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Development of discrete opposition-based NSGA-III model for optimizing trade-off between discrete time, cost, and resource in construction projects
被引:0
|作者:
Sethi K.C.
[1
]
Rathinakumar V.
[2
]
Harishankar S.
[2
]
Bhadoriya G.
[3
]
Pati A.K.
[4
]
机构:
[1] Civil Engineering Department, Centurion University of Technology and Management, Gajapati
[2] School of Civil Engineering, SASTRA Deemed to be University, Thanjavur
[3] Department of Civil Engineering, Madhav Institute of Technology and Science, Gwalior
[4] Department of Mathematics, School of Applied Sciences, Centurion University of Technology and Management, Gajapati
关键词:
OBNSGA-III;
Optimization;
Pareto-optimal solutions;
Time-cost-resources trade-off;
D O I:
10.1007/s42107-024-01069-x
中图分类号:
学科分类号:
摘要:
Balancing discrete time, cost, and resource allocation poses a significant challenge in construction projects due to their inherent conflicts. The competitive nature of the construction market underscores the importance of optimizing trade-offs among these objectives for successful project completion. To address the complexities and limitations of existing models, this paper presents a discrete time-cost-resources trade-off (DTCRT) optimization framework utilizing the opposition-based non-dominated sorting genetic algorithm (OBNSGA III), in which opposition-based learning (OBL) is used for generating the initial population. The proposed model accommodates multi-mode project activities with varying resource requirements. A case study application demonstrates the efficacy of proposed approach in generating the Pareto-optimal solutions. Comparative analysis against existing techniques validates the effectiveness of proposed method. Additionally, trade-off plots and an a priori decision-making tool are provided to facilitate selection among the generated solutions by project stakeholders. © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2024.
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页码:4633 / 4644
页数:11
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