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Maximum Temperature Prediction Using Remote Sensing Data Via Convolutional Neural Network

Innocenti, Lorenzo, Blanco, Giacomo, Barco, Luca, Rossi, Claudio

arXiv.org Artificial Intelligence

Urban heat islands, defined as specific zones exhibiting substantially higher temperatures than their immediate environs, pose significant threats to environmental sustainability and public health. This study introduces a novel machine-learning model that amalgamates data from the Sentinel-3 satellite, meteorological predictions, and additional remote sensing inputs. The primary aim is to generate detailed spatiotemporal maps that forecast the peak temperatures within a 24-hour period in Turin. Experimental results validate the model's proficiency in predicting temperature patterns, achieving a Mean Absolute Error (MAE) of 2.09 degrees Celsius for the year 2023 at a resolution of 20 meters per pixel, thereby enriching our knowledge of urban climatic behavior. This investigation enhances the understanding of urban microclimates, emphasizing the importance of cross-disciplinary data integration, and laying the groundwork for informed policy-making aimed at alleviating the negative impacts of extreme urban temperatures.


Heat maps show cities became 'urban heat islands' as temperatures in parts of Europe soared in June

Daily Mail - Science & tech

The smallest mention of a heatwave in the UK leads to ice creams selling out, barbecues heating up and shorts being dusted off as the nation celebrates. In June this year, air temperatures in parts of the country soared to over 90 F (33 C), while sharp increases were also felt across Europe, the US and Asia. Air temperatures were recorded in excess of 18 F (10 C) above the average for the time of year in many cities, according to the World Meteorological Organisation. But new heat maps released by the European Space Agency (ESA) show that this might not be such a cause for celebration. They reveal that heat dissipated more slowly in urban areas creating'heat islands' and make life more of a struggle. Experts are worried that this effect will only be exacerbated as climate change continues to take hold.


Global stakeholders should use AI to mitigate impact of heat islands in cities – TechCrunch

#artificialintelligence

If human societies do nothing, in just a few decades, the planet could warm to levels it hasn't reached in at least 34 million years, leading to more melting glaciers and floods than ever before -- as well as the dire effect of urban heat waves. In 2021, in the U.S. alone, there were already 18 extreme climate-related disasters with losses exceeding $1 billion each, according to the National Oceanic and Atmospheric Administration. When looking at the world's natural calamities on a consequence and frequency scale, floods and earthquakes have a more devastating effect on people and property, but they occur less frequently than heat waves, which generally take the form of urban heat islands (UHIs). These are also known as heat pockets, which are found across cities' downtown areas, where temperatures are higher than the peripheries. With urbanized areas warming up fast, many more populations globally are bound to face the deadly consequences of the heat-island effect, highlighting urban public health disparities.