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Mahindra S. Rautela
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Ultrasonic guided wave based structural damage detection and localization using model assisted convolutional and recurrent neural networks
M Rautela, S Gopalakrishnan
Expert Systems with Applications 167, 114189, 2021
1782021
Combined two-level damage identification strategy using ultrasonic guided waves and physical knowledge assisted machine learning
M Rautela, J Senthilnath, J Moll, S Gopalakrishnan
Ultrasonics 115, 106451, 2021
1042021
Delamination prediction in composite panels using unsupervised-feature learning methods with wavelet-enhanced guided wave representations
M Rautela, J Senthilnath, E Monaco, S Gopalakrishnan
Composite Structures 291, 115579, 2022
552022
Electromechanical admittance based integrated health monitoring of adhesive bonded beams using surface bonded piezoelectric transducers
M Rautela, CR Bijudas
International Journal of Adhesion and Adhesives 94, 84-98, 2019
272019
Ultrasonic guided waves based identification of elastic properties using 1d-convolutional neural networks
M Rautela, S Gopalakrishnan, K Gopalakrishnan, Y Deng
2020 IEEE International Conference on Prognostics and Health Management …, 2020
262020
Inverse characterization of composites using guided waves and convolutional neural networks with dual-branch feature fusion
M Rautela, A Huber, J Senthilnath, S Gopalakrishnan
Mechanics of Advanced Materials and Structures 29 (27), 6595-6611, 2022
252022
Deep Learning frameworks for wave propagation-based damage detection in 1D-waveguides
M Rautela, S Gopalakrishnan
11th International Symposium on NDT in Aerospace, Nov 2019, Paris-Saclay …, 2019
202019
Deep Learning Based Identification of Elastic Properties Using Ultrasonic Guided Waves
K Gopalakrishnan, M Rautela, Y Deng
Proceedings of the European Workshop on Structural Health Monitoring …, 2020
172020
Temperature compensation for guided waves using convolutional denoising autoencoders
M Rautela, S Jayavelu, J Moll, S Gopalakrishnan
Health monitoring of structural and biological systems XV 11593, 316-326, 2021
142021
Toward Deep Generation of Guided Wave Representations for Composite Materials
M Rautela, J Senthilnath, A Huber, S Gopalakrishnan
IEEE Transactions on Artificial Intelligence 5 (3), 1102-1109, 2022
112022
Delamination detection in aerospace composite panels using convolutional autoencoders
M Rautela, E Monaco, S Gopalakrishnan
Health monitoring of structural and biological systems XV 11593, 292-301, 2021
102021
Simulation of guided waves for structural health monitoring using physics-informed neural networks
M Rautela, M Raut, S Gopalakrishnan
Proceedings of International Workshop on Structural Health Monitoring (IWSHM), 2022
7*2022
Machine learning algorithms for delaminations detection on composites panels by wave propagation signals analysis: Review, experiences and results
E Monaco, M Rautela, S Gopalakrishnan, F Ricci
Progress in Aerospace Sciences 146, 100994, 2024
62024
A conditional latent autoregressive recurrent model for generation and forecasting of beam dynamics in particle accelerators
M Rautela, A Williams, A Scheinker
Scientific Reports 14 (1), 18157, 2024
52024
Time-inversion of spatiotemporal beam dynamics using uncertainty-aware latent evolution reversal
M Rautela, A Williams, A Scheinker
arXiv preprint arXiv:2408.07847, 2024
42024
Deep generative models for unsupervised delamination detection using guided waves
M Rautela, A Maghareh, S Dyke, S Gopalakrishnan
Proceedings of 8th World Conference on Structural Control and Monitoring …, 2023
42023
Simulation of waves propagation into composites thin shells by FEM methodologies for training of deep neural networks aimed at damage reconstruction
E Monaco, ND Boffa, F Ricci, M Rautela, D Passato, M Cinque
Health Monitoring of Structural and Biological Systems XV 11593, 302-315, 2021
42021
Bayesian optimized physics-informed neural network for estimating wave propagation velocities
M Rautela, S Gopalakrishnan, J Senthilnath
arXiv preprint arXiv:2312.14064 [Accepted for IEEE Conference on AI 2024 …, 2023
32023
Real-time rapid leakage estimation for deep space habitats using exponentially-weighted adaptively-refined search
M Rautela, M Mirfarah, CE Silva, S Dyke, A Maghareh, S Gopalakrishnan
Acta Astronautica 203, 385-391, 2023
32023
Towards latent space evolution of spatiotemporal dynamics of six-dimensional phase space of charged particle beams
M Rautela, A Williams, A Scheinker
Proceedings of the 15th International Particle Accelerator Conference, 2024
22024
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