Publications

May NOT be up to date, for full up-to-date list please reference google scholar.

2025

  1. VIVformer.png
    Deep learning vortex-induced vibrations: Time-space forecasting with transformers
    Andreas P Mentzelopoulos, Ioannis Papakalodoukas, Dixia Fan, and 2 more authors
    Journal of Fluids and Structures, 2025

2024

  1. time-series.gif
    Variational autoencoders and transformers for multivariate time-series generative modeling and forecasting: Applications to vortex-induced vibrations
    Andreas P Mentzelopoulos, Dixia Fan, Themistoklis P Sapsis, and 1 more author
    Ocean Engineering, 2024
  2. viv.png
    Reconstructing flexible body vortex-induced vibrations using machine-vision and predicting the motions using semi-empirical models informed with transfer learned hydrodynamic coefficients
    Andreas P Mentzelopoulos, Emile Prele, Dixia Fan, and 3 more authors
    Journal of Fluids and Structures, 2024
  3. improving_catenary.png
    Improving predictions of vortex induced vibrations via generalizable hydrodynamic databases across several current incidence angles
    José del Águila Ferrandis, Andreas Mentzelopoulos, Edvard Ronglan, and 4 more authors
    Journal of Fluids and Structures, 2024
  4. Digimar.jpg
    FIRSTLING-DIGIMAR, a Pilot Scale Digital Twin of a Marine Riser for Field Use
    E Kharazmi, A Mentzelopoulos, E Prele, and 8 more authors
    In Offshore Technology Conference , 2024

2023

  1. vivace_converter.jfif
    Hydrokinetic energy harvesting from slow currents using flow-induced oscillations
    Hongrae Park, Andreas P Mentzelopoulos, and Michael M Bernitsas
    Renewable Energy, 2023
  2. MIAMI.jpg
    Physics-Based Unsupervised Learning of Vortex-Induced Vibrations from Riser Field Experimental Stain Data
    Andreas P Mentzelopoulos, Dixia Fan, Themistocles Resvanis, and 2 more authors
    In ISOPE International Ocean and Polar Engineering Conference , 2023
  3. ISOPE.PNG
    Physics-based Data-informed Prediction of Vertical, Catenary, and Stepped Riser Vortex-induced Vibrations
    Andreas P Mentzelopoulos, José del Águila Ferrandis, Samuel Rudy, and 3 more authors
    International Journal of Offshore and Polar Engineering, 2023

2022

  1. data_driven.jpg
    Data-driven prediction and study of vortex induced vibrations by leveraging hydrodynamic coefficient databases learned from sparse sensors
    Andreas P Mentzelopoulos, José Ferrandis, Samuel Rudy, and 3 more authors
    Ocean Engineering, 2022
  2. dual_frequency.gif
    Dual-frequency vortex-induced vibrations of long flexible stepped cylinders
    Ang Li, Andreas Mentzelopoulos, Michael S Triantafyllou, and 1 more author
    Physics of Fluids, 2022
  3. contour.jfif
    Inferring Optimal Hydrodynamic Databases for Vortex Induced Cross Flow Vibration Prediction of Marine Risers Using Limited Sensor Measurements
    Andreas Mentzelopoulos, José Ferrandis, Dixia Fan, and 3 more authors
    In ISOPE International Ocean and Polar Engineering Conference , 2022
  4. thesis.png
    Learning hydrodynamic coefficient databases for vortex induced vibration prediction of marine risers using sparse sensor measurements
    Andreas P Mentzelopoulos
    Massachusetts Institute of Technology , 2022