.
서명/저자  
An Adaptive Global-Local Generalized Finite Element Method for Transient Partial Differential Equations
발행사항  
[Sl] : University of Illinois at Urbana-Champaign, 2023
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2023
형태사항  
85 p
주기사항  
Source: Dissertations Abstracts International, Volume: 87-02, Section: B.
주기사항  
Advisor: Duarte, C. Armando;Valocchi, Albert J.
학위논문주기  
Thesis (Ph.D.)--University of Illinois at Urbana-Champaign, 2023.
초록/해제  
요약This dissertation presents a novel Generalized Finite Element Method with global-local enrichment (GFEMgl) to solve time-dependent parabolic and hyperbolic problems with spatial features smaller than the coarse element size. It allows global and local problems to independently choose their own time integrators. One benefit is that it is feasible to use an explicit time integration method for the global problem to solve advection-dominated problems, whereas the fine-scale reference FEM must choose an implicit one due to the fine mesh size. In the proposed future research, another potential benefit is to solve the stiff problems that possess different time scales. Compared to currently available GFEMgl, the proposed method solves transient instead of steady-state PDEs, possibly with different time integrators among the global and local problems. The proposed approach can solve general transient problems, and it is tested for the solution of the heat, advection, and advection-diffusion equations whose accuracy, stability, scalability, and convergence are analyzed. Compared with direct analysis by fine-scale FEM, numerical results show that the proposed method has the following properties: 1) the accuracy closely matches direct analysis results with a fine mesh; 2) critical time-step size is loosened; 3) optimal convergence rate is achieved; and 4) the fine-scale solution can also be retrieved. To improve computation efficiency, an ad hoc adaptive approach was developed where local problems can be turned off if their solutions are not helpful for the current global time step, which motivates the fully automated adaptive approach as follows.A fully automated adaptive algorithm for the Generalized Finite Element Method with global-local enrichment (GFEMgl) for transient multiscale PDEs is developed. The adaptive algorithm detects a subset of global nodes with trivial enrichments, which are exactly or close to linearly dependent from the underlying coarse FEM basis, at each time step, and then removes them from the global system. The adaptivity is based on the calculation of the ratio between the largest and smallest singular values of small sub-matrices extracted from the global system of equations, which introduces little overhead over the non-adaptive GFEMgl for transient PDEs. Compared to existing adaptive multiscale approaches, where either an a posterior error estimate, a change in physical quantities, or a local problem residual is calculated, the proposed approach provides an innovative framework based on singular values, and it is more efficient since the calculation does not rely on local problem solutions.
일반주제명  
Engineering
일반주제명  
Applied mathematics
일반주제명  
Computational physics
키워드  
Generalized Finite Element Method
키워드  
Global-local enrichment
키워드  
Partial differential equations
키워드  
Adaptivity
기타저자  
University of Illinois at Urbana-Champaign Civil & Environmental Eng
기본자료저록  
Dissertations Abstracts International. 87-02B.
전자적 위치 및 접속  
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MARC

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■1001  ▼aHe,  Lishen.
■24513▼aAn  Adaptive  Global-Local  Generalized  Finite  Element  Method  for  Transient  Partial  Differential  Equations
■260    ▼a[Sl]▼bUniversity  of  Illinois  at  Urbana-Champaign▼c2023
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2023
■300    ▼a85  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  87-02,  Section:  B.
■500    ▼aAdvisor:  Duarte,  C.  Armando;Valocchi,  Albert  J.
■5021  ▼aThesis  (Ph.D.)--University  of  Illinois  at  Urbana-Champaign,  2023.
■520    ▼aThis  dissertation  presents  a  novel  Generalized  Finite  Element  Method  with  global-local  enrichment  (GFEMgl)  to  solve  time-dependent  parabolic  and  hyperbolic  problems  with  spatial  features  smaller  than  the  coarse  element  size.  It  allows  global  and  local  problems  to  independently  choose  their  own  time  integrators.  One  benefit  is  that  it  is  feasible  to  use  an  explicit  time  integration  method  for  the  global  problem  to  solve  advection-dominated  problems,  whereas  the  fine-scale  reference  FEM  must  choose  an  implicit  one  due  to  the  fine  mesh  size.  In  the  proposed  future  research,  another  potential  benefit  is  to  solve  the  stiff  problems  that  possess  different  time  scales.  Compared  to  currently  available  GFEMgl,  the  proposed  method  solves  transient  instead  of  steady-state  PDEs,  possibly  with  different  time  integrators  among  the  global  and  local  problems.  The  proposed  approach  can  solve  general  transient  problems,  and  it  is  tested  for  the  solution  of  the  heat,  advection,  and  advection-diffusion  equations  whose  accuracy,  stability,  scalability,  and  convergence  are  analyzed.  Compared  with  direct  analysis  by  fine-scale  FEM,  numerical  results  show  that  the  proposed  method  has  the  following  properties:  1)  the  accuracy  closely  matches  direct  analysis  results  with  a  fine  mesh;  2)  critical  time-step  size  is  loosened;  3)  optimal  convergence  rate  is  achieved;  and  4)  the  fine-scale  solution  can  also  be  retrieved.  To  improve  computation  efficiency,  an  ad  hoc  adaptive  approach  was  developed  where  local  problems  can  be  turned  off  if  their  solutions  are  not  helpful  for  the  current  global  time  step,  which  motivates  the  fully  automated  adaptive  approach  as  follows.A  fully  automated  adaptive  algorithm  for  the  Generalized  Finite  Element  Method  with  global-local  enrichment  (GFEMgl)  for  transient  multiscale  PDEs  is  developed.  The  adaptive  algorithm  detects  a  subset  of  global  nodes  with  trivial  enrichments,  which  are  exactly  or  close  to  linearly  dependent  from  the  underlying  coarse  FEM  basis,  at  each  time  step,  and  then  removes  them  from  the  global  system.  The  adaptivity  is  based  on  the  calculation  of  the  ratio  between  the  largest  and  smallest  singular  values  of  small  sub-matrices  extracted  from  the  global  system  of  equations,  which  introduces  little  overhead  over  the  non-adaptive  GFEMgl  for  transient  PDEs.  Compared  to  existing  adaptive  multiscale  approaches,  where  either  an  a  posterior  error  estimate,  a  change  in  physical  quantities,  or  a  local  problem  residual  is  calculated,  the  proposed  approach  provides  an  innovative  framework  based  on  singular  values,  and  it  is  more  efficient  since  the  calculation  does  not  rely  on  local  problem  solutions.
■590    ▼aSchool  code:  0090.
■650  4▼aEngineering
■650  4▼aApplied  mathematics
■650  4▼aComputational  physics
■653    ▼aGeneralized  Finite  Element  Method
■653    ▼aGlobal-local  enrichment
■653    ▼aPartial  differential  equations
■653    ▼aAdaptivity
■690    ▼a0543
■690    ▼a0537
■690    ▼a0216
■690    ▼a0364
■71020▼aUniversity  of  Illinois  at  Urbana-Champaign▼bCivil  &  Environmental  Eng.
■7730  ▼tDissertations  Abstracts  International▼g87-02B.
■790    ▼a0090
■791    ▼aPh.D.
■792    ▼a2023
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17365934▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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