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Author:

He, Bo-Hu (He, Bo-Hu.) | Du, Xiu-Li (Du, Xiu-Li.) (Scholars:杜修力) | Bai, Ming-Zhou (Bai, Ming-Zhou.) | Yang, Jin-Wen (Yang, Jin-Wen.) | Ma, Dong (Ma, Dong.)

Indexed by:

EI Scopus SCIE

Abstract:

The accuracy of slope mechanical parameter values determines the accuracy of slope stability assessments and the effectiveness of protective measures. Traditional methods for obtaining geotechnical parameters cannot entirely take into consideration the size, disturbance, variability, and uncertainty of mechanical parameters. Hence, we aimed to propose two algorithmic models for the geotechnical parameters of highway slope materials based on an improved non-dominated sorting genetic algorithm II (NSGA-II) combined with a GA-optimised backpropagation (BP) neural network (NN),named BPGA- NSGA-II model and improved BPGA- NSGA-II model.The results indicated that compared with the original NSGA-II model, the improved model showed a substantial shift in the Pareto front, and the errors are smaller than the original model.Among the two improved models, the improved BPGA-NSGA-II model has higher inversion accuracy.Therefore, this study provides a scientifically effective method for improving the accuracy of the geotechnical parameter inversion for highway slope materials.

Keyword:

Inversion Mechanical parameters Geotechnical parameters Improved NSGA-II algorithm Highway slope

Author Community:

  • [ 1 ] [He, Bo-Hu]China Railway 16th Bur Grp Co Ltd, Postdoctoral Res Workstat, Beijing 100018, Peoples R China
  • [ 2 ] [Yang, Jin-Wen]China Railway 16th Bur Grp Co Ltd, Postdoctoral Res Workstat, Beijing 100018, Peoples R China
  • [ 3 ] [Ma, Dong]China Railway 16th Bur Grp Co Ltd, Postdoctoral Res Workstat, Beijing 100018, Peoples R China
  • [ 4 ] [He, Bo-Hu]Beijing Univ Technol, Fac Urban Construct, Beijing 100124, Peoples R China
  • [ 5 ] [Du, Xiu-Li]Beijing Univ Technol, Fac Urban Construct, Beijing 100124, Peoples R China
  • [ 6 ] [Bai, Ming-Zhou]Beijing Jiaotong Univ, Sch Civil Engn, Beijing 100044, Peoples R China

Reprint Author's Address:

  • [He, Bo-Hu]China Railway 16th Bur Grp Co Ltd, Postdoctoral Res Workstat, Beijing 100018, Peoples R China;;[He, Bo-Hu]Beijing Univ Technol, Fac Urban Construct, Beijing 100124, Peoples R China;;[Du, Xiu-Li]Beijing Univ Technol, Fac Urban Construct, Beijing 100124, Peoples R China;;

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Source :

COMPUTERS AND GEOTECHNICS

ISSN: 0266-352X

Year: 2024

Volume: 171

5 . 3 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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