Data-Driven Methodologies for Structural Damage Detection Based on Machine Learning Applications

Pattern Recognition - Analysis and Applications ◽

10.5772/65867 ◽

2016 ◽

Author(s):

Jaime Vitola ◽

Maribel Anaya Vejar ◽

Diego Alexander Tibaduiza Burgos ◽

Francesc Pozo

Keyword(s):

Machine Learning ◽

Damage Detection ◽

Structural Damage ◽

Data Driven ◽

Structural Damage Detection ◽

Machine Learning Applications

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A machine-learning approach for structural damage detection using least square support vector machine based on a new combinational kernel function

Structural Health Monitoring ◽

10.1177/1475921716639587 ◽

2016 ◽

Vol 15 (3) ◽

pp. 302-316 ◽

Author(s):

Ramin Ghiasi ◽

Peyman Torkzadeh ◽

Mohammad Noori

Keyword(s):

Machine Learning ◽

Support Vector Machine ◽

Damage Detection ◽

Kernel Function ◽

Structural Damage ◽

Least Square ◽

Support Vector ◽

Learning Approach ◽

Structural Damage Detection ◽

Machine Learning Approach

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Automated Structural Damage Detection Using One-Class Machine Learning

Dynamics of Civil Structures, Volume 4 - Conference Proceedings of the Society for Experimental Mechanics Series ◽

10.1007/978-3-319-04546-7_14 ◽

2014 ◽

pp. 117-128 ◽

Author(s):

James Long ◽

Oral Buyukozturk

Keyword(s):

Machine Learning ◽

Damage Detection ◽

Structural Damage ◽

Structural Damage Detection

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Structural Damage Detection in Civil Engineering with Machine Learning: Current State of the Art

10.1007/978-3-030-75988-9_17 ◽

2021 ◽

pp. 223-229

Author(s):

Onur Avci ◽

Osama Abdeljaber ◽

Serkan Kiranyaz

Keyword(s):

Machine Learning ◽

Damage Detection ◽

Structural Damage ◽

Civil Engineering ◽

State Of The Art ◽

Structural Damage Detection ◽

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Applicability of machine learning approaches for structural damage detection of offshore wind jacket structures based on low resolution data

Journal of Physics Conference Series ◽

10.1088/1742-6596/1618/2/022063 ◽

2020 ◽

Vol 1618 ◽

pp. 022063 ◽

Author(s):

D Cevasco ◽

J Tautz-Weinert ◽

A J Kolios ◽

U Smolka

Keyword(s):

Machine Learning ◽

Damage Detection ◽

Structural Damage ◽

Offshore Wind ◽

Learning Approaches ◽

Structural Damage Detection ◽

Low Resolution ◽

Jacket Structures ◽

Resolution Data

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A Data-Driven Structural Damage Detection Framework Based on Parallel Convolutional Neural Network and Bidirectional Gated Recurrent Unit

Information Sciences ◽

10.1016/j.ins.2021.02.064 ◽

2021 ◽

Author(s):

Jianxi Yang ◽

Fei Yang ◽

Yingxin Zhou ◽

Di Wang ◽

Ren Li ◽

...

Keyword(s):

Neural Network ◽

Damage Detection ◽

Convolutional Neural Network ◽

Structural Damage ◽

Data Driven ◽

Structural Damage Detection ◽

Gated Recurrent Unit

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Dynamic learning rate neural network training and composite structural damage detection

AIAA Journal ◽

10.2514/3.13701 ◽

1997 ◽

Vol 35 ◽

pp. 1522-1527

Author(s):

H. Luo ◽

S. Hanagud

Keyword(s):

Neural Network ◽

Damage Detection ◽

Structural Damage ◽

Learning Rate ◽

Neural Network Training ◽

Structural Damage Detection ◽

Dynamic Learning ◽

Network Training

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A development on multimodal optimization technique and its application in structural damage detection

Applied Soft Computing ◽

10.1016/j.asoc.2020.106264 ◽

2020 ◽

Vol 91 ◽

pp. 106264

Author(s):

Diancheng Chen ◽

Yiyang Li

Keyword(s):

Damage Detection ◽

Structural Damage ◽

Optimization Technique ◽

Multimodal Optimization ◽

Structural Damage Detection

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A hybrid computational intelligence approach for structural damage detection using marine predator algorithm and feedforward neural networks

Computers & Structures ◽

10.1016/j.compstruc.2021.106568 ◽

2021 ◽

Vol 252 ◽

pp. 106568

Author(s):

Long Viet Ho ◽

Duong Huong Nguyen ◽

Mohsen Mousavi ◽

Guido De Roeck ◽

Thanh Bui-Tien ◽

...

Keyword(s):

Neural Networks ◽

Damage Detection ◽

Computational Intelligence ◽

Structural Damage ◽

Feedforward Neural Networks ◽

Structural Damage Detection ◽

Marine Predator ◽

Intelligence Approach

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Structural damage detection using constrained eigenstructure assignment

Journal of Guidance Control and Dynamics ◽

10.2514/3.21403 ◽

1995 ◽

Vol 18 (3) ◽

pp. 411-418 ◽

Author(s):

Tae W. Lim

Keyword(s):

Damage Detection ◽

Structural Damage ◽

Eigenstructure Assignment ◽

Structural Damage Detection

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A structural damage detection algorithm based on discrete wavelet transform and ensemble pattern recognition models

Journal of Civil Structural Health Monitoring ◽

10.1007/s13349-021-00546-0 ◽

2022 ◽

Author(s):

Milad Fallahian ◽

Ehsan Ahmadi ◽

Faramarz Khoshnoudian

Keyword(s):

Pattern Recognition ◽

Wavelet Transform ◽

Damage Detection ◽

Discrete Wavelet Transform ◽

Structural Damage ◽

Detection Algorithm ◽

Discrete Wavelet ◽

Structural Damage Detection

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