By combining the thermal infrared of the Landsat satellite with the accuracy of the Sentinel-2 satellite, Pixstart’s neural network-based algorithms are able to accurately detect temperatures in cities.

For this first analysis, the choice was made on one of the major metropolises of France, namely Bordeaux. Other cities will be studied subsequently in order to better understand origins of heat concentration in urban areas.


During the XXth century, the temperature in metropolitan France has risen by an average of more than 1°C compared to the previous centuries according to Météo France. But everyone is not in the same situation. Indeed, when you live near green spaces or forests, you immediately realize how lucky you are to be able to go to these places and to find some fresh air.

The heat that is sometimes sweltering in cities is linked to a phenomenon called the urban heat island (UHI). Locally, very high temperatures are observed both during the day and at night. Materials such as stone or tar that have accumulated heat throughout the day continue to radiate during part of the night, limiting your possibility to cool down.


In 2020 in Bordeaux, Météo France indicates that the maximum observed temperature reached 38 °C on July 30 at the Bordeaux-Mérignac weather station. The above temperature map (or thermography) was  recorded by the Landsat satellite on 29/07/2020 one day before this record.

This thermal map have an accuracy of more or less one degree compared to weather stations in France and shows us that the surface temperature actually varies significantly according to the nature of the elements covering the ground. The temperature observed above water and large forests is about 20 °C while it reaches more than 30 °C above the tar.  In order to properly interpret this temperatures map, it is necessary to understand two factors:

  • The albedo, i.e. the ability of a surface to reflect the solar energy that reaches it. It is a number between 0 and 1, where 0 corresponds to an absolute black surface that absorbs all the incident energy, and 1 corresponds to the perfect mirror that reflects all the incident energy. Dark surfaces absorb a significant amount of solar energy, and therefore heat up very quickly.
  • The potential of evapotranspiration: vegetation plays a role as a thermal regulator, partly through the cast shadow, but mainly through evapotranspiration which cools the air, and dew. Unfortunately, traditional French city centers often have few vegetated areas, especially with trees.


Despite their proximity to the Garonne River and their parks, the Bordeaux center historic districts, the Chartrons, and central and southern Bordeaux (railway station) correspond well to the definition of urban heat islands: in the parks, the temperature observed is 22°C but it rises more than 31°C in the heart of the districts.

Because the vegetation is very localized in some places (parks), most streets and squares don’t have any, and thus reach very high temperatures, especially because of the dark tar and the absence of vegetation that could mitigate the effect of albedo. The temperature observed in the neighbourhoods is over 28°C on average as of July 29, 2020 with a record of above 29°C for the Chartrons district.


While walking along the Garonne river is always pleasant, it is nicer to walk down in districts such as Caudéran, the Eysines or Nansouty than in Chartrons, because they are places where the average temperature will be about 1 to 2°C lower (around 2 to 4 °F lower).

The main reason for this temperature difference between districts that are distant of only a few hundred meters is the strong presence of vegetation in most streets but also in private gardens.


Avec la thermographie de Bordeaux, il apparaît également, qu’au-delà des zones urbaines, les zones commerciales comme celle de Mérignac Soleil ou les zones d’activité comme l’Espace Mérignac Phare sont celles qui participent le plus à l’augmentation de chaleur avec des températures moyennes supérieures à 32 °C (voir carte détaillée ci-dessous).

Cela s’explique par la présence de grands toits qui sont souvent métalliques ainsi que des parkings en goudron qui concentrent la chaleur en pleine journée. Il est à noter que le parc d’activité Kennedy situé à proximité de l’aéroport Bordeaux-Mérignac est plus frais que son homologue au nord car il est composé de plus petits bâtiments qui sont espacés par des espaces végétalisés.


Thermography shows us that parks, forests, or water bodies are very pleasant to visit in the summer, but that they are not enough to compensate for the effect of urban heat because their coolness does not diffuse far around them.

It thus seems essential to green our cities as much as possible to avoid urban heat islands, in particular by increasing the number of trees in city center streets and by increasing the number of flowing waterbodies.


In an upcoming series of articles, Pixstart will produce further temperature maps of French and European cities. The aim will be to identify areas of heat concentration in summer and areas with high heat loss in winter, but also to identify good practices by comparing different solutions of urban planning.

Beyond the analysis of city centers, industrial and commercial zones will be studied, as well as the impact of housing types (historic districts, eco-neighborhoods, residential areas, etc.).

Posted on October 29 2020 at 3:25 PM by Lydwine Gross