Construction site layout planning using multi-objective artificial bee colony algorithm with Levy flights

Construction site layout planning has been recognized as a critical step in construction planning. The basic function of this process is to find the best arrangement of the temporary facilities according to multiple objectives that may conflict with each other and subjected to logical and resource c...

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Published inAutomation in construction Vol. 38; pp. 14 - 29
Main Authors Yahya, M., Saka, M.P.
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier B.V 01.03.2014
Elsevier
Subjects
Online AccessGet full text
ISSN0926-5805
DOI10.1016/j.autcon.2013.11.001

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Abstract Construction site layout planning has been recognized as a critical step in construction planning. The basic function of this process is to find the best arrangement of the temporary facilities according to multiple objectives that may conflict with each other and subjected to logical and resource constraints. The formulation of the construction site layout planning problem as an optimization problem turns out to be a nonlinear programming problem where there are conflicting multi-objectives to be achieved. It is shown that the swarm intelligence based meta-heuristic algorithms are quite powerful in obtaining the solution of such hard to solve type of optimization problems. In this study a multi objective artificial bee colony (MOABC) via Levy flights algorithm is proposed to determine the optimum construction site layout. The model is intended to optimize the dynamic layout of unequal-area under two objective functions. The performance of MOABC with Levy flights is demonstrated on a real benchmark construction engineering of construction site layout planning problem and the optimum solution obtained is compared with the one determined by the ant colony algorithm. •We propose MOABC via Levy flights to solve the optimum construction site layout.•The mode considers the CSLP problem as a continuous search problem.•Using Levy flight by employed bees has improved the efficiency of MOABC.•The model is applied to a practical case and proved to be robust and efficient.
AbstractList Construction site layout planning has been recognized as a critical step in construction planning. The basic function of this process is to find the best arrangement of the temporary facilities according to multiple objectives that may conflict with each other and subjected to logical and resource constraints. The formulation of the construction site layout planning problem as an optimization problem turns out to be a nonlinear programming problem where there are conflicting multi-objectives to be achieved. It is shown that the swarm intelligence based meta-heuristic algorithms are quite powerful in obtaining the solution of such hard to solve type of optimization problems. In this study a multi objective artificial bee colony (MOABC) via Levy flights algorithm is proposed to determine the optimum construction site layout. The model is intended to optimize the dynamic layout of unequal-area under two objective functions. The performance of MOABC with Levy flights is demonstrated on a real benchmark construction engineering of construction site layout planning problem and the optimum solution obtained is compared with the one determined by the ant colony algorithm.
Construction site layout planning has been recognized as a critical step in construction planning. The basic function of this process is to find the best arrangement of the temporary facilities according to multiple objectives that may conflict with each other and subjected to logical and resource constraints. The formulation of the construction site layout planning problem as an optimization problem turns out to be a nonlinear programming problem where there are conflicting multi-objectives to be achieved. It is shown that the swarm intelligence based meta-heuristic algorithms are quite powerful in obtaining the solution of such hard to solve type of optimization problems. In this study a multi objective artificial bee colony (MOABC) via Levy flights algorithm is proposed to determine the optimum construction site layout. The model is intended to optimize the dynamic layout of unequal-area under two objective functions. The performance of MOABC with Levy flights is demonstrated on a real benchmark construction engineering of construction site layout planning problem and the optimum solution obtained is compared with the one determined by the ant colony algorithm. •We propose MOABC via Levy flights to solve the optimum construction site layout.•The mode considers the CSLP problem as a continuous search problem.•Using Levy flight by employed bees has improved the efficiency of MOABC.•The model is applied to a practical case and proved to be robust and efficient.
Author Saka, M.P.
Yahya, M.
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  surname: Saka
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Keywords Levy flights
Artificial bee colony algorithm
Swarm intelligence
Construction site layout planning
Project evaluation
Lévy process
Flight
Multiobjective programming
Algorithm
Modeling
Design
Building site
Site organization
Example
Hospital
Planning
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Snippet Construction site layout planning has been recognized as a critical step in construction planning. The basic function of this process is to find the best...
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SubjectTerms Algorithms
Applied sciences
Artificial bee colony algorithm
Benchmarking
Buildings. Public works
Computation methods. Tables. Charts
Construction
Construction engineering
Construction site layout planning
Construction works
Exact sciences and technology
Levy flights
Mathematical models
Nonlinear programming
Optimization
Project management. Process of design
Site organization
Structural analysis. Stresses
Swarm intelligence
Title Construction site layout planning using multi-objective artificial bee colony algorithm with Levy flights
URI https://dx.doi.org/10.1016/j.autcon.2013.11.001
https://www.proquest.com/docview/1541443800
https://www.proquest.com/docview/1677903415
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