Optimization design for circular multi-cell thin-walled tubes with discrete and continuous design variables

被引:17
作者
Albak, Emre Isa [1 ]
机构
[1] Bursa Uludag Univ, Vocat Sch Gemlik Asim Kocabiyik, Hybrid & Elect Vehicle Technol, TR-16600 Bursa, Turkey
关键词
Discrete design variable; mixed variable; multi-cell thin-walled tube; crashworthiness optimization; artificial neural networks; theoretical prediction; ENERGY-ABSORPTION CHARACTERISTICS; CRASHWORTHINESS OPTIMIZATION; THEORETICAL PREDICTION; CRUSHING ANALYSIS; SQUARE TUBES; PERFORMANCE; THICKNESS; SECTIONS; ALUMINUM; IMPROVE;
D O I
10.1080/15376494.2022.2111735
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Wall thickness and the number of cells are important elements affecting crashworthiness. While wall thickness is expressed as the continuous design variable, the number of ribs and the number of inner structures are defined as the discrete design variable. Specific energy absorption is determined as the objective, peak crushing force is selected as the constraint. Surrogate models of these functions are obtained with artificial neural networks. A loop has been developed for the selection of the ideal parameters. The study revealed that the use of discrete and continuous design variables together improves crashworthiness.
引用
收藏
页码:5091 / 5105
页数:15
相关论文
共 52 条
[1]   State-of-the-art in artificial neural network applications: A survey [J].
Abiodun, Oludare Isaac ;
Jantan, Aman ;
Omolara, Abiodun Esther ;
Dada, Kemi Victoria ;
Mohamed, Nachaat AbdElatif ;
Arshad, Humaira .
HELIYON, 2018, 4 (11)
[2]   Evaluation of various multi-cell design concepts for crashworthiness design of thin-walled aluminum tubes [J].
Acar, E. ;
Altin, M. ;
Guler, M. A. .
THIN-WALLED STRUCTURES, 2019, 142 :227-235
[3]   Basic concepts of artificial neural network (ANN) modeling and its application in pharmaceutical research [J].
Agatonovic-Kustrin, S ;
Beresford, R .
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2000, 22 (05) :717-727
[4]   Effects of sections added to multi-cell square tubes on crash performance [J].
Albak, Emre Isa .
MATERIALS TESTING, 2020, 62 (05) :471-479
[5]   Crashworthiness design and optimization of nested structures with a circumferentially corrugated circular outer wall and inner ribs [J].
Albak, Emre Isa .
THIN-WALLED STRUCTURES, 2021, 167
[6]   Crashworthiness design for multi-cell circumferentially corrugated thin-walled tubes with sub-sections under multiple loading conditions [J].
Albak, Emre Isa .
THIN-WALLED STRUCTURES, 2021, 164
[7]   Multiobjective crashworthiness optimization of graphene type multi-cell tubes under various loading conditions [J].
Albak, Emre Isa ;
Solmaz, Erol ;
Yildiz, Ali Riza ;
Ozturk, Ferruh .
JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2021, 43 (05)
[8]   Multi-objective crashworthiness optimization of thin-walled multi-cell tubes with different wall lengths [J].
Albak, Emre Isa .
INTERNATIONAL JOURNAL OF CRASHWORTHINESS, 2021, 26 (04) :438-455
[9]   Foam filling options for crashworthiness optimization of thin-walled multi-tubular circular columns [J].
Altin, M. ;
Acar, E. ;
Guler, M. A. .
THIN-WALLED STRUCTURES, 2018, 131 :309-323
[10]   Multiple objective crashworthiness optimization of circular tubes with functionally graded thickness via artificial neural networks and genetic algorithms [J].
Baykasoglu, Adil ;
Baykasoglu, Cengiz .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2017, 231 (11) :2005-2016