Title of article :
IMPROVED ARITHMETIC OPTIMIZATION ALGORITHM FOR STRUCTURAL OPTIMIZATION WITH FREQUENCY CONSTRAINTS
Author/Authors :
Kaveh, A School of Civil Engineering - Iran University of Science and Technology, Tehran, Iran , Biabani Hamedani, K School of Civil Engineering - Iran University of Science and Technology, Tehran, Iran , Kamalinejad, M School of Civil Engineering - Iran University of Science and Technology, Tehran, Iran
Abstract :
The arithmetic optimization algorithm (AOA) is a recently developed metaheuristic
optimization algorithm that simulates the distribution characteristics of the four basic
arithmetic operations (i.e., addition, subtraction, multiplication, and division) and has been
successfully applied to solve some optimization problems. However, the AOA suffers from
poor exploration and prematurely converges to non-optimal solutions, especially when
dealing with multi-dimensional optimization problems. More recently, in order to overcome
the shortcomings of the original AOA, an improved version of AOA, named IAOA, has
been proposed and successfully applied to discrete structural optimization problems.
Compared to the original AOA, two major improvements have been made in IAOA: (1) The
original formulation of the AOA is modified to enhance the exploration and exploitation
capabilities; (2) The IAOA requires fewer algorithm-specific parameters compared with the
original AOA, which makes it easy to be implemented. In this paper, IAOA is applied to the
optimal design of large-scale dome-like truss structures with multiple frequency constraints.
To the best of our knowledge, this is the first time that IAOA is applied to structural
optimization problems with frequency constraints. Three benchmark dome-shaped truss
optimization problems with frequency constraints are investigated to demonstrate the
efficiency and robustness of the IAOA. Experimental results indicate that IAOA
significantly outperforms the original AOA and achieves results comparable or superior to
other state-of-the-art algorithms.
Keywords :
metaheuristics , arithmetic optimization algorithm (AOA) , improved arithmetic optimization algorithm (IAOA) , structural optimization , frequency constraints , truss structures
Journal title :
International Journal of Optimization in Civil Engineering