Structural and Multidisciplinary Optimization

, Volume 50, Issue 5, pp 739–753

A globally convergent sequential convex programming using an enhanced two-point diagonal quadratic approximation for structural optimization

  • Seonho Park
  • Seung Hyun Jeong
  • Gil Ho Yoon
  • Albert A. Groenwold
  • Dong-Hoon Choi
RESEARCH PAPER

DOI: 10.1007/s00158-014-1084-0

Cite this article as:
Park, S., Jeong, S.H., Yoon, G.H. et al. Struct Multidisc Optim (2014) 50: 739. doi:10.1007/s00158-014-1084-0

Abstract

In this study, we propose a sequential convex programming (SCP) method that uses an enhanced two-point diagonal quadratic approximation (eTDQA) to generate diagonal Hessian terms of approximate functions. In addition, we use nonlinear programming (NLP) filtering, conservatism, and trust region reduction to enforce global convergence. By using the diagonal Hessian terms of a highly accurate two-point approximation, eTDQA, the efficiency of SCP can be improved. Moreover, by using an appropriate procedure using NLP filtering, conservatism, and trust region reduction, the convergence can be improved without worsening the efficiency. To investigate the performance of the proposed algorithm, several benchmark numerical examples and a structural topology optimization problem are solved. Numerical tests show that the proposed algorithm is generally more efficient than competing algorithms. In particular, in the case of the topology optimization problem of minimizing compliance subject to a volume constraint with a penalization parameter of three, the proposed algorithm is found to converge well to the optimum solution while the other algorithms tested do not converge in the maximum number of iterations specified.

Keywords

Sequential convex programming (SCP) Diagonal quadratic approximation (DQA) Filter method Conservatism Enhanced two-point diagonal quadratic approximation (eTDQA) 

Copyright information

© Springer-Verlag Berlin Heidelberg 2014

Authors and Affiliations

  • Seonho Park
    • 1
  • Seung Hyun Jeong
    • 1
  • Gil Ho Yoon
    • 2
  • Albert A. Groenwold
    • 3
  • Dong-Hoon Choi
    • 1
  1. 1.Graduate School of Mechanical EngineeringHanyang UniversitySeoulRepublic of Korea
  2. 2.School of Mechanical EngineeringHanyang UniversitySeoulRepublic of Korea
  3. 3.Department of Mechanical EngineeringUniversity of StellenboschStellenboschSouth Africa

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