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Georgios N. Rossopoulos — Dr.

Naval architect and marine engineer (NTUA); Ph.D. NTUA, 2025. Senior researcher of the group: machine learning for the identification of operating conditions and the prevention of failures in marine shafting systems, and similarity assessment of marine shafting systems.

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Education

  • Ph.D., NTUA (April 2019 – February 2025)
    Thesis: Identification of operating parameters and prevention of failures in marine shafting systems using machine-learning and AI methods. Supervisor: Prof. C. I. Papadopoulos. Defended 18 February 2025.
  • Diploma, S-NAME NTUA (2012 – 2018)
    Grade 8.22/10 (7th of 83); thesis: Tribological study of the stern-tube bearing of marine vessels (10/10). Supervisor: Prof. C. I. Papadopoulos.

Military service completed 2018, Hellenic Navy (mechanical engineer).

Research

Themes of the senior-researcher work at the Machine Elements / Tribology Lab.

  • Machine-learning prediction of journal-bearing performance and of operating conditions.
  • Failure prevention in marine shafting systems; bearing state estimation and early-failure detection with surrogate-model AI.
  • Similarity / scaling of marine shafting systems using the π-theorem and the Sommerfeld number.
  • Experimental characterization of stern-tube bearing materials — tribological and acoustic performance.
  • Water-lubricated bearings and stern-tube-less vessel designs (with classification-society partners).

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Anastasios G. Charitopoulos

Mechanical engineer. Doctoral research on CFD-based thermohydrodynamic (THD) and thermoelastohydrodynamic (TEHD) analysis and design optimization of thrust bearings, carried out at NTUA in collaboration with Prof. Michel Fillon (University of Poitiers, Pprime Institute).