Projects per year
Abstract
Truss layout optimization problems with global stability constraints are nonlinear and nonconvex and hence very challenging to solve, particularly when problems become large. In this paper, a relaxation of the nonlinear problem is modelled as a (linear) semidefinite programming problem for which we describe an efficient primal-dual interior point method capable of solving problems of a scale that would be prohibitively expensive to solve using standard methods. The proposed method exploits the sparse structure and low-rank property of the stiffness matrices involved, greatly reducing the computational effort required to process the associated linear systems. Moreover, an adaptive ‘member adding’ technique is employed which involves solving a sequence of much smaller problems, with the process ultimately converging on the solution for the original problem. Finally, a warm-start strategy is used when successive problems display sufficient similarity, leading to fewer interior point iterations being required. We perform several numerical experiments to show the efficiency of the method and discuss the status of the solutions obtained.
Original language | English |
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Pages (from-to) | 2093-2111 |
Number of pages | 19 |
Journal | Structural and Multidisciplinary Optimization |
Volume | 60 |
Issue number | 5 |
Early online date | 15 Jun 2019 |
DOIs | |
Publication status | Published - 30 Nov 2019 |
Keywords
- Global stability
- Interior point methods
- Semidefinite programming
- Truss structures
ASJC Scopus subject areas
- Software
- Control and Systems Engineering
- Computer Science Applications
- Computer Graphics and Computer-Aided Design
- Control and Optimization
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Dive into the research topics of 'Adaptive solution of truss layout optimization problems with global stability constraints'. Together they form a unique fingerprint.Projects
- 1 Finished
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Computational Design Optimization of Large-Scale Building Structures
Shepherd, P. (PI)
Engineering and Physical Sciences Research Council
1/07/16 → 31/12/19
Project: Research council
Profiles
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Paul Shepherd
- Department of Architecture & Civil Engineering - Professor
- Made Smarter Innovation: Centre for People-Led Digitalisation
- Centre for Digital, Manufacturing & Design (dMaDe)
Person: Research & Teaching, Core staff