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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 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
- Adaptivity
- 기타저자
- University of Illinois at Urbana-Champaign Civil & Environmental Eng
- 기본자료저록
- Dissertations Abstracts International. 87-02B.
- 전자적 위치 및 접속
- 로그인 후 원문을 볼 수 있습니다.
MARC
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■040 ▼aMiAaPQ▼cMiAaPQ
■0820 ▼a620
■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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