Multi-objective optimal scheduling of automated construction equipment using non-dominated sorting genetic algorithm (NSGA-III)

被引：30
|
作者：
Liu, Ying [1 ,2 ]
You, Ke [1 ,2 ,3 ]
Jiang, Yutian [5 ]
Wu, Zhangang [5 ]
Liu, Zhenyuan [4 ]
Peng, Gang [4 ]
Zhou, Cheng [1 ,2 ]
机构：
[1] Huazhong Univ Sci & Technol, Natl Ctr Technol Innovat Digital Construct, Wuhan, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Civil & Hydraul Engn, Wuhan, Hubei, Peoples R China
[3] Huazhong Univ Sci & Technol, Inst Artificial Intelligence, Wuhan, Hubei, Peoples R China
[4] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan, Hubei, Peoples R China
[5] Shantui Construct Machinery Co Ltd, Jining, Shandong, Peoples R China
来源：
AUTOMATION IN CONSTRUCTION | 2022年 / 143卷
基金：
中国国家自然科学基金;
关键词：
Automated equipment; Flexible earthwork scheduling; Non-dominated sorting genetic algorithm (NSGA-III); Optimal Pareto solution set; SWARM OPTIMIZATION ALGORITHM; HYBRID; PERFORMANCE; SYSTEMS;
D O I：
10.1016/j.autcon.2022.104587
中图分类号：
TU [建筑科学];
学科分类号：
0813 ;
摘要：
Unstructured and variable construction sites bring challenges that can be addressed with the adoption of the flexible earthwork scheduling problem (FESP), which requires consideration of mechanical parameters, automated construction techniques, and site constraints. This paper describes the use of the non-dominated sorting genetic algorithm (NSGA-III) for such problems, yielding better results than the NSGA-II and strength pareto evolutionary algorithm (SPEA). This method produces a set of Pareto-optimal results for each case study, which are then ranked by the analytic hierarchy process (AHP) method to determine an optimal scheduling scheme. The results help project managers and dispatchers by automating the schedule process and by graphically analyzing the solutions".
引用
收藏
页数：24
相关论文
共 50 条
  • [31] An Evaluation on Wind Energy Potential Using Multi-Objective Optimization Based Non-Dominated Sorting Genetic Algorithm III
    Subramanian, Senthilkumar
    Sankaralingam, Chandramohan
    Elavarasan, Rajvikram Madurai
    Vijayaraghavan, Raghavendra Rajan
    Raju, Kannadasan
    Mihet-Popa, Lucian
    SUSTAINABILITY, 2021, 13 (01) : 1 - 29
  • [32] Non-dominated sorting differential evolution algorithm for multi-objective optimal PMU placement
    Peng, Chun-Hua
    Sun, Hui-Juan
    Guo, Jian-Feng
    Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2009, 26 (10): : 1075 - 1080
  • [33] An integer multi-objective optimization model and an enhanced non-dominated sorting genetic algorithm for contraflow scheduling problem
    Li Pei-heng
    Lou Ying-yan
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2015, 22 (06) : 2399 - 2405
  • [34] Development of a multi-objective scheduling system for offshore projects based on hybrid non-dominated sorting genetic algorithm
    Li, Jinghua
    Yang, Boxin
    Zhang, Dan
    Zhou, Qinghua
    Li, Lingyao
    ADVANCES IN MECHANICAL ENGINEERING, 2015, 7 (03) : 1 - 17
  • [35] An integer multi-objective optimization model and an enhanced non-dominated sorting genetic algorithm for contraflow scheduling problem
    Pei-heng Li
    Ying-yan Lou
    Journal of Central South University, 2015, 22 : 2399 - 2405
  • [36] An integer multi-objective optimization model and an enhanced non-dominated sorting genetic algorithm for contraflow scheduling problem
    李沛恒
    楼颖燕
    Journal of Central South University, 2015, 22 (06) : 2399 - 2405
  • [37] Multi-objective optimal thrust allocation strategy for automatic berthing of surface ships using adaptive non-dominated sorting genetic algorithm III
    Mou, Jinyou
    Zhu, Qidan
    Liu, Yongchao
    Bai, Yang
    OCEAN ENGINEERING, 2024, 299
  • [38] Multi-objective single agent stochastic search in non-dominated sorting genetic algorithm
    Lancinskas, Algirdas
    Martinez Ortigosa, Pilar
    Zilinskas, Julius
    NONLINEAR ANALYSIS-MODELLING AND CONTROL, 2013, 18 (03): : 293 - 313
  • [39] A MODIFIED NON-DOMINATED SORTING GENETIC ALGORITHM FOR MULTI-OBJECTIVE OPTIMIZATION OF MACHINING PROCESS
    Jafarian, Farshid
    JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2018, 13 (12) : 4078 - 4093
  • [40] Non-dominated Sorting Tournament Genetic Algorithm for Multi-Objective Travelling Salesman Problem
    Myszkowski, Pawel B.
    Laszczyk, Maciej
    Dziadek, Kamil
    PROCEEDINGS OF THE 2019 FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS (FEDCSIS), 2019, : 67 - 76
12345