Derivative-free Methods for Structural Optimization

被引:0
作者
Ilunga, Guilherme [1 ]
Leitao, Antonio [1 ]
机构
[1] Univ Lisbon, INESC ID, Inst Super Tecn, Lisbon, Portugal
来源
ECAADE 2018: COMPUTING FOR A BETTER TOMORROW, VO 1 | 2018年
关键词
Derivative-free Optimization; Black-box Optimization; Structural Optimization; Algorithmic Design; GLOBAL OPTIMIZATION; ALGORITHMS; DESIGN; MODELS;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The focus on efficiency has grown over recent years, and nowadays it is critical that buildings have a good performance regarding different criteria. This need prompts the usage of algorithmic approaches, analysis tools, and optimization algorithms, to find the best performing variation of a design. There are many optimization algorithms and not all of them are adequate for a specific problem. However, Genetic Algorithms are frequently the first and only option, despite being considered last resort algorithms in the mathematical field. This paper discusses methods for structural optimization and applies them on a structural problem. Our tests show that Genetic Algorithms perform poorly, while other algorithms achieve better results. However, they also show that no algorithm is consistently better than the others, which suggests that for structural optimization, several algorithms should be used, instead of simply using Genetic Algorithms.
引用
收藏
页码:179 / 186
页数:8
相关论文
共 33 条
[21]   Theory and design in the first digital age [J].
Oxman, R .
DESIGN STUDIES, 2006, 27 (03) :229-265
[22]  
POWELL MJD, 1993, MATH APPL, V275, P51
[23]   GLOBAL OPTIMIZATION BY CONTROLLED RANDOM SEARCH [J].
PRICE, WL .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1983, 40 (03) :333-348
[24]   A stochastic radial basis function method for the global optimization of expensive functions [J].
Regis, Rommel G. ;
Shoemaker, Christine A. .
INFORMS JOURNAL ON COMPUTING, 2007, 19 (04) :497-509
[25]   Derivative-free optimization: a review of algorithms and comparison of software implementations [J].
Rios, Luis Miguel ;
Sahinidis, Nikolaos V. .
JOURNAL OF GLOBAL OPTIMIZATION, 2013, 56 (03) :1247-1293
[26]   Stochastic ranking for constrained evolutionary optimization [J].
Runarsson, TP ;
Yao, X .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2000, 4 (03) :284-294
[27]  
Terzidis K., 2006, Algorithmic Architecture
[28]  
Wortmann T., 2017, City Networks-Plan. Heal. Sustain., P1
[29]  
Wortmann T, 2017, P 22 INT C ASS COMP
[30]  
Wortmann T, 2017, S SIM ARCH URB DES S