Golden eagle optimizer-based multi-objective optimization model for scheduling construction projects

被引:0
作者
Turkoglu, Harun [1 ]
Arditi, David [2 ]
Polat, Gul [1 ]
机构
[1] Istanbul Tech Univ, Dept Civil Engn, Istanbul, Turkiye
[2] IIT, Dept Civil Architectural & Environm Engn, Chicago, IL USA
关键词
Construction projects; golden eagle optimizer; optimization; scheduling; trade-off; COST TRADE-OFF; PARTICLE SWARM OPTIMIZATION; DISCRETE-TIME; QUALITY TRADEOFF; GA;
D O I
10.1080/01446193.2025.2502461
中图分类号
F [经济];
学科分类号
02 ;
摘要
This study presents a multi-objective optimization model based on the Golden Eagle Optimizer (GEO) that can simultaneously address all of the defined and quantifiable objectives of a construction project. The model's practicality, accuracy, and effectiveness were evaluated in an example project. Furthermore, mathematical and Particle Swarm Optimization (PSO)-based models were developed for the same purpose. Then, these models were applied to the same example project, and the results were compared to the results of the proposed model. The key results of this study are: (1) the optimal compromise solutions differ depending on the objectives addressed and the number of objectives, (2) when there are more than two objectives in an optimization problem, each solution must be evaluated as a whole, not one at a time, and (3) the proposed model obtained exactly the same optimal compromise solution as the mathematical model in an extremely short time when compared to both the mathematical and PSO-based models.
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页数:19
相关论文
共 82 条
[1]   An exponential chaotic differential evolution algorithm for optimizing bridge maintenance plans [J].
Abdelkader, Eslam Mohammed ;
Moselhi, Osama ;
Marzouk, Mohamed ;
Zayed, Tarek .
AUTOMATION IN CONSTRUCTION, 2022, 134
[2]  
Adrian A, 2015, KSCE J CIV ENG, V19, P520
[3]  
Afshar A., 2014, INT J OPTIM CIVIL EN, V4, P433
[4]  
Agarwall AK, 2024, Asian J Civ Eng, V25, P4529, DOI [10.1007/s42107-024-01063-3, DOI 10.1007/S42107-024-01063-3]
[5]   Bibliometric Survey on Particle Swarm Optimization Algorithms (2001-2021) [J].
Ajibade, Samuel-Soma M. ;
Ojeniyi, Adegoke .
JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2022, 2022
[6]   Time-Cost Optimization Model Considering Float-Consumption Impact [J].
Al Haj, Rana A. ;
El-Sayegh, Sameh M. .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2015, 141 (05)
[7]   Optimization of Project Time-Cost Trade-Off Problem with Discounted Cash Flows [J].
Ammar, Mohammad A. .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 2011, 137 (01) :65-71
[8]   An Adaptive DeepLabv3+for Semantic Segmentation of Aerial Images Using Improved Golden Eagle Optimization Algorithm [J].
Anilkumar, P. ;
Venugopal, P. ;
Maddikunta, Praveen Kumar Reddy ;
Gadekallu, Thippa Reddy ;
Al-Rasheed, Amal ;
Abbas, Mohamed ;
Soufiene, Ben Othman .
IEEE ACCESS, 2023, 11 :106688-106705
[9]  
[Anonymous], 2022, Transactions of Civil Engineering, V46, P15
[10]   Shuffled Frog-Leaping Model for Solving Time-Cost-Resource Optimization Problems in Construction Project Planning [J].
Ashuri, Baabak ;
Tavakolan, Mehdi .
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2015, 29 (01)