Methods for optimization of nonlinear problems with discrete variables: a review

JS Arora, MW Huang, CC Hsieh - Structural optimization, 1994 - Springer
The methods for discrete-integer-continuous variable nonlinear optimization are reviewed.
They are classified into the following six categories: branch and bound, simulated …

A review on developing optimization techniques in civil engineering

Q Zaheer, MM Manzoor, MJ Ahamad - Engineering Computations, 2023 - emerald.com
Purpose The purpose of this article is to analyze the optimization process in depth,
elaborating on the components of the entire process and the techniques used. Researchers …

Optimal steel frame design by simulated annealing

RJ Balling - Journal of structural Engineering, 1991 - ascelibrary.org
A simulated annealing strategy is developed for use in the discrete optimization of three-
dimensional steel frames. This strategy randomly perturbs the current design to create a …

[HTML][HTML] Graph-based reinforcement learning for discrete cross-section optimization of planar steel frames

K Hayashi, M Ohsaki - Advanced Engineering Informatics, 2022 - Elsevier
A combined method of graph embedding (GE) and reinforcement learning (RL) is developed
for discrete cross-section optimization of planar steel frames, in which the section size of …

Optimal design with discrete variables: some numerical experiments

MINWEI HUANG, JS Arora - International Journal for Numerical …, 1997 - Wiley Online Library
Continuous–discrete variable non‐linear optimization problems are defined and categorized
into six different types. These include a full range of problems from continuous to purely …

Cost function analysis in the structural optimization of steel frames

L Pavlovčič, A Krajnc, D Beg - Structural and Multidisciplinary Optimization, 2004 - Springer
An objective function used in structural optimization should be formulated in such a way that
the most economic solution can be found. However, the objective function is usually …

Methods for discrete variable structural optimization

JS Arora - Advanced Technology in Structural Engineering, 2000 - ascelibrary.org
Discrete design variables are encountered in most practical design applications. An
overview of the optimization methods that can treat such design variables in their solution …

Evolution strategies for solving discrete optimization problems

J Cai, G Thierauf - Advances in Engineering Software, 1996 - Elsevier
A method to solve discrete optimization problems using evolution strategies (ESs) is
described. The ESs imitate biological evolution in nature and have two characteristics that …

Optimal design of steel structures using standard sections

MW Huang, JS Arora - Structural optimization, 1997 - Springer
The problem of optimal structural design having linked discrete variables is addressed. For
such applications, when a discrete value for a variable is selected, values for other variables …

Optimum design of steel frames with stability constraints

MP Saka - Computers & structures, 1991 - Elsevier
Optimum design algorithms based on the optimality criteria approach are proven to be
efficient and general. They have the flexibility of accomodating variety of design constraints …