利用 NSGA-III 方法,在建筑项目资源受限的时间成本权衡中整合并优化质量和客户满意度

Q2 Engineering
Ankit Shrivastava, Mukesh Pandey
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引用次数: 0

摘要

本研究探讨了将质量和客户满意度整合到建筑项目的资源约束时间成本权衡优化中的问题。利用非支配排序遗传算法 III (NSGA-III),开发了一个多目标权衡模型 (MOTM),以优化资源受限的时间成本-质量-客户满意度权衡 (RCTCQCST)。通过对一个涉及 21 项活动、每项活动有 5 种执行模式的单层建筑施工项目进行案例研究,证明了该模型的有效性。案例研究结果得出了执行模式的帕累托最优组合,确保了项目执行的资源效率,并证明了基于 NSGA-III 的 MOTM 在资源约束条件下平衡目标的有效性。此外,还采用了加权求和技术,从帕累托最优方案中选出一个方案来执行项目。与现有调度模型的对比分析表明,基于 NSGA-III 的 MOTM 在实现最佳权衡方面表现更佳。这项研究的意义表明,将质量和客户满意度纳入优化过程可显著提高项目成果,为项目经理提供了一个稳健的决策工具,以实现时间、成本、质量和客户满意度之间的全面平衡。 图文摘要
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Integrating and optimizing quality and client satisfaction in resource constrained time-cost trade-off for construction projects with NSGA-III methodology

Integrating and optimizing quality and client satisfaction in resource constrained time-cost trade-off for construction projects with NSGA-III methodology

This study investigates the integration of quality and client satisfaction into resource-constrained time-cost trade-off optimization for construction projects. Utilizing the Non-dominated Sorting Genetic Algorithm III (NSGA-III), a multi-objective trade-off model (MOTM) is developed to optimize the resource-constrained time-cost-quality-client satisfaction trade-off (RCTCQCST). Through a case study of a one-storey building construction project involving 21 activities with five execution modes each, the model’s effectiveness is demonstrated. The case study results yield Pareto-optimal combinations of execution modes, ensuring resource-efficient project execution, and demonstrate the NSGA-III-based MOTM’s effectiveness in balancing objectives under resource constraints. Besides, a weighted sum technique is employed to pick one solution from Pareto-optimal solutions for the execution of project. Comparative analysis against existing scheduling models shows that the NSGA-III-based MOTM performs better in achieving optimal trade-offs. The implications of this study suggest that incorporating quality and client satisfaction into the optimization process can significantly enhance project outcomes, offering a robust decision-making tool for project managers to achieve a comprehensive balance between time, cost, quality, and client satisfaction.

Graphical Abstract

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来源期刊
Asian Journal of Civil Engineering
Asian Journal of Civil Engineering Engineering-Civil and Structural Engineering
CiteScore
2.70
自引率
0.00%
发文量
121
期刊介绍: The Asian Journal of Civil Engineering (Building and Housing) welcomes articles and research contributions on topics such as:- Structural analysis and design - Earthquake and structural engineering - New building materials and concrete technology - Sustainable building and energy conservation - Housing and planning - Construction management - Optimal design of structuresPlease note that the journal will not accept papers in the area of hydraulic or geotechnical engineering, traffic/transportation or road making engineering, and on materials relevant to non-structural buildings, e.g. materials for road making and asphalt.  Although the journal will publish authoritative papers on theoretical and experimental research works and advanced applications, it may also feature, when appropriate:  a) tutorial survey type papers reviewing some fields of civil engineering; b) short communications and research notes; c) book reviews and conference announcements.
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