All Stories

  1. Adaptively Switching Gradient Descent for Reliable PINN Training with Guarantees

    Article • March 2025, Office of Scientific and Technical Information (OSTI)

    Mahindra Rautela

  2. Time-inversion of spatiotemporal beam dynamics using uncertainty-aware latent evolution reversal

    Article • Physical Review E, February 2025, American Physical Society (APS)

    Mahindra Rautela

  3. A conditional latent autoregressive recurrent model for generation and forecasting of beam dynamics in particle accelerators

    Article • Scientific Reports, August 2024, Springer Science + Business Media

    Mahindra Rautela

  4. Machine learning algorithms for delaminations detection on composites panels by wave propagation signals analysis: Review, experiences and results

    Article • Progress in Aerospace Sciences, April 2024, Elsevier

    Mahindra Rautela

  5. Toward Deep Generation of Guided Wave Representations for Composite Materials

    Article • IEEE Transactions on Artificial Intelligence, March 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Gopalakrishnan Srinivasan, Mahindra Rautela

  6. Real-time rapid leakage estimation for deep space habitats using exponentially-weighted adaptively-refined search

    Article • Acta Astronautica, February 2023, Elsevier

    Dr Gopalakrishnan Srinivasan, Mahindra Rautela

  7. Delamination prediction in composite panels using unsupervised-feature learning methods with wavelet-enhanced guided wave representations

    Article • Composite Structures, July 2022, Elsevier

    Dr Gopalakrishnan Srinivasan, Mahindra Rautela

  8. SIMULATION OF GUIDED WAVES FOR STRUCTURAL HEALTH MONITORING USING PHYSICS-INFORMED NEURAL NETWORKS

    Article • March 2022, DEStech Publications

    Mahindra Rautela

  9. Inverse characterization of composites using guided waves and convolutional neural networks with dual-branch feature fusion

    Article • Mechanics of Advanced Materials and Structures, October 2021, Taylor & Francis

    Dr Gopalakrishnan Srinivasan, Mahindra Rautela

  10. Combined two-level damage identification strategy using ultrasonic guided waves and physical knowledge assisted machine learning

    Article • Ultrasonics, August 2021, Elsevier

    Dr Gopalakrishnan Srinivasan, Mahindra Rautela

  11. Ultrasonic guided wave based structural damage detection and localization using model assisted convolutional and recurrent neural networks

    Article • Expert Systems with Applications, April 2021, Elsevier

    Mahindra Rautela, Dr Gopalakrishnan Srinivasan

  12. Delamination detection in aerospace composite panels using convolutional autoencoders

    Article • March 2021, SPIE

    Mahindra Rautela

  13. Temperature compensation for guided waves using convolutional denoising autoencoders

    Article • March 2021, SPIE

    Mahindra Rautela

  14. Deep Learning Based Identification of Elastic Properties Using Ultrasonic Guided Waves

    Article • January 2021, Springer Science + Business Media

    Mahindra Rautela

  15. Ultrasonic Guided Waves Based Identification of Elastic Properties Using 1D-Convolutional Neural Networks

    Article • June 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Mahindra Rautela, Dr Gopalakrishnan Srinivasan

  16. Electromechanical admittance based integrated health monitoring of adhesive bonded beams using surface bonded piezoelectric transducers

    Article • International Journal of Adhesion and Adhesives, October 2019, Elsevier

    Mahindra Rautela