Murmuration is pleased to announce its selection as the French organizer of the 3rd Cassini Hackathon, a European Union programme. 

To achieve this, we have partnered with Open Tourisme Lab based in Nîmes, who bring their expertise in supporting entrepreneurs and start-ups.

This 3rd edition of the Hackathon will be on the theme of (Re)Vitalizing Tourism in Europe. It will highlight the use of technologies and spatial tools to innovate and revitalize the tourism industry in Europe in a responsible way.

To achieve this, 3 challenges have been identified: Finding sustainable destinations; Experiencing cities and cultures; Caring for our wildlife. 

These challenges are aimed at students, entrepreneurs, or anyone with the desire to innovate and act sustainably.

It is therefore with pleasure that we announce that the CASSINI Hackathon will take place from 12 to 14 May 2020 in Nîmes.

Learn more about this event !

Big cities keep on growing, it is important to monitor this development process, and that’s why Murmuration created its own Urbanisation Indicator. As a result of technological progress, humanity is constantly expanding its urban territory. This phenomenon of urbanization leads to an artificialization of the soil and poses three major problems:

  1. The massive erosion of biodiversity through the destruction of natural habitats and ecological continuity.
  2. The increase in the level of pollution due to various types of waste, polluting water and soil, or the decrease in air quality linked to transport and industry.
  3. The increase of CO2 emissions by the restriction of carbon storage in soils which also accentuates urban heat islands.

Nowadays, three solutions exist to answer these problems :

  1. Avoid new construction where possible.
  2. Limit the expansion of artificialization through urban density.
  3. Compensate for the artificialization of soils by returning the equivalent of denatured soils to their initial state.

Murmuration proposes an Urbanization indicator, built from satellite data. Today, a city or a village is quite capable of determining the evolution of its urbanization without using spatial data. However, it is at a more global scale that the task becomes more complex. Indeed, for a region or a country to be able to calculate the evolution of its urbanization, it would be necessary for all the sub-communities to gather their data together.

Presentation Murmuration’s urbanisation indicator

The Urbanization indicator is an observation tool that allows the visualization of land artificialisation in a given area of the world at a given time. It also allows to study its evolution between two years. To better understand how it works, here are two images.

Lisbon map of land taking process in 2018.

(Urbanism map of Lisbon, 2018, ©Murmuration)

This is an image representing the density of land taking process in Lisbon in 2018.The accuracy is 10 meters. The density is calculated as a percentage. The darker the area is red, the higher the density of land taking process. Conversely, the lower the density of an area, the more it will be represented in light red, until it becomes white if the area is not artificialized.

Evolution of land artificialisation in Toulouse, between 2015 and 2018

(Evolution of land artificialisation in Toulouse between 2015 and 2018, ©Murmuration)

Finally, this image represents the evolution of land artificialisation of a part of the city of Toulouse between 2015 and 2018. The accuracy is 20 meters. the areas in dark gray t have not evolved between the two periods. In red and yellow, are the areas where we built. In green, these are the areas where the artificialization has decreased (creation of park, destruction of building, …). Finally, in white, these are the undeveloped areas.

Sources of information used

To operate, the indicator uses three different databases. The first is from the Wekeo service. This company offers Copernicus data for free download, including all Sentinel satellite data, contributing missions and Copernicus marine, terrestrial, atmospheric and climate services. We can find the data of soil impermeability in Europe with a precision varying between 10 and 100 meters depending on the selected options. These data are present every 3 years, from 2006 to 2018 and are accompanied by data showing their evolution over the same period.

However, this service only offers soil impermeability data in Europe. This is why we use a second database from the Copernicus Global Land Service. This organization offers data displaying the built-up areas in the world, from 2015 to 2019, with a precision of 100 meters. We can then calculate ourselves the evolution of these areas between each year.

Finally, for the most recent years and for a worldwide observation, the database from the World Cover service is used. WorldCover provides a new reference product for global land cover at 10m resolution for 2020, based on Sentinel-1 and 2 data that have been developed and validated in near real time and at the same time maximize the impact and usability for end users.

Case Study: Net Zero Artificialization (NZA)

To better understand the usefulness of such an indicator, let’s see how we can study the evolution of urbanization in Occitania in relation to the objective “Net Zero Artificialization” (NZA).

This objective in France aims at limiting the increase of the impermeability of the soils in order to reach a zero growth in 2050. Thanks to the urbanization indicator, we can see that the Occitanie region has experienced a growth of 3.4% between 2015 and 2018.

Even though such growth seems to show that the ZAN goal is not met, it should be understood that the region is one of the most attractive in the metropolis, with a population growth of 3.5% between 2013 and 2018 according to INSEE.

In order to evaluate the achievements of the Net Zero Artificialisation’s objectives, Urbanisation Indicator seems to be the most adequate. It allows a larger time and space analysis.

Urbanisation, a no way back process

On the other hand, it can be seen that urban growth is difficult to compensate. When a natural area is artificialized, there is little chance that it will return to its original state.

Indeed, between 2012 and 2018 only 0.01% of the artificialized territory in Occitania has undergone a significant decrease in its imperviousness.

Large cities: catalysts or inhibitors of land artificialisation?

Finally, it is interesting to study the impact of major cities on the increase in net land artificialisation in Occitania between 2015 and 2018. Toulouse, which is the region’s capital, alone absorbs 8.2% of all urban growth while constituting only 4.87% of the urban area in Occitanie.

Montpellier, which is the second largest city in the region, absorbs 3.2% of all urban growth, while it only constitutes 2% of the urban area in the region. One might therefore think that the metropolises act as catalysts for soil artificialisation.

However, these are the same cities that have the highest density in the region and therefore limit urban expansion to a maximum. The large cities therefore have a double-edged impact on land artificialisation.
Thus, it is important that the city councils of these metropolises continue to develop their urbanization while applying the three methods for limiting the net artificialisation of land: avoid, limit and compensate.

Read our latest article about Murmuration’s Air Quality Indicator !

The IUCN (International Union for Conservation of Nature) stated that “plastic pollution is the most widespread problem affecting the marine environment”. Most of this pollution ends in the plastic oceans.

Plastics take centuries to degrade and contaminate the entire food chain. Each year, up to 13 million tons of plastic end up in the oceans because it is not recycled. Current estimates indicate that there is about 150 million tons of plastic found in the ocean. In 2018, the UN environment program placed the issue of plastic in the ocean among the six environmental emergencies of greatest concern.

Active methods of plastic removal are required to address this issue. Being able to detect and track plastic litters is crucial to enable these methods. There are three main approaches to track them: numerical modelling, in situ observation and earth observation satellite images.

Numerical models

Most of ocean plastic comes from rivers. Knowing the main points of origin and using data on ocean currents and on vertical mixing of water layers, it is possible to model the probable trajectory of plastic litter and the areas where they will stagnate and concentrate. The Copernicus Marine Service provides ocean current models that are used for this purpose.

Visualization of Copernicus Marine currents numerical models, ©Copernicus

Figure 1 : Visualization of Copernicus Marine currents numerical models, extracted from https://myoceanlearn.marine.copernicus.eu/

In situ observation

Local measurements are regularly performed to understand and quantify the issue’s importance. With statistical processing of the collected data, these measurements campaigns allow to build and calibrate the plastic litter tracking models (see for instance van Sebille et al.).

Maps of microplastic count (left column) and mass (right column) distribution for one of the studied statistical models

Figure 2 : Maps of microplastic count (left column) and mass (right column) distribution for one of the studied statistical models, extracted from the work of Van Sebille et al.

Earth observation satellites

99% of ocean plastic lays at the bottom of oceans, whereas only 1% floats on the surface. Remote sensing from space therefore suffers from a structural limitation that will never make it a self-sufficient solution to the problem. However, with their ability to cover large et inaccessible areas, using satellite images is an innovative approach that can complement modelling and in-situ observation. While still at the research and development stage, many research groups carry out experiments. They have to work with the tools at their disposal, which are not initially designed for this task.

The European Earth Observation Copernicus program offers different options here. First is the satellite Sentinel 3, dedicated to ocean observation. It is though designed to monitor large-scale oceanic processes. Its 300 meters resolution does not make it an adequate tool for plastic monitoring.

The Sentinel-2 satellite is an interesting alternative. It provides images in the visible part of the spectrum with a 10 to 20 meters resolution. Small pieces of plastic are not noticeable. However when they aggregate into large clusters they become more likely to be detected by satellites with such spatial resolution.

Sentinel-2 has been studied as a solution to ocean plastic monitoring by many research groups (see the work performed by a group from 25 different institutions, or this work carried out by a group from the Plymouth Marine Lab in 2019). However It has been initially designed for land monitoring. While its orbit covers all the earth, images are not collected on the wide open ocean areas. Images are only available on continental coastal areas and around islands. It is still though a very interested approach showing interested results in the covered areas.

Example of plastic detection on a coastal are using Sentinel-2 images, ©Copernicus

Figure 3 :Example of plastic detection on a coastal are using Sentinel-2 images. Extracted from the work of the Plymouth Marine Laboratory

Use of satellite observation data

Earth observation satellite programmes mainly focus on land. Coverage of the oceans is limited to the observation of global phenomena, with a relatively low resolution (~300m).

Higher resolution observations are available over coastal areas.

However, most plastic waste is deposited on the ocean floor. It is therefore not observable by satellites. Those that remain on the surface can accumulate in clusters visible from space.

Space observation as a complementary solution to plastic oceans

Observation from space should be considered as a complementary solution. It can be used to detect plastic waste in coastal areas before it is dumped.

Earth observation is thus a useful data source for flow analysis and waste tracking models. It provides a wide and systematic spatial coverage that ideally complements the more accurate but local and punctual in-situ observations.

Evolution of observation means

Finally, it is important not to stop thinking about the role of space observation in ocean pollution control. Indeed, satellites are evolving, and so are observation tools. Improved resolution could allow for more detailed observation of plastic waste in the oceans. Going from 300 m resolution to 20 m with global coverage of the oceans would be a major advance. This would make it possible to position space observation at the centre of the tools and means for sustainable action in the oceans.  

Setting up this type of mission takes time, but the plastic crisis in the oceans could lead space observation down this path.

Authors : Fabien Castel, Rémi Nassiri

Learn more about earth observation as a mean to sustainable actions !

WHO drastically lowers air quality thresholds

A fortnight ago, the World Health Organisation (WHO) published an update of its air quality guideline. This has not happened since 2005. Therefore, this is a major scientific and societal event. The need for air analysis to evolve in line with technological and scientific advances pushed for this intervention. Moreover they demonstrate the highly dangerous and damaging effects of poor air quality on human health.
Indeed, the WHO estimates that air pollution causes 7 million premature deaths. But it also means millions of years of lost life expectancy.

Air pollution is highly dangerous for our health and our planet. This is why the WHO has drastically lowered the air quality thresholds. Because at this level, they reveal the danger of elements present in the air, even in smaller quantities.
This intervention also sounds the alarm. Thus, the international organisation alerts the authorities for the need to act more quickly and effectively against air pollution.

The environmental and health impact of air quality

Air quality has a direct impact on human health (UN Sustainable Development Goal 3, Good health and well-being). In addition, it has serious consequences for the environment in general (UN Sustainable Development Goal 15, Life on Earth). Various chemical compounds emitted by human activities alter this air quality. 

Particularly noteworthy is fine particle pollution. This is aggravated by various anthropogenic factors (industry, heating, building sector, transport and road traffic). It causes respiratory diseases, cardiovascular problems and complications in infants.

Nitrogen oxide (NOx) pollution covers another dimension of the problem. It leads to acidification of precipitation, which alters soils and waterways, unbalancing many ecosystems. These pollutants are mainly emitted by road traffic. Moreover, they can travel long distances from their place of emission and affect sensitive ecosystems. Consequently, the limitation of these emissions in areas with heavy road traffic (i.e. urban areas) is mainly a health issue. It is not only a local one but also a global one, in order to preserve our common environment.

The thresholds defined by the WHO were lowered between the last version of 2005 and the recent update. This decision is justified by extensive epidemiological research. The results obtained on a large scale in recent years are worrying. They reveal the significant long-term impact of these pollutants, even in small doses. For fine particles, the threshold value has been divided by 2. This translates into a reduction from 10 µg/m3 in 2005 to 5 µg/m3 in 2021. For NO2, the strengthening of the directive is even more important. The threshold has been reduced from 40 µg/m3 in 2005 to 10 µg/m3, thus being divided by 4 today.

Which tools to measure air pollution?

Modern Earth observation tools make it possible to monitor the concentration of pollutants in the air from space. This is made possible and accessible by the European Copernicus programme, and in particular the Atmosphere service. From observations collected by the Sentinel 5 satellite, scientists and engineers produce daily data.

These data cover the whole world. They provide an objective, high-level measure (average value aggregated over a 10-kilometre resolution grid) of air quality. They can be used systematically anywhere in the world, and are therefore an invaluable analytical tool.

Comparing, for example, the emissions of several large European cities, we can already see the differences. With the new WHO recommendations, we can see that some cities stand out. Among them, Spanish cities are among the best.

The following graph focuses on the concentration of nitrogen dioxide (NO2) in the air. Here it focuses on 4 European cities over the last 3 years. The cities are Madrid, Bilbao (in red and blue), Athens and Rome (in yellow and green). The orange line represents the WHO recommendation.

Graph comparing the concentration of nitrogen dioxide (NO2) in the air, for the cities of Athens (Orange), Bilbao (Blue), Madrid (Red) and Rome (Green).

(Graphique des taux de concentration de dioxyde d’azote (NO2) dans l’air, pour les villes de Athènes, Bilbao, Madrid et Rome)

This comparison between southern European cities clearly shows the difference in NO2 pollution. Cities like Rome and Athens are well above the new WHO framework. In contrast, Madrid and Bilbao remain well below.

The situation for fine particles is relatively similar. Indeed, Madrid and Bilbao are both below the WHO thresholds. These observations are illustrated by the graph below (using the same colour code as above).

Graph comparing the concentration of fine particles (PM2) in the air, for the cities of Athens (Orange), Bilbao (Blue), Madrid (Red) and Rome (Green).
(Graph of fine particulate matter (PM2) concentration in air, for the cities of Athens, Bilbao, Madrid and Rome)

However, over the last 3 years, Madrid and Bilbao have had average levels below the limits set. As for the peaks, they remain much lower than those of the other cities. As a result, air pollution in these Iberian cities is much lower than in Rome or Athens.

Environmental and sustainable policy decisions. 

So what can explain such a low level of pollution in these Spanish cities? The answer surely lies in the road traffic regulation measures taken by the cities in recent years. Madrid introduced large low-emission zones in the city centre in November 2018. In Bilbao, the speed of vehicles in the city centre has been restricted to 30 km/h since May 2018.


Finally, the data collected on site tends to prove these Spanish cities right. To demonstrate this, in-situ sensors are used. These allow the evolution of nitrogen dioxide pollution to be followed over a long period. The following curve shows the evolution of the nitrogen dioxide pollution index of the World Air Quality Index in Bilbao.

Graph showing the evolution of the nitrogen dioxide pollution index in the city of Bibao, from 2015 to 2021.
(Graph of the evolution of the nitrogen dioxide pollution index in the city of Bilbao, from 2015 to 2021)

The downward trend is clear in 2020, but should be taken with caution. In this period, the health crisis also had a strong downward impact on emissions.
However, it continues strongly into 2021, which is a very encouraging sign.

Moreover, this could quickly confirm the lasting positive effect of efforts to regulate road traffic in urban areas. There is therefore great hope for the consequences and success of similar measures in other European cities.

Authors : Fabien Castel, Remi Nassiri

Satellite images are a powerful tool for Earth observation and monitoring sensitive areas. As part of the Copernicus program and mandated by the European Commission, ESA (European Space Agency) has implemented the Sentinel satellites, the guards of the planet. Thanks to this program, we could detect hydrocarbon pollution at large of the Brazilian coasts and provide evidence for local authorities to help uncover the origin of this major disaster.

At MURMURATION, we confirm the catastrophic situation that these  Brazilian coasts are currently experiencing. As shown in the following Sentinel images, we are able to detect oil pollution off the Brazilian coasts in the east, in the state of Bahia.

An oil slick visible on a Sentinel-1 radar image

Oil slicks are observed spanning over ​​20km, which corresponds to 800 Tennis courts!

Spacial Observation of Brazilian coasts and oil slicks, Brazil, 2019, ©Copernicus, ©Murmuration

The Sentinel 1 radar images of the Copernicus program provide all-weather imagery (passing through cloud cover) thus enabling the handling of emergency situations (natural or industrial disasters) and environmental monitoring (sea ice, glaciers, water extents, landslide, and so on).

An oil slick visible on a Sentinel 3 optical image

An extent of about 10 km of oil slicks was observed off Açu de Torre … which corresponds to nearly 400 tennis courts!

Spacial Observation of Brazilian coasts and oil slicks, Brazil, 2019, ©Copernicus, ©Murmuration

Sentinel 3 OLCI satellite images (Ocean and Land Color Instrument) allow measuring the state of the oceans and coastal zones (pollution, current …) thanks to color levels (spectral bands).


The Brazilian oil spill is an unprecedented ecological disaster with a short, medium and long-term impacts on the natural ecosystems and the economy of the country. Marine ecosystems are becoming stagnant while the country’s economy can be affected. Brazilian beaches, reputed for their beauty and attracting tourists from all over the world, may be deserted by travelers. The tourism sector is already heavily impacted by the situation ! But the worst is yet to come : Cleaning is almost impossible under current conditions.

Oil spills in the Northeast and the destruction of the Amazon show the consequences of environmental dismantling promoted by the government, damaging the country’s image. The impacts are very serious for the oceans, the Amazon and people’s lives.

While the Global Climate Strike has begun these days around the world, we are looking at MURMURATION SAS for the growing impact of two crucial and social issues in terms of overtourism – which can be found through the case study from BALI.

Overtourism has become a crucial issue for the tourism sector. Moreover,, the effects of climate change have major issues, caused by humans and that directly affect our daily lives and the future.

Satellite data to the rescue !

We propose to counter the challenge of overtourism through the use of satellite data. Take the example of Indonesia: How a study on environmental impact could help to change the tourism sector in Bali

Bali is an Indonesian island famous for its wooded volcanic mountains, rice paddies, beaches and coral reefs. Unfortunately, it suffers from overtourism especially south of the island. Buildings are accelerating at the expense of nature and local life. and the lively tourist coasts do not benefit as much as locals in terms of economic development. the lively tourist coasts do not benefit as much as the locals in terms of economic development.

Map of the Water consummation linked to tourism, 2015, ©Murmuration
Water consumption multiplied by 5 in very tourist areas. See the case study

The map above gives some pointers to favor sustainable tourism, a true vector of love and peace between cultures.

The region of Munduk, a jewel of nature

The small town of Munduk offers to explore the inner region of Bali. The inhabitants of Munduk are less accustomed to crossing tourists but he remains very enthusiastic to meet and exchange with foreigners. The nature around Munduk allows beautiful breakaways. Many hiking trails start from Munduk and the surrounding hills soon become accessible. There are great walks in the forest with beautiful waterfalls and breathtaking views of rice terraces to the west of the city. Small Indonesian restaurants called “warung”, very simple and cheap, allow Indonesians and tourists to enjoy the local gastronomy. The traveler becomes an active player in his journey by choosing to go where his presence will be a source of meetings and sharing. The map above would avoid the mistakes made in the past and propose a sustainable tourism management taking into account the water needs, the establishment of the infrastructures necessary for the accommodation, and also the management of waste and transport for the benefit of local residents as well.

Photo of a Monkey, Bali, ©Pixabay

The West Bali National Park: Safeguarding Indonesian Forests

Indonesia is the third tropical forest in the world, even more threatened than the Amazon and regularly ravaged by the flames. Every minute is an area equivalent to six football pitches that is deforested according to the magazine Geo. The West Bali National Park is an example of preservation: 160 species of birds have been listed in the park, including the virtually extinct Bali Starling (Leucopsar rothschildi), the only endemic vertebrate species in Bali, the icon of wildlife. Bali. This is the main reason why this national park was created in 1941. In 2001, it was estimated that only six starlings would have survived in the wild, all in this park. Since then, captive breeding and reintroduction efforts have continued at a steady pace, but poaching pressures remain a major problem. With this in mind, a second reintroduction program was launched in the remote areas of Nusa Penida off Sanur Beach in 2004.

From May 27 to 29, 2019, France, La Rochelle

For the first time in France, tourism and space companies are coming together to present innovations at the crossroads of these two worlds. For two days participants will explore the contribution of space to the benefit of tourism innovation through several highlights … Round Tables Big Data, spatial data, artificial intelligence … what potential for tourism?

We ‘re glad this meetings take place and we invite you to participate it. The MURMURATION SAS team will be there too!