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Relative Entropy Computations for Nonlinear Deformations of the Porous Steel Structures
Michał Strąkowski1, Marcin Kamiński1
1Department of Structural Mechanics, Faculty of Civil Engineering, Architecture and Environmental Engineering, Łódź University of Technology, 90-924 Łódź, Poland.
This study explores relative entropy for assessing steel structure safety with defects, offering a universal alternative to the First-Order Reliability Method (FORM) by not requiring distribution assumptions.
Area of Science:
- Structural Engineering
- Materials Science
- Computational Mechanics
Background:
- Structural defects in steel elements pose risks at micro- and macro-scales.
- Existing safety assessment methods like First-Order Reliability Method (FORM) rely on specific distribution assumptions (e.g., Gaussian).
Purpose of the Study:
- To investigate the relative entropy framework as a tool for safety assessments of steel elements with structural defects.
- To evaluate relative entropy as a potential alternative to FORM for reliability analysis.
- To present the yield surface of porous materials with random void volume fractions.
Main Methods:
- Application of relative entropy, Bhattacharyya, and Kullback-Leibler (K-L) mathematical theories.
- Hybrid computational technique combining Finite Element Method (FEM) software ABAQUS CAE 2017 with the Gurson-Tvergaard-Needleman (GTN) damage model and MAPLE.
- Iterative generalized stochastic perturbation technique and Weighted Least Squares Method for probabilistic moment determination and response function approximation.
Main Results:
- Relative entropy framework extends beyond FORM by incorporating 3rd- and 4th-order probabilistic moments.
- The approach determines uncertainty in stress, strain, and displacement state functions without assuming distribution types.
- Yield surfaces for porous materials with random void volume fractions were computed.
Conclusions:
- Relative entropy offers a universal and flexible framework for structural safety assessments, overcoming limitations of FORM.
- This method provides a robust alternative for reliability analysis, especially when distribution types are unknown or complex.
- The study demonstrates the viability of relative entropy for analyzing structural integrity under defect conditions.
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