Comparison of Three Chaotic Meta-heuristic Algorithms for the Optimal Design of Truss Structures with Frequency Constraints

Authors

  • Ali Kaveh
    Affiliation

    Department of Civil Engineering, Iran University of Science and Technology, Narmak, 1684613114, Tehran, Iran

  • Hossein Yousefpour
    Affiliation

    Department of Civil Engineering, Maragheh Branch, Islamic Azad University, 5519747591, Maragheh, Iran

https://doi.org/10.3311/PPci.22594

Abstract

The main reasons for the success of using chaos maps in meta-heuristic algorithms are fast optimization of non-linear and non-convex problems. One of these cases is the control of the natural frequencies of structures to prevent the destructive and dangerous phenomenon of resonance. Natural frequencies have useful information about the dynamic behavior of structures, and by applying dynamic constraints, a significant improvement is achieved in the optimal design of structural weight. Applying frequency limits with traditional and gradient-based methods is very difficult and time-consuming, and in most cases, the calculation process stops at local optima. Recent research shows that chaos maps play a major role in escaping from local optima and reaching global optima. By combining these maps with meta- heuristic algorithms, while avoiding premature convergence, the access to global optima is accelerated and improved, and the ideal state of balance between the exploration and exploitation stages is realized. Today, chaotic algorithms are widely accepted by researchers and are considered as a challenging topic. In a recent research, six chaotic meta- heuristic algorithms have been investigated for the formation and improvement of results with the optimal design of truss structures. In this part the chaotic algorithms include Chaotic Water Evaporation Optimization (CWEO), Chaotic Tug-of-War Optimization (CTWO) and Chaotic Thermal Exchange Optimization (CTEO) are examined.

Keywords:

meta-heuristic algorithms, chaos maps, exploration, exploitation, premature convergence

Citation data from Crossref and Scopus

Published Online

2023-09-07

How to Cite

Kaveh, A., Yousefpour, H. “Comparison of Three Chaotic Meta-heuristic Algorithms for the Optimal Design of Truss Structures with Frequency Constraints”, Periodica Polytechnica Civil Engineering, 67(4), pp. 1130–1151, 2023. https://doi.org/10.3311/PPci.22594

Issue

Section

Research Article