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Panagiotis KomninosPK

Panagiotis Komninos

Predictive modeling & analytics

€ 700/dag
Delft, NL
8-15 jaar

Gemiddelde responstijd: 1 uur

Over Panagiotis

I make AI trustworthy enough to act in the physical world. Over a TU Delft PhD and a couple of peer-reviewed papers, I built end-to-end systems that take raw sensor data and turn it into uncertainty-aware decisions for safety-critical assets in aviation, defence, and manufacturing, exactly the reliability problem AI is now hitting at scale.

As Co-Founder & CEO of Prognora, I am translating this expertise into a commercial ML decision-support platform for condition monitoring across aviation, defence, maritime, and heavy industry; sectors where an unplanned failure is measured in downtime that cannot be scheduled and consequences that cannot be undone.

Good fit for: predictive maintenance and condition monitoring systems, anomaly/fault detection on sensor data, remaining-useful-life prediction, uncertainty-aware ML for regulated or safety-critical products, and turning a research prototype into something production-ready.

Where most ML engineers stop at a notebook, I focus on what survives in production: model robustness, calibration, edge-case behaviour, and integration with maintenance workflows.
  • Grieks

    Tweetalig / moedertaal

  • Engels

    Vloeiend

Uitsluitend remote
Werkt voornamelijk remote

Werkervaring

  • Prognora
    Co-Founder & CEO
    HIGHTECH
    juni 2025 - Vandaag (1 jaar)
    Delft, Netherlands
    • Founded and lead a deep-tech startup commercializing peer-reviewed PHM/SHM research from academic methods into production-grade ML systems for industrial assets.
    • Direct technical architecture, model validation, and deployment of condition monitoring and predictive maintenance pipelines for industrial pilot engagements.
    • Lead commercial strategy, customer discovery, and go-to-market across aerospace, wind energy, defence, and adjacent heavy-asset industries. First-hand visibility into buyer dynamics, budget cycles, and adoption barriers in industrial AI.
    • Build and lead a multidisciplinary founding team spanning ML research, software engineering, and domain expertise.
    CEO Deep Learning Team management Technical project management Project owner
  • Delft University of Technology, Faculty of Aerospace Engineering
    PhD Researcher — AI for Predictive Maintenance
    LUCHTVAART & RUIMTEVAART
    mei 2021 - april 2025 (3 jaren en 11 maanden)
    Delft, Netherlands
    • End-to-end doctoral research: raw sensor data → fault detection → RUL estimation → maintenance scheduling.
    • Developed diagnostic and prognostic deep learning models on multivariate time-series, image, and tabular data for composite aerospace structures.
    • Designed Post-Prognosis Decision Making frameworks using Deep Reinforcement Learning under uncertainty and imperfect maintenance assumptions.
    • Affiliated with the Center of Excellence in AI for Structures, Prognostics & Health Management (AISPHM).
    • Best Work Award, 2nd International Conference on Condition-Based Maintenance in Aerospace, awarded by KLM.
    Deep Learning Machine learning Data analysis Technical project management Python
  • University of Patras
    Research Associate — Deep Learning for SHM
    MACHINEBOUW
    mei 2019 - mei 2020 (1 jaar)
    Patras, Greece
    • Developed neural network models for vibration-based damage detection on aerospace structures under assembly uncertainty.
    • MSc thesis graded 10/10; foundation for subsequent PhD research direction.
    Machine learning Deep Learning Python Data science

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Opleidingen

  • PhD, AI
    Delft University of Technology
    2025
    PhD, AI
  • Dipl. Ing. (Integrated Master)
    University of Patras
    2020
    Dipl. Ing. (Integrated Master)

Categorieën

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