CoastSat

A global shoreline mapping toolbox

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Supporting article in Environmental Modelling and Software

Kilian Vos

Kilian Vos

Data Science, Remote Sensing, Coastal Engineering

Water Research Laboratory, University of New South Wales

About me

I'm a researcher and data scientist working on projects in remote sensing, machine learning and ocean sciences. My PhD work used Google Earth Engine and satellite imagery to better understand coastal change over the last 30 years. I enjoy developing open-source remote sensing tools and creating web applications to visualise geospatial data and solving regression/classification machine learning problems (broad experience with PyTorch). I also have experience in solving decision-making tasks with reinforcement learning. Publicly available projects: CoastSat toolbox Web GIS project

Interests

  • 🐍 Python programming
  • 🛰️ Remote Sensing
  • 📈 Machine Learning
  • 🌊 Coastal Engineering
  • 🌏 WebGIS

Education

  • PhD in Ocean Engineering, 2022

    University of New South Wales (UNSW)

  • MSc in Environmental Engineering (Specialisation in Remote Sensing), 2017

    Ecole Polytechnique Fédérale de Lausanne (EPFL)

  • BSc in Environmental Engineering, 2015

    Ecole Polytechnique Fédérale de Lausanne (EPFL)

Code + Data

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CoastSat main toolbox

A global shoreline mapping toolbox with Google Earth Engine

CoastSat Slopes

Beach slope estimation from satellite-derived shorelines

Coastal WebGIS

A web dahsboard for satellite-derived coastal data

Data - coastal change Pacific

Dataset of time-series of shoreline change around the Pacific

Data - Slopes Australia

Dataset of beach-face slopes around Australia mapped from satellites

Talks

The CoastSat shoreline mapping toolbox (recorded talk)

In this 20min Youtube video I present the open-source Coastsat toolbox which is capable of mapping satellite-derived shorelines from publicly available Landsat and Sentinel-2 imagery.

Beach slopes from satellite-derived shorelines (recorded talk)

How to estimate beach slopes in the absence of field measurements? Here is a 12min Youtube video where I present a novel technique to estimate beach slopes from satellite-derived shorelines.

Beach slopes from satellite-derived shorelines (slides only)

This work was presented at the Coast2Coast Webinar organised by Giovanni Coco, Kristen Splinter and Mitchell Harley.