A firefly algorithm based hybrid method for structural topology optimization

Abstract In this paper, a firefly algorithm based hybrid algorithm through retaining global convergence of firefly algorithm and ability to generate connected topologies of optimality criteria (OC) method is proposed as an alternative method to solve stress-based topology optimization problems. The...

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Main Authors: Hailu Shimels Gebremedhen, Dereje Engida Woldemichael, Fakhruldin Mohd Hashim
Format: Article
Language:English
Published: SpringerOpen 2020-11-01
Series:Advanced Modeling and Simulation in Engineering Sciences
Subjects:
FEA
Online Access:http://link.springer.com/article/10.1186/s40323-020-00183-0
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spelling doaj-bcfa1b4eea2b48938ee94dda807ab7432020-11-25T04:09:53ZengSpringerOpenAdvanced Modeling and Simulation in Engineering Sciences2213-74672020-11-017112010.1186/s40323-020-00183-0A firefly algorithm based hybrid method for structural topology optimizationHailu Shimels Gebremedhen0Dereje Engida Woldemichael1Fakhruldin Mohd Hashim2Bahir Dar Institute of TechnologyAddis Ababa Science and Technology UniversityUniversiti Teknologi PETRONASAbstract In this paper, a firefly algorithm based hybrid algorithm through retaining global convergence of firefly algorithm and ability to generate connected topologies of optimality criteria (OC) method is proposed as an alternative method to solve stress-based topology optimization problems. The lower and upper limit of design variables (0 and 1) were used to find initial material distribution to initialize the firefly algorithm based section of the hybrid algorithm. Input parameters, the number of fireflies, and the number of function evaluations were determined before the implementation of the firefly algorithm to solve formulated problems. Since the direct application of the firefly algorithm cannot generate connected topologies, outputs from the firefly algorithm were used as an initial input material distribution for the OC method. The proposed method was validated using two-dimensional benchmark problems and the results were compared with results using the OC method. Weight percentage reduction, maximum stress-induced, optimal material distribution, and compliance were used to compare results. Results from the proposed method showed that the proposed method can generate connected topologies which are free from the interference of end-users, and only depend on boundary conditions or design variables. From the results, the objective function (weight of the design domain) can be further reduced in the range of 5 to 15% compared to the OC method.http://link.springer.com/article/10.1186/s40323-020-00183-0Firefly algorithmFEAStress based topology optimization
collection DOAJ
language English
format Article
sources DOAJ
author Hailu Shimels Gebremedhen
Dereje Engida Woldemichael
Fakhruldin Mohd Hashim
spellingShingle Hailu Shimels Gebremedhen
Dereje Engida Woldemichael
Fakhruldin Mohd Hashim
A firefly algorithm based hybrid method for structural topology optimization
Advanced Modeling and Simulation in Engineering Sciences
Firefly algorithm
FEA
Stress based topology optimization
author_facet Hailu Shimels Gebremedhen
Dereje Engida Woldemichael
Fakhruldin Mohd Hashim
author_sort Hailu Shimels Gebremedhen
title A firefly algorithm based hybrid method for structural topology optimization
title_short A firefly algorithm based hybrid method for structural topology optimization
title_full A firefly algorithm based hybrid method for structural topology optimization
title_fullStr A firefly algorithm based hybrid method for structural topology optimization
title_full_unstemmed A firefly algorithm based hybrid method for structural topology optimization
title_sort firefly algorithm based hybrid method for structural topology optimization
publisher SpringerOpen
series Advanced Modeling and Simulation in Engineering Sciences
issn 2213-7467
publishDate 2020-11-01
description Abstract In this paper, a firefly algorithm based hybrid algorithm through retaining global convergence of firefly algorithm and ability to generate connected topologies of optimality criteria (OC) method is proposed as an alternative method to solve stress-based topology optimization problems. The lower and upper limit of design variables (0 and 1) were used to find initial material distribution to initialize the firefly algorithm based section of the hybrid algorithm. Input parameters, the number of fireflies, and the number of function evaluations were determined before the implementation of the firefly algorithm to solve formulated problems. Since the direct application of the firefly algorithm cannot generate connected topologies, outputs from the firefly algorithm were used as an initial input material distribution for the OC method. The proposed method was validated using two-dimensional benchmark problems and the results were compared with results using the OC method. Weight percentage reduction, maximum stress-induced, optimal material distribution, and compliance were used to compare results. Results from the proposed method showed that the proposed method can generate connected topologies which are free from the interference of end-users, and only depend on boundary conditions or design variables. From the results, the objective function (weight of the design domain) can be further reduced in the range of 5 to 15% compared to the OC method.
topic Firefly algorithm
FEA
Stress based topology optimization
url http://link.springer.com/article/10.1186/s40323-020-00183-0
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