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Data Acquisition Protocol for Determining Embedded Sensitivity Functions
Published on: April 20, 2016
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Global sensitivity analysis of structural seismic demand based on information entropy.
Xiuzhen Wang1,2, Zhaoxia Xu3,4, Chuanzhi Sun1,2
1School of Civil Engineering and Architecture, Suqian University, Suqian, China.
Scientific Reports
|March 12, 2025
Summary
This study introduces a new importance analysis (IE) method for efficient global sensitivity analysis (GSA) in complex structures. The novel approach significantly reduces sample size while maintaining accuracy in assessing seismic demand influences.
Area of Science:
- Structural Engineering
- Computational Mechanics
- Seismic Analysis
Background:
- Global sensitivity analysis (GSA) is crucial for understanding parameter uncertainty in complex structural models.
- Existing GSA methods often require extensive computational resources, limiting their application.
- Efficiently quantifying the impact of various parameters on structural performance under seismic loads is a key challenge.
Purpose of the Study:
- To develop a computationally efficient global sensitivity analysis (GSA) method for complex structures.
- To assess the influence of parameter uncertainty on structural seismic demands.
- To validate the proposed method against established GSA techniques.
Main Methods:
- Proposed a novel importance analysis (IE) method utilizing low deviation sequences and orthogonal polynomials.
- Conducted nonlinear time history analysis using OpenSEES for seismic demand assessment.
- Employed variance-based and Tornado graphic sensitivity analysis for comparative validation.
Main Results:
- The proposed IE method achieved reliable results with a significantly reduced sample size (1024 samples).
- The order of parameter importance determined by the IE method closely matched established methods.
- Identified the representative value of gravity load (Ms) as having a substantial influence on seismic demands.
- Determined the modulus of elasticity of concrete (Ec) has a minor influence on seismic demands.
Conclusions:
- The new IE method offers a computationally efficient and accurate alternative for GSA in complex structural engineering.
- The method effectively identifies key parameters influencing structural response to seismic events.
- Findings provide valuable insights for prioritizing design parameters and reducing uncertainty in seismic risk assessments.
Keywords:
Importance analysisInformation entropyNonlinear time history analysisOrthogonal polynomial estimationSeismic demandMore Related Videos
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