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Developing Shuffled Frog-Leaping Algorithm (SFLA) Method to Solve Power Load-Constrained TCRTO Problems in Civil Engineering

  • Xingyu Tao
  • , Heng Li
  • , Chao Mao
  • , Chen Wang
  • , Jeffrey Boon Hui Yap
  • , Samad Sepasgozar
  • , Sara Shirowzhan
  • , Timothy Rose
  • Chongqing University
  • Hong Kong Polytechnic University
  • Huaqiao University
  • Intelligence and Automation in Construction Fujian Province Higher-Educational Engineering Research Centre
  • Universiti Tunku Abdul Rahman
  • University of New South Wales
  • Queensland University of Technology

科研成果: 期刊稿件文章同行评审

6 引用 (Scopus)

摘要

It is extensively acknowledged that excessive on-site electricity power load often causes power failure across a construction site and surrounding residential zones and can result in unforeseen schedule delay, construction quality problems, life inconvenience, and even property loss. However, energy management, such as power load optimization, has long been ignored in construction scheduling. This study aims to develop a modified shuffled frog-leaping algorithm (SFLA) approach in project scheduling to aid decision-makers in identifying the best Pareto solution for time-cost-resource trade-off (TCRTO) problems under the constraint of precedence, resource availability, and on-site peak electricity power load. A mathematical model including three objective functions and five constraints was established followed by the application of the modified SLFA on real-case multiobjective optimization problems in construction scheduling. The performance of SLFA was compared with that of the nondominated sorting genetic algorithm (NSGA II). The results showed that the developed new approach was superior in identifying optimal project planning solutions, which could essentially assist on-site power load-oriented schedule decision-making for construction teams.

源语言英语
期刊论文编号1404636
期刊Advances in Civil Engineering
2019
DOI
出版状态已出版 - 2019
已对外发布

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