Incident Solar Radiation Prediction Revisited

New synthetic data informed the ML model to improve the prediction results by half. In the previous test the mean distance between prediction and real measure was ~23.70. Now the distance was reduced to ~8.25. One of the main advantages of synthetic data is that can be moulded to the problem.... more...

Incident Solar Radiation Prediction

Incident solar radiation, Buildings energy consumption, and other environmental analysis are based on expensive computational simulations. The building energy consumption forecast relies on environmental simulations and digital 3D models that represents the building physics properties. Typically, th... more...

Machine Learning for AEC to Tackle Climate Change

The AEC industry plays a key role in climate change. According to the latest IPCC report (chapter 6) cities are generating about 70% of global CO2-eq emissions. This contribution impact negatively to people, infrastructure, and business due to the hazards related with the climate change. In addition... more...

Physics notes for the broken balance of 4.5 billion years

The planet Earth is composed by living creatures as well as non-living elements like rocks, water, air, etc. All parts are connected and interact with each other. There are many ways of interaction, and many of these interactions are critical for survival. For example, one category of interaction is... more...