Olivier pointed to me that ESA's ground segment, PEPS and MUSCATE were all in really good shape today... And the sky was clear yesterday at the time of the Sentinel-2A acquisition!
So I could download the Level-2A product from theia.cnes.fr, run our let-it-snow processor, start QGIS and here it is: the map of yesterday's snow cover area at 20 m resolution. If you know the region, you might notice that there is currently a big contrast in the snow cover extent between the French and the Spanish Pyrenees. This is due to the blocking of the moist air masses coming from the north.
Snow cover area on 22 Nov 2017. blue: snow, grey: no snow, white: cloud.
Stay tuned! Theia should start to distribute these Sentinel-2 snow products in near real time very soon.
Après un hiver pleins de rebondissements en Antarctique, j'avais écris "il est temps que la luminosité revienne pour que les acquisitions Sentinel-2 redémarrent !".
Ça y est ! Le paysage qui se découvre petit-à-petit sous l’œil de Sentinel-2 est toujours aussi somptueux et pleins de surprises. Par exemple, la première image claire de la langue flottante du glacier de l'Île du Pin montre l'iceberg géant qui s'est décroché en septembre. Nous avions suivi l'évolution de la fissure à l'origine de ce détachement l'été dernier avec Sentinel-2. En zoomant, on peut apercevoir le bleu éclatant de la glace comprimée d'un iceberg renversé. Ce mini iceberg couvre quand même une surface équivalente à 20 terrains de football.
Since it became operationnal in December last year, MUSCATE has produced 50 000 level 2A products from Sentinel-2A. Let's recall what has been processed so far :
- For 550 tiles, we have processed all Sentinel-2A data acquired since December 2015.
- For 100 tiles, mainly in South America, and in Italy, we have processed all Sentinel-2A data from December 2016. We are currently catching up the backlog for Italy, and later on, for South American sites.
- For all these 650 tiles, we are producing all Sentinel-2 data (Sentinel-2A and Sentinel-2B) in near real time. I think THEIA is the only place where you can download Sentinel-2B L2A data so far. ESA has not started that production yet (nah, nah, nah )
- For all these 650 tiles, we have processed all Sentinel-2B data since beginning of October 2017. We will soon catch-up with the Sentinel-2B data acquired from July 2017.
See full screen
Map of the 650 tiles currently processed in near real time (in red). The blue tiles will be added beginning of next year.
All these products are available from https://theia.cnes.fr
Let's recall that MUSCATE uses the MAJA L2A processor, which uses multi-temporal criteria to perform a high quality cloud detection and atmospheric correction. Despite the recent installation of version 2.4, MUSCATE still regularly suffers from instability as soon as CNES High Performance Computer is overloaded. The problem does not lie in MAJA, but in the information exchanges between all the components of MUSCATE which need to respect an accurate timing (sorry, I am not able to explain better).
The exploitation team just installed a new version of MUSCATE (v 2.4.16.p2 (!)), which is expected to increase stability. But that's the theory, let's see if it works in the coming days and if we are able to increase our production rate.
Mise à jour : L'ESA progresse rapidement, les acquisitions de toutes les terres ayant défilé sous S2B étaient disponibles sur PEPS le 12 Novembre.
La mission Sentinel-2, qui se compose de deux satellites jumeaux, S2A et S2B, a été déclarée opérationnelle par l'ESA au début du mois d'Octobre, même si chacun des satellites n'observait en fait que sur une orbite sur deux, sauf en Europe et en Afrique. Résultat, la répétitivité de 5 jours n'était disponible que sur ces deux continents, et passait à 10 jours ailleurs. Heureusement, dans le dernier Sentinel-2 mission status report, l'ESA a annoncé cette excellente nouvelle :
Sentinel-2A et -2B observent ensemble l'Europe, l'Afrique et le Groenland avec une répétitivité de 5 jours. Le reste du monde est observé tous les 10 jours. L'observation complète et systématique de toutes les terres tous les 5 jours sera obtenue quand la liaison EDRS deviendra opérationnelle. Ceci est attendu pour décembre 2017 à la fois pour S2A et S2B.
Update : ESA is progressing fast. All lands overflown by Sentinel-2B were available in PEPS on November 12th, thanks to EDRS relay satellites.
The Sentinel-2 mission, made of two twin satellites S2A and S2B, has been stated "operational" since beginning of October, even if each satellite was only observing on one orbit out of two everywhere except in Europe and Africa. As a result, the 5 days revisit was only available in these two continents. But in the new Sentinel-2 mission status report, ESA announced this very good piece of news :
Sentinel-2A and -2B are together acquiring Europe, Africa and Greenland with 5 days revisit. The rest of the World is revisited every 10 days jointly by the two satellites. Full systematic 5-day revisit everywhere will be reached once EDRS downlink becomes available operationally, assumed during December 2017 for both S2A and S2B.
ESA declared Sentinel-2B operational at the beginning of October, although preliminary data were already available. Since this morning, MUSCATE is producing and distributing Sentinel-2B Level 2A products using the MAJA processor (the L2A products are expressed in surface reflectance after atmospheric correction and are provided with a good quality cloud mask). The current production starts from the first of October 2017 and will go on in real time, and we will progressively add the Sentinel-2B products acquired since July 2017.
First S2B products available for download from https://theia.cnes.fr
As always, the data can be freely downloaded from https://theia.cnes.fr
Here is a little example of time series of iimages acquired over Baotou, China, alternatively by Sentinel-2A and Sentinel-2B, here again, the images look the same, except where something has clearly changed on the ground, in the east-west irrigarted valley in the image center.
As MAJA processing is multi-temporal, its accuracy will benefit from the doubled repetitivity of acquisition, which should have an effect on our validation results. Using the production we did to check our parameters, we have already checked that the reflectances provided by both sensors are quite close, and agree well with in situ measurements obtained with CNES surface reflectance measuring station in La Crau. The results are provided below.
Le 13 octobre on apprenait que le glacier des 2 Alpes n'ouvrira exceptionnellement pas à la Toussaint. Une décision prise en raison de précipitations insuffisantes et des températures élevées cet automne. J'ai fait tourner la chaîne Let-it-snow pour jeter un coup d’œil aux conditions d'enneigement. Hier Theia a mis à disposition l'image Sentinel-2A acquise mardi 17 octobre par temps clair. Voici le résultat :
Carte de l'enneigement le 17/10/2017 dans le domaine de ski d'été des Deux Alpes (en bleu cyan superposée sur le fond de carte OpenStreetMap)
You must have seen, in the press or social networks, images like these ones, showing yellow skies ( Loup de Bretagne said "Blade Runner skies"). Such a coloured sky was seen in the west of France, then later in England, and further East in the next days.
The Copernicus Atmosphere Monitoring Service, which keeps track of aerosols has also monitored these aerosols and tracked their provenance : is due to the combined presence of dust, ash from forest fires in Spain and Portugal, and humidity brought by the Ophelia cyclone. The IASI sensor on-board METOP satellites has also monitored the gases absorption due those wildfires.
So our question is: how such an event is handled by atmospheric correction software ?
Post préparé par Marine Bouchet pour le blog Kalideos Alpes (version originale)
Les séries temporelles d'images optiques des satellites Sentinel-2 permettent un suivi de la surface enneigée à une résolution spatiale de 20 m tous les 5 jours (en l’absence de nuages). Le CNES et le CESBIO développent, depuis 2015, une chaîne Let It Snow (LIS) pour extraire de façon robuste les masques de neige associés, distribués sur la plateforme Theia.
Update : MUSCATE is back on track for the real time production, thanks to PEPS return to nominal production, and a better stability of our platform.
Some of you will have probably noticed that Theia production of Sentinel-2 L2A data is quite slow these days, and is not producing all the data it should in real time. The reason is we started to implement a correction to solve the performance issues we had. This correction was tested and qualified during several days, in operational conditions, but when put in production, turned out to be unstable, due to occasional slowness in CNES cluster which did not happen when the correction was in tests. Moreover, our source of Sentinel2 data, PEPS, was experiencing some difficulties, providing a much reduced number of images.
We are waiting for a correction of the correction (the cause has been found and corrected but needs to be tested), The new version should be installed in less than 2.3 days, as Dilbert (dilbert.com) says. And all the team is very sorry for the delays and the inconvenience it is causing.