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Aouei/README.md

Hi, I'm Sergio Heredia 👋

Python developer specialized in Artificial Intelligence and Geographic Information Systems.

I build open-source tools for remote sensing, geospatial analysis, and machine learning applied to marine and coastal environments. I hold a BS in Computer Engineering (University of Granada) and a MS in Artificial Intelligence (Instituto Europeo de Posgrado).

Open Source Libraries

Remote Sensing & GIS

Project Description
sensingpy Python library built on xarray and rasterio for GIS operations and Satellite Derived Bathymetry (SDB). Designed for processing and analyzing multispectral satellite data.
gee_acolite ACOLITE atmospheric correction adapted for Google Earth Engine. Enables water quality analysis and remote sensing corrections directly in GEE workflows.
remote-sensing-satellite-downloader Python library to download satellite imagery (Sentinel-2, Landsat-8) via Copernicus OData API. Simplifies data acquisition for remote sensing pipelines.
Physics-informed-ML-ODW Exploration of physics-informed machine learning applied to oceanographic and environmental data workflows.
python_course Python tutorial for scientists in Spanish. Covers fundamentals through scientific computing tools (NumPy, Pandas, data visualization).

Game Dev

Project Description
tiledpy Python library to load Tiled editor maps into Pygame projects.

Research

My research focuses on Satellite Derived Bathymetry (SDB), UAV remote sensing, and machine learning applied to coastal and marine environments.

Published

  • Enhancing Georeferencing and Mosaicking Techniques over Water Surfaces with High-Resolution UAV Imagery — Remote Sensing, 2024 · DOI
  • Comparative assessment of bathymetric methods using UAV high-resolution multispectral imaging — Coastal Engineering, 2025 · DOI

Under Review

  • Recursive Bathymetric Mapping of Tidal Inlets Using Sentinel-2
  • Bathymetric mapping of intertidal flats using Sentinel-2A/B/C to support shellfish harvesting
  • Physics-informed machine learning for optically deep-water detection using Sentinel-2

Highlights

  • Poster presenter — ESA Living Planet Symposium, Vienna 2025
  • Invited Talk: SDB with Python — University of Santiago, Chile 2025
  • Research Stay: SDB Techniques — University of Vigo, Spain 2025

Skills

Python GIS Remote Sensing Machine Learning Satellite Derived Bathymetry Google Earth Engine UAV Water Quality

Links

Portfolio ORCID LinkedIn

Pinned Loading

  1. remote-sensing-satellite-downloader remote-sensing-satellite-downloader Public

    A python library to download remote sensing data like Sentinel-2 or Landsat-8 using diferent APIs like Copernicus OData

    Python 4

  2. gee_acolite gee_acolite Public

    ACOLITE atmospheric correction for Google Earth Engine

    Python 4

  3. Physics-informed-ML-ODW Physics-informed-ML-ODW Public

    Jupyter Notebook 1

  4. sensingpy sensingpy Public

    A python library based on xarray and rasterio to apply GIS operations and Satellite Derived Bathymetry (SDB)

    Python 1

  5. tiledpy tiledpy Public

    Python