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A finite element model-based two-level method incorporating recommendation algorithm for structural damage detection

delete2025-08-22
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PRE
AI
戴清源 (Qingyuan Dai)
J
Jingyu Zhuang
J
Jingyao Zhang
陈太聪 (Taicong Chen) *
DOI:10.1016/j.ymssp.2025.113246delete
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Abstract

Abstract

En 中文
• A FEM-based two-level approach combining pattern matching and model updating for hierarchical damage detection. • Element grouping and automatic clustering techniques for identifying potentially damaged regions in the first level and reducing the dimensionality of subsequent problem. • Element damage assessment in the second level by model updating with pattern matching-determined iteration and one-at-a-time updating strategy to address challenges in model updating. • Pattern matching enhancement with recommendation algorithm to guide damage localization and parameter adjustment. • Validation through numerical simulations with the ASCE Benchmark model and experimental studies on the truss bridge model.
Keywords:
finite element method
damage detection
model updating
pattern matching
clustering analysis

Journal

Mechanical Systems and Signal Processing cover
Mechanical Systems and Signal Processing
IF:
8.9
Papers:
1.3W
Citations:
6.6W

Organization

K
Kyoto University
Scholars:
5.1W
Papers: 4.6W
Citations: 6.1W
S
south china university of technology
Scholars:
6.7W
Papers: 5.1W
Citations: 85