Deep learning for impact detection in composite plates with sparsely integrated sensors

[1]  Samir Mustapha,et al.  Inverse estimation of impact force on a composite panel using a single piezoelectric sensor , 2017 .

[2]  Linda Klein.  Sensor Systems for FRP Lightweight Structures: Automotive Features Based on Serial Sensor Products , 2019, Sensors.

[3]  Keith Worden,et al.  Detection of impacts in composite materials using piezoceramic sensors and neural networks , 1998, Smart Structures.

[4]  Richard W. Ross,et al.  Structural Health Monitoring and Impact Detection Using Neural Networks for Damage Characterization , 2006 .

[5]  H. T. Hahn,et al.  An Artificial Neural Network for Low-Energy Impact Monitoring , 1994 .

[6]  Robert X. Gao,et al.  Deep learning and its applications to machine health monitoring , 2019, Mechanical Systems and Signal Processing.

[7]  Hailing Fu,et al.  A Convolutional Neural Network for Impact Detection and Characterization of Complex Composite Structures , 2019, Sensors.

[8]  Tribikram Kundu,et al.  Improving accuracy of acoustic source localization in anisotropic plates. , 2014, Ultrasonics.

[9]  Wei Gao,et al.  A Novel Fault Diagnosis Method for Rotating Machinery Based on a Convolutional Neural Network , 2018, Sensors.

[10]  Moncef Gabbouj,et al.  Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks , 2017 .

[11]  Keeyoung Choi,et al.  Identification of Foreign Object Impact in Structures Using Distributed Sensors , 1994 .

[12]  Z. Sharif-Khodaei,et al.  Identification of impact force for smart composite stiffened panels , 2013 .

[13]  Scott Krig.  Feature Learning Architecture Taxonomy and Neuroscience Background , 2016 .

[14]  Z. Sharif-Khodaei,et al.  Determination of impact location on composite stiffened panels , 2012 .

[15]  Anil K. Jain,et al.  Artificial Neural Networks: A Tutorial , 1996, Computer.

[16]  Henry J. Kelley,et al.  Gradient Theory of Optimal Flight Paths , 1960 .

[17]  Zakriya Mohammed,et al.  Modelling and Optimization of Inertial Sensor-Accelerometer , 2017 .

[18]  Takehisa Yairi,et al.  A review on the application of deep learning in system health management , 2018, Mechanical Systems and Signal Processing.

[19]  Samir Mustapha,et al.  Reconstruction and Analysis of Impact Forces on a Steel-Beam-Reinforced Concrete Deck , 2016 .

[20]  W. Staszewski,et al.  Impact damage location in composite structures using optimized sensor triangulation procedure , 2003 .

[21]  Lorenzo Capineri,et al.  A Novel Differential Time-of-Arrival Estimation Technique for Impact Localization on Carbon Fiber Laminate Sheets , 2017, Sensors.

[22]  Tribikram Kundu,et al.  Acoustic source localization. , 2014, Ultrasonics.

[23]  F. Chang,et al.  Identifying Impacts in Composite Plates with Piezoelectric Strain Sensors, Part I: Theory , 1998 .

[24]  Aldyandra Hami Seno,et al.  Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions , 2019, Sensors.

[25]  Hisao Fukunaga,et al.  An efficient approach for identifying impact force using embedded piezoelectric sensors , 2007 .

[26]  Zaher Dawy,et al.  Estimation of crowd flow and load on pedestrian bridges using machine learning with sensor fusion , 2020 .

[27]  Xinlin Qing,et al.  A two-step impact localization method for composite structures with a parameterized laminate model , 2018 .

[28]  Lisheng Liu,et al.  Localization of impact on composite plates based on integrated wavelet transform and hybrid minimization algorithm , 2017 .

[29]  Fu-Kuo Chang,et al.  Identifying Impacts in Composite Plates with Piezoelectric Strain Sensors, Part II: Experiment , 1998 .

[30]  Steven Verstockt,et al.  Convolutional Neural Network Based Fault Detection for Rotating Machinery , 2016 .

[31]  Leif Asp,et al.  Mixed-mode delamination growth in carbon-fibre composite laminates under cyclic loading , 2004 .

[32]  Min Xiao,et al.  Research on Deep Learning Algorithm and Application Based on Convolutional Neural Network , 2020 .

[33]  Allan Pinkus,et al.  Multilayer Feedforward Networks with a Non-Polynomial Activation Function Can Approximate Any Function , 1991, Neural Networks.

[34]  Keith Worden,et al.  An automatic impact monitor for a composite panel employing smart sensor technology , 2005 .