My professional interests include…

Atmospheric Physics Spatiotemporal Data Statistical Data Analysis Large-Eddy Simulation Turbulence Urban Meteorology & Climate Surface-Atmosphere Interactions Urban Surface Modelling Cloud-Climate Interactions Remote sensing Signal Processing Machine Learning Time Series Analysis & Modelling Statistical Inverse Methods Lidars Radars Satellite Observations

Experience

  1. Research Associate

    Bern University of Applied Sciences (BFH)
    Research Associate in the AI and Renewable Energy research group of the Institute for Data Applications and Security. Studying trends, spatio-temporal variability, and uncertainties related to cloud cover using remote sensing and data-driven methods.
  2. Postdoctoral Researcher

    Delft University of Technology (TU Delft)
    Postdoctoral researcher at the Department of Geoscience and Remote Sensing, Faculty of Civil Engineering and Geosciences.
  3. Doctoral Researcher

    University of Helsinki
  4. Research Assistant

    University of Helsinki

Education

  1. PhD in Physics

    University of Helsinki
    Completed a project on modelling and measuring transport processes within the urban surface layer at high spatio-temporal resolutions. The work was conducted within the urban meteorology research group of the Institute for Atmospheric and Earth System Research (INAR).
    Download dissertation
  2. MSc in Meteorology

    University of Helsinki
  3. BSc in Meteorology

    University of Helsinki
Skills & Knowledge
Programming & Tools
Python
NumPy, SciPy, pandas, xarray, dask, scikit-learn, rasterio, GDAL, etc.
netCDF4, HDF5, zarr, GRIB, gpkg, Shapefile, COG, GeoTIFF, GeoParquet etc.
Fortran (1995, 2003+), MPI, OpenMP, OpenACC
Parallel & high-performance programming
Compute- & memory-bound computational problems
Shell scripting
HPC environments (SLURM, etc.)
Linux systems
Git, CI/CD
Communication
Funding Applications
Academic Writing
Conference Presentations
Data Visualisation
Teaching & Supervision
Languages
Finnish Native
English Advanced (C1)
German Basic (A2)
Swedish Basic (A2)
Full Publication List
(2025). PALM-SLUrb v24.04: a single-layer urban canopy model for the PALM model system – model description and first evaluation. Geoscientific Model Development, 18, 5725–5757, 2025.
(2024). Large-eddy simulation of aerosol concentrations in a realistic urban environment: Model validation and transport mechanism. Environmental Pollution, 358, 124475, 2024.
(2023). Large-eddy simulation of the optimal street-tree layout for pedestrian-level aerosol particle concentrations – A case study from a city-boulevard. Science of The Total Environment, 856, 158974, 2023.
(2022). Quantifying the coastal urban surface layer structure using distributed temperature sensing in Helsinki, Finland. Atmospheric Measurement Techniques, 15, 2417–2432, 2022.
(2020). Sensitivity of spatial aerosol particle distributions to the boundary conditions in the PALM model system 6.0. Geoscientific Model Development, 13, 5663–5685, 2020.
(2020). Large-eddy simulation of the optimal street-tree layout for pedestrian-level aerosol particle concentrations – A case study from a city-boulevard. Atmospheric Environment: X, 6, 100073, 2020.