Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm
This study focuses on optimizing the foundation pit dewatering scheme using the foundation pit dewatering theory and the principles of multi-objective optimization. It explores the development of a multi-objective optimization model and efficient solution technology for foundation pit dewatering. Th...
| الحاوية / القاعدة: | Applied Sciences |
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| المؤلفون الرئيسيون: | , , , , |
| التنسيق: | مقال |
| اللغة: | الإنجليزية |
| منشور في: |
MDPI AG
2023-09-01
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| الموضوعات: | |
| الوصول للمادة أونلاين: | https://www.mdpi.com/2076-3417/13/19/10865 |
| _version_ | 1850414741341601792 |
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| author | Zhiheng Ma Jinguo Wang Yanrong Zhao Bolin Li Yufeng Wei |
| author_facet | Zhiheng Ma Jinguo Wang Yanrong Zhao Bolin Li Yufeng Wei |
| author_sort | Zhiheng Ma |
| collection | DOAJ |
| container_title | Applied Sciences |
| description | This study focuses on optimizing the foundation pit dewatering scheme using the foundation pit dewatering theory and the principles of multi-objective optimization. It explores the development of a multi-objective optimization model and efficient solution technology for foundation pit dewatering. This research focuses on the foundation pit dewatering project at the inverted siphon section of Xixiayuan canal head, specifically from pile number XZ0+326 to XZ0+500. It establishes an optimized mathematical model for foundation pit dewatering that incorporates three objectives. Additionally, a dewatering optimization program is developed by utilizing the MATLAB optimization toolbox and the multi-objective optimization algorithm program based on the NSGA-II algorithm (Gamultiobj). The multi-objective optimization mathematical model is solved, and a Pareto-optimal solution set with uniform distribution is obtained. The multi-objective optimization evaluation system based on AHP is constructed from the three aspects of dewatering cost, the impact of settlement on the environment, and the safety and stability of the foundation pit. The optimization scheme of the Pareto-optimal solution set is selected as the decision result to provide multiple feasible schemes for the dewatering construction of foundation pits. The optimization scheme is verified by using the GMS software. The simulation results demonstrate that the optimization scheme fulfills the requirements for water level and settlement control. Moreover, the developed optimization program efficiently solves the multi-objective optimization problem associated with foundation pit dewatering. Lastly, an evaluation system incorporating the NSGA-II algorithm and AHP is developed and utilized in the context of dewatering engineering in order to offer multiple viable optimal dewatering schemes. |
| format | Article |
| id | doaj-art-e033c74ba20e4d0bb7fcbf25bc727183 |
| institution | Directory of Open Access Journals |
| issn | 2076-3417 |
| language | English |
| publishDate | 2023-09-01 |
| publisher | MDPI AG |
| record_format | Article |
| spelling | doaj-art-e033c74ba20e4d0bb7fcbf25bc7271832025-08-19T22:45:27ZengMDPI AGApplied Sciences2076-34172023-09-0113191086510.3390/app131910865Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II AlgorithmZhiheng Ma0Jinguo Wang1Yanrong Zhao2Bolin Li3Yufeng Wei4School of Earth Sciences and Engineering, Hohai University, Nanjing 210098, ChinaSchool of Earth Sciences and Engineering, Hohai University, Nanjing 210098, ChinaSchool of Earth Sciences and Engineering, Hohai University, Nanjing 210098, ChinaSchool of Earth Sciences and Engineering, Hohai University, Nanjing 210098, ChinaChina Energy Engineering Jiangsu Power Design Institute Co., Ltd., Nanjing 211102, ChinaThis study focuses on optimizing the foundation pit dewatering scheme using the foundation pit dewatering theory and the principles of multi-objective optimization. It explores the development of a multi-objective optimization model and efficient solution technology for foundation pit dewatering. This research focuses on the foundation pit dewatering project at the inverted siphon section of Xixiayuan canal head, specifically from pile number XZ0+326 to XZ0+500. It establishes an optimized mathematical model for foundation pit dewatering that incorporates three objectives. Additionally, a dewatering optimization program is developed by utilizing the MATLAB optimization toolbox and the multi-objective optimization algorithm program based on the NSGA-II algorithm (Gamultiobj). The multi-objective optimization mathematical model is solved, and a Pareto-optimal solution set with uniform distribution is obtained. The multi-objective optimization evaluation system based on AHP is constructed from the three aspects of dewatering cost, the impact of settlement on the environment, and the safety and stability of the foundation pit. The optimization scheme of the Pareto-optimal solution set is selected as the decision result to provide multiple feasible schemes for the dewatering construction of foundation pits. The optimization scheme is verified by using the GMS software. The simulation results demonstrate that the optimization scheme fulfills the requirements for water level and settlement control. Moreover, the developed optimization program efficiently solves the multi-objective optimization problem associated with foundation pit dewatering. Lastly, an evaluation system incorporating the NSGA-II algorithm and AHP is developed and utilized in the context of dewatering engineering in order to offer multiple viable optimal dewatering schemes.https://www.mdpi.com/2076-3417/13/19/10865multi-objective optimizationNSGA-II algorithmPareto-optimal solution setevaluation systemfoundation pit dewatering |
| spellingShingle | Zhiheng Ma Jinguo Wang Yanrong Zhao Bolin Li Yufeng Wei Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm multi-objective optimization NSGA-II algorithm Pareto-optimal solution set evaluation system foundation pit dewatering |
| title | Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm |
| title_full | Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm |
| title_fullStr | Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm |
| title_full_unstemmed | Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm |
| title_short | Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm |
| title_sort | research on multi objective optimization model of foundation pit dewatering based on nsga ii algorithm |
| topic | multi-objective optimization NSGA-II algorithm Pareto-optimal solution set evaluation system foundation pit dewatering |
| url | https://www.mdpi.com/2076-3417/13/19/10865 |
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