Topology optimization of truss structures under failure probability using the Bernstein approximation
A novel topology optimization approach for the robust design of structures is presented. The method considers both deterministic and random loadings, and minimizes the compliance subject to a constraint on the volume, as well as a constraint on the failure probability. Handling the failure probabili...
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| Published in | Computers & structures Vol. 296; p. 107295 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
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Elsevier Ltd
01.06.2024
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| Online Access | Get full text |
| ISSN | 0045-7949 1879-2243 |
| DOI | 10.1016/j.compstruc.2024.107295 |
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| Abstract | A novel topology optimization approach for the robust design of structures is presented. The method considers both deterministic and random loadings, and minimizes the compliance subject to a constraint on the volume, as well as a constraint on the failure probability. Handling the failure probability is often challenging in numerical terms, potentially leading to an intractable model as the problem scales. It is addressed by employing the Bernstein approximation, resulting in a model that has the remarkable property of being a linear conic programming problem, therefore, solvable in polynomial time with respect to the input size by using interior point methods. Furthermore, a more efficient reformulation of the problem, involving small semidefinite constraints is derived. To demonstrate the practicality of the proposed method, solutions to several examples of truss topology optimization are provided.
•A topology optimization model for design of robust trusses is proposed.•A failure probability constraint in the compliance of the truss is considered.•The failure probability is approximated using the Bernstein inequality.•A tractable convex conic reformulation of the optimization model is obtained.•Numerical examples show that the conic reformulation enables time-saving. |
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| AbstractList | A novel topology optimization approach for the robust design of structures is presented. The method considers both deterministic and random loadings, and minimizes the compliance subject to a constraint on the volume, as well as a constraint on the failure probability. Handling the failure probability is often challenging in numerical terms, potentially leading to an intractable model as the problem scales. It is addressed by employing the Bernstein approximation, resulting in a model that has the remarkable property of being a linear conic programming problem, therefore, solvable in polynomial time with respect to the input size by using interior point methods. Furthermore, a more efficient reformulation of the problem, involving small semidefinite constraints is derived. To demonstrate the practicality of the proposed method, solutions to several examples of truss topology optimization are provided.
•A topology optimization model for design of robust trusses is proposed.•A failure probability constraint in the compliance of the truss is considered.•The failure probability is approximated using the Bernstein inequality.•A tractable convex conic reformulation of the optimization model is obtained.•Numerical examples show that the conic reformulation enables time-saving. |
| ArticleNumber | 107295 |
| Author | Carrasco, Miguel Canelas, Alfredo López, Julio |
| Author_xml | – sequence: 1 givenname: Alfredo surname: Canelas fullname: Canelas, Alfredo email: acanelas@fing.edu.uy organization: Facultad de ingeniería, Universidad de la República, Julio Herrera y Reissig 565, Montevideo, 11300, Uruguay – sequence: 2 givenname: Miguel orcidid: 0000-0003-2937-6039 surname: Carrasco fullname: Carrasco, Miguel email: macarrasco@miuandes.cl organization: Facultad de Ingeniería y Ciencias Aplicadas, Universidad de los Andes, Mons. Álvaro del Portillo 12455, Las Condes, Santiago, Chile – sequence: 3 givenname: Julio surname: López fullname: López, Julio email: julio.lopez@udp.cl organization: Facultad de Ingeniería y Ciencias, Universidad Diego Portales, Avda. Ejército 441, Santiago, Chile |
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| Cites_doi | 10.1515/9781400831050 10.1016/j.ejor.2011.11.006 10.1016/j.cma.2015.02.003 10.1007/s00366-021-01372-0 10.1007/s00158-007-0145-z 10.1007/s00158-004-0488-7 10.1016/j.cma.2008.04.009 10.1007/s00158-018-2151-8 10.1137/S1052623495291951 10.1007/s00158-016-1422-5 10.1007/s10107-016-0998-2 10.1137/050622328 10.1007/s10957-011-9874-7 10.1016/0899-8248(92)90005-S 10.1137/1038003 10.1007/s10107-010-0415-1 |
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| SubjectTerms | Bernstein approximation Conic programming Reliability design optimization Robust optimization Topology optimization |
| Title | Topology optimization of truss structures under failure probability using the Bernstein approximation |
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