Browsing by Author "Inman D.J."
Now showing items 1-3 of 3
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1D convolutional neural networks and applications: A survey
Kiranyaz, Mustafa Serkan; Avci O.; Abdeljaber O.; Ince T.; Gabbouj M.; Inman D.J.... more authors ... less authors ( Academic Press , 2021 , Article)During the last decade, Convolutional Neural Networks (CNNs) have become the de facto standard for various Computer Vision and Machine Learning operations. CNNs are feed-forward Artificial Neural Networks (ANNs) with ... -
A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications
Avci O.; Abdeljaber O.; Kiranyaz, Mustafa Serkan; Hussein M.; Gabbouj M.; Inman D.J.... more authors ... less authors ( Academic Press , 2021 , Article Review)Monitoring structural damage is extremely important for sustaining and preserving the service life of civil structures. While successful monitoring provides resolute and staunch information on the health, serviceability, ... -
Efficiency validation of one dimensional convolutional neural networks for structural damage detection using a SHM benchmark data
Avci O.; Abdeljaber O.; Kiranyaz M.S.; Boashash B.; Sodano H.; Inman D.J.... more authors ... less authors ( International Institute of Acoustics and Vibration, IIAV , 2018 , Conference Paper)In this paper, a novel one dimensional convolution neural network (1D-CNN) based structural damage assessment technique is validated with a benchmark study published by IASC-ASCE Structural Health Monitoring Task Group in ...