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Self-Organizing Maps for Structural Damage Detection: A Novel Unsupervised Vibration-Based Algorithm
Publisher: American Society of Civil Engineers
Abstract: The study presented in this paper is arguably the first study to use a self-organizing map (SOM) for global structural damage detection. A novel unsupervised vibration-based damage detection algorithm is introduced using ...
Nonparametric Structural Damage Detection Algorithm for Ambient Vibration Response: Utilizing Artificial Neural Networks and Self-Organizing Maps
Publisher: American Society of Civil Engineers
Abstract: This study presentes a new nonparametric structural damage detection algorithm that integrates self-organizing maps with a pattern-recognition neural network to quantify and locate structural damage. In this algorithm, ...
Self-Organizing Maps for Structural Damage Detection: A Novel Unsupervised Vibration-Based Algorithm
Publisher: American Society of Civil Engineers
Abstract: The study presented in this paper is arguably the first study to use a self-organizing map (SOM) for global structural damage detection. A novel unsupervised vibration-based damage detection algorithm is introduced using ...