Structural damage detection using neural network with learning rate improvement

X Fang, H Luo, J Tang - Computers & structures, 2005 - Elsevier
… the neural network to the FRF based structural damage detection. The … damage cases (ie,
trained damage cases and unseen damage cases, single damage cases and multiple-damage

Damage detection using artificial neural network with consideration of uncertainties

N Bakhary, H Hao, AJ Deeks - Engineering Structures, 2007 - Elsevier
… noise levels on the damage detection results are discussed. … have been widely applied for
damage detection, as the modal … Artificial Neural Networks (ANN) have been utilized by many …

Deep learning‐based crack damage detection using convolutional neural networks

YJ Cha, W Choi, O Büyüköztürk - Computer‐Aided Civil and …, 2017 - Wiley Online Library
… To overcome these challenges, this article proposes a vision‐based method using a deep
architecture of convolutional neural networks (CNNs) for detecting concrete cracks without …

A neural network approach for damage detection and identification of structures

J Rhim, SW Lee - Computational mechanics, 1995 - Springer
… feasibility of using artificial neural network in conjunction with system identification techniques
to detect the existence and to identify the characteristics of damage in composite structures…

Structural damage detection and identification using neural networks

P Tsou, MHH Shen - AIAA journal, 1994 - arc.aiaa.org
… The next section of this paper presents a brief description of neural networks. Numerical
results illustrating the use of neural networks in detecting and identifying damages are pre…

Structural damage detection using artificial neural networks

J Zhao, JN Ivan, JT DeWolf - Journal of Infrastructure Systems, 1998 - ascelibrary.org
neural network (CPN) which has previously been used with static displacements for damage
detection. … less training time than would be needed for other neural network approaches. …

Convolutional neural network approach for robust structural damage detection and localization

NS Gulgec, M Takáč, SN Pakzad - Journal of computing in civil …, 2019 - ascelibrary.org
neural network (CNN), which is one of the major breakthroughs in image recognition, to the
damage detection … simulated damaged and healthy cases and localize the damage when it …

Structural damage detection using an iterative neural network

CC Chang, TYP Chang, YG Xu… - Journal of intelligent …, 2000 - journals.sagepub.com
… techniques developed so far require some information about the structure before damage
damage detection method based on parameter identification using an iterative neural network (…

Damage detection in structures based on feature-sensitive neural networks

ZP Szewczyk, P Hajela - Journal of computing in civil engineering, 1994 - ascelibrary.org
… In the present paper, damage detection is formulated as an inverse problem, and solved by
… sensitive neural networks. In the neural-network approach, possible damage and its extent is …

Structural damage detection using convolutional neural networks

NS Gulgec, M Takáč, SN Pakzad - … , Volume 3: Proceedings of the 35th …, 2017 - Springer
… dense sensor arrays, accurate damage diagnosis has become computationally … neural
network (CNN), which has led to breakthrough results in computer vision, to the damage detection