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Machine learning-aided reliability analysis of rainfall-induced landslide of root-reinforced slopes

Version 1.0

Świtała, Barbara; Enrico Soranzo; Carlotta Guardiani, 2024, "Machine learning-aided reliability analysis of rainfall-induced landslide of root-reinforced slopes", https://doi.org/10.18150/2RLKQM, RepOD, V1

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Description

Files contain information necessary to run the set of finite element simulations, which enable assessment of the moment of an initiation of a rainfall-induced landslide. Various sets of parameters have been tested, assuming either normal or uniform distribution of root strength parameters. These sets are listed in the files named: Parameters_sets_normal_distribution.csv and Parameters_sets_normal_distribution.csv. The results for subsequent sets are provided in files Results_roots_normal_distribution.csv and Results_roots_normal_distribution.csv, in a form of displacement of one of the nodes, corresponding to different rainfall durations.

Two other files contain input files necessary to run the finite element simulations of rainfall induced instability. The finite element discretization of the model is provided, along with initial and boundary conditions. Different rainfall durations are considered.

Subject

Earth and Environmental Sciences; Engineering

Keyword

constitutive modelling, machin learning, rainfall, reliability analysis, slope stability, unsaturated soils, vegetated slopes

Related Publication

Barbara Maria Świtała, Carlotta Guardiani, Enrico Soranzo, and Wei Wu. 2023. Machine learning-aided reliability analysis of rainfall-induced landslide of root-reinforced slopes. Canadian Geotechnical Journal. 60(12): 1877-1894. https://doi.org/10.1139/cgj-2022-0696 https://doi.org/10.1139/cgj-2022-0696 doi: 10.1139/cgj-2022-0696

License

CC0 Creative Commons Zero 1.0

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1 to 7 of 7 Files

			Original Format Archival Format (.tab)
		List_of_symbols_results_files.txt Plain Text - 645 B - Oct 14, 2024 - 0 Downloads MD5: 775205f7bbb40434b83e252173add66e License: CC0 Creative Commons Zero 1.0 List of symbols used in files containing parameter sets and results.	Preview Download
		Input_normal_distribution_example.txt Plain Text - 115.6 KB - Oct 14, 2024 - 0 Downloads MD5: ee5e90a167b082bb9e1caf78ae126e80 License: CC0 Creative Commons Zero 1.0 Example of an input file for a finite element code, enabling setting up simulations of rainfall-induced landslide initiation of a vegetated slope, assuming normal distribution of root strength parameters.	Preview Download
		Input_uniform_distribution_example.txt Plain Text - 115.6 KB - Oct 14, 2024 - 0 Downloads MD5: ff41965c81bb4de0ca5e425872515b0d License: CC0 Creative Commons Zero 1.0 Example of an input file for a finite element code, enabling setting up simulations of rainfall-induced landslide initiation of a vegetated slope, assuming uniform distribution of root strength parameters.	Preview Download
		Parameters_sets_normal_distribution.tab Tabular Data - Original format: Comma Separated Values - 37.0 KB - Oct 14, 2024 - 0 Downloads License: CC0 Creative Commons Zero 1.0 7 Variables, 1000 Observations - UNF:6:I1+zM1aaR6f9e8JZnrETdA== List of parameter sets used calculations, generated with Latin Hybercube Sampling, normal distribution of roots strength parameters.	Preview Original File Format (Comma Separated Values) Tab-Delimited RData Format Variable Metadata Data File Citation RIS EndNote XML BibTeX
		Parameters_sets_uniform_distribution.tab Tabular Data - Original format: Comma Separated Values - 37.0 KB - Oct 14, 2024 - 0 Downloads License: CC0 Creative Commons Zero 1.0 7 Variables, 1000 Observations - UNF:6:1xCWGVN69Uo9wxKQNlA5Zw== List of parameter sets used calculations, generated with Latin Hybercube Sampling, uniform distribution of roots strength parameters.	Preview Original File Format (Comma Separated Values) Tab-Delimited RData Format Variable Metadata Data File Citation RIS EndNote XML BibTeX
		Results_roots_normal_distribution.tab Tabular Data - Original format: Comma Separated Values - 68.6 KB - Oct 14, 2024 - 0 Downloads License: CC0 Creative Commons Zero 1.0 8 Variables, 1000 Observations - UNF:6:tv2vtV27ILhHOuoS4qxauA== Results (displacements) for all the considered parameters sets, for different rainfall durations (normal distribution).	Preview Original File Format (Comma Separated Values) Tab-Delimited RData Format Variable Metadata Data File Citation RIS EndNote XML BibTeX
		Results_lhs_roots_uniform_distribution.tab Tabular Data - Original format: Comma Separated Values - 68.0 KB - Oct 14, 2024 - 0 Downloads License: CC0 Creative Commons Zero 1.0 8 Variables, 1000 Observations - UNF:6:4MwDYqTRSwC5LBUI5J87aQ== Results (displacements) for all the considered parameters sets, for different rainfall durations (uniform distribution).	Preview Original File Format (Comma Separated Values) Tab-Delimited RData Format Variable Metadata Data File Citation RIS EndNote XML BibTeX

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