Utilizing artificial intelligence to solving time - cost - quality trade-off problem

被引:11
|
作者
Pham Vu Hong Son [1 ]
Luu Ngoc Quynh Khoi [1 ]
机构
[1] Ho Chi Minh City Univ Technol HCMUT, Construct Engn & Management Dept, Vietnam Natl Univ, 268 Ly Thuong Kiet St,Dist 10, Ho Chi Minh City 700000, Vietnam
关键词
MULTIOBJECTIVE OPTIMIZATION; DIFFERENTIAL EVOLUTION; PROJECTS;
D O I
10.1038/s41598-022-24668-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study presents the Slime Mold Algorithm (SMA) to solve the time-cost-quality trade-off problem in a construction project. The proposed SMA is a flexible and efficient algorithm in exploration and exploitation to reach the best optimal solution to process the input model's data. This paper aims to discuss and solve the optimization problem and compare the evaluation with other algorithms such as Opposition-based Multiple Objective Differential Evolution, Non-dominated sorting genetic algorithm, Multiple objective particle swarm optimization, Multiple objective differential evolution and Chaotic initialized multiple objective differential evolution (CAMODE) to verify the efficiency and potential of the proposed algorithm. According to the analysis results, the SMA model generated a diversification measure for case studies, producing superior outcomes to those of previous algorithms.
引用
收藏
页数:18
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