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    Multiclass Damage Identification in a Full-Scale Bridge Using Optimally Tuned One-Dimensional Convolutional Neural Network 

    Source: Journal of Computing in Civil Engineering:;2021:;Volume ( 036 ):;issue: 002:;page 04021035
    Author(s): Sandeep Sony; Sunanda Gamage; Ayan Sadhu; Jagath Samarabandu
    Publisher: ASCE
    Abstract: In this paper, a novel method is proposed based on a windowed one-dimensional convolutional neural network (1D CNN) for multiclass damage identification using vibration responses of a full-scale bridge. The measured data ...
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    Few-Shot Learning Augmented with Image Transformation for Multiclass Structural Damage Classification 

    Source: Journal of Computing in Civil Engineering:;2025:;Volume ( 039 ):;issue: 003:;page 04025021-1
    Author(s): Kyle Dunphy; Madhushan Buwaneswaran; Katarina Grolinger; Ayan Sadhu
    Publisher: American Society of Civil Engineers
    Abstract: The application of machine learning (ML) as an apparatus for structural health monitoring (SHM) has become increasingly prevalent recently as the domain moves toward autonomous structural inspections. Although significant ...
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    A Benchmark Data Set for Vision-Based Traffic Load Monitoring in a Cable-Stayed Bridge 

    Source: Journal of Bridge Engineering:;2024:;Volume ( 029 ):;issue: 002:;page 04723001-1
    Author(s): Liangfu Ge; Danhui Dan; Ayan Sadhu
    Publisher: ASCE
    Abstract: Traffic load monitoring based on deep learning and computer vision has garnered significant attention in bridge engineering worldwide. Unlike traditional traffic load monitoring systems, computer vision-based techniques ...
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    Dynamic Multimodal Response of Bender Element Transmitter 

    Source: Journal of Geotechnical and Geoenvironmental Engineering:;2021:;Volume ( 147 ):;issue: 008:;page 04021073-1
    Author(s): Muhammad Irfan; Ayan Sadhu; Giovanni Cascante; Dipanjan Basu
    Publisher: ASCE
    Abstract: The response of a bender transmitter to sinusoidal excitations in air, liquids, and transparent soil is investigated using a novel laser vibrometer technique. The purpose of the study is to investigate how benders vibrate ...
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