A FORM based inverse reliability analysis using BFGS formula

Rakul Bharatwaj Ramesh, Won-Hee Kang

Research output: Chapter in Book / Conference PaperConference Paperpeer-review

Abstract

In this research, an alternative to the existing inverse algorithm in structural reliability is proposed. The existing algorithm is named as inverse- FORM, and is based on the Hasofer-Lind-Rackwitz-Fiessler (HLRF) method. The HLRF method is a special case of sequential quadratic programming (SQP), in which the Hessian of the Lagrangian is approximated as an identity matrix. Because of this approximation, inverse-FORM is found to be computationally less efficient when applied to highly non-linear limit state functions. Alternative algorithms, based on the Broyden-Fletcher-Goldfarb-Shanno (BFGS) formula used in SQP, are proposed. They are named as BFGS-based-inverse-FORM-1 and BFGS-based-inverse-FORM-2. They use the BFGS update formula to approximate the Hessian, instead of using an identity matrix. In this paper, comparative numerical experiments have been presented to illustrate the performance of BFGS-based-inverse-FORM-1 and BFGS-based-inverse-FORM-2, when applied to highly non-linear limit state functions. Results show that BFGSbased- inverse-FORM-1 is more efficient than inverse-FORM as it uses larger step size and hence, requires a lesser number of iterations to converge to the final solution. However, it compromises on the accuracy of the final solution. On the other hand, BFGS-based-inverse-FORM-2 achieves better efficiency than inverse- FORM without compromising the accuracy.
Original languageEnglish
Title of host publicationSafety, Reliability, Risk, Resilience and Sustainability of Structures and Infrastructure: Proceedings of the 12th International Conference on Structural Safety and Reliability (ICOSSAR2017), Vienna, Austria, 6–10 August 2017
PublisherTU_MV Media Verlag GmbH
Pages2449-2458
Number of pages10
ISBN (Print)9783903024281
Publication statusPublished - 2017
EventInternational Conference on Structural Safety and Reliability -
Duration: 6 Aug 2017 → …

Conference

ConferenceInternational Conference on Structural Safety and Reliability
Period6/08/17 → …

Keywords

  • reliability (engineering)
  • algorithm

Fingerprint

Dive into the research topics of 'A FORM based inverse reliability analysis using BFGS formula'. Together they form a unique fingerprint.

Cite this