{"title":"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","authors":"Ankit Shrivastava, Mukesh Pandey","doi":"10.1007/s42107-024-01137-2","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p><h3>Graphical Abstract</h3><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":8513,"journal":{"name":"Asian Journal of Civil Engineering","volume":"25 8","pages":"5669 - 5684"},"PeriodicalIF":0.0000,"publicationDate":"2024-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrating and optimizing quality and client satisfaction in resource constrained time-cost trade-off for construction projects with NSGA-III methodology\",\"authors\":\"Ankit Shrivastava, Mukesh Pandey\",\"doi\":\"10.1007/s42107-024-01137-2\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>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.</p><h3>Graphical Abstract</h3><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>\",\"PeriodicalId\":8513,\"journal\":{\"name\":\"Asian Journal of Civil Engineering\",\"volume\":\"25 8\",\"pages\":\"5669 - 5684\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Asian Journal of Civil Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s42107-024-01137-2\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Engineering\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Asian Journal of Civil Engineering","FirstCategoryId":"1085","ListUrlMain":"https://link.springer.com/article/10.1007/s42107-024-01137-2","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Engineering","Score":null,"Total":0}
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.
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.