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Unsupervised remote land use detection of small Caribbean islands: a non-exhaustive exploration with Google Earth Engine

Remote land use detection is a complex problem, regardless if your approach is a type of supervised or unsupervised classification. The intention of this article is to share my exploration with Google Earth Engine with the aim of educating you in case you are dealing with the same problem and my learnings turn out to be somewhat useful 🙂. For this short exploration, I have limited my scope to the detection of urban and suburban land use, i.e. developed land that is or was in use by humans within the Caribbean geographic region of small islands as defined by the United Nations Department of Economic and Social Affairs . In the below widget you can preview a subset of small Caribbean islands and visualise results of time series detections of accumulating objects (the red dots) from satellite imagery. These red dots represent for the most part manmade objects. Note however that these do not necessarily represent accumulating land usage changes, but mostly represent objects that alre

A Short Online Letter to the Board of Alphabet Inc.

Dear Chairman Hennessy, I would like to openly share a question that kept coming back to me in the past couple of days, and that gave me courage to write a short open letter for the first time in my life. While catching up with daily news I came across a couple of articles in the past week alone, namely on the world’s remaining wilderness areas that are under threat . That the Earth’s oceans have retained 60 percent more heat each year than we’ve previously thought, that humanity has wiped out 60% of animal populations since 1970, that China has legalised rhino horn and tiger bone usage after 25 years, to calling for urgent action to develop technologies for negative emissions because our clean energy efforts won’t be enough. Here’s the question: is there actually a future for us, for your company, for humanity and our natural environment? What we do today will lay down the trajectory for our carrying capacity on Earth. Instead of investing in self-driving transportation and

A scalable geometrical model for muscle and tendon units: An algorithmic solution on how to fit a template muscle on a high resolution muscle mesh

The reason for this blog post is to share a bit on a particular hard problem that I've encountered during my Master's thesis with a broader audience. I will try my best to write it in plain English, but as the problem is complex expect this to be a lengthy post with domain specific terminology.

But Google what about mobile phones that do not support Javascript?

In the global device market, there are still between 0.2% and 5.4% of phones that do not support Javascript, at least in these set of countries according to this site. In case your mobile website falls within this set than what do you do when you want to optimize CSS delivery by deferring the loading of some CSS but still serving the complete CSS to non-Javascript websites?

Algorithm to sort edge list of simple polygon for 2D and 3D

Sometimes it is handy to sort an edge list. In this case I needed an algorithm to test for concavity of a simple 3D polygon with just one face. You can also apply the procedure on 2D because it just sorts an edge list that could contain either 2D or 3D vertices. The polygons were made in Blender v.2.67 , so the script had to be written in Python and executed via the Run Script button in the text editor. I didn't want to use fancy algorithms to sort edges because we're dealing with simple polygons, so I ended up writing my own. As a side note, the edge-angle checkbox in Blender, which can be used to see if a polygon is convex or concave didn't work for me, so I had no other choice but to first sort edges before I can apply angle calculations on consecutive vertices. Suggestions for improvements are welcome and hopefully it helps someone else who had to deal with the same (or similar) issues in Blender!

A technical note on Vogels! and a not so technical note on Komodo Games and its success

Before I start with the technicalities let me give first (for the ones that don’t know) a little background info on Komodo Games and Vogels!