Where clouds are over the poles (PREFIRE Sat 2)
What it measures. For each spot the satellite looks at over the poles, this flags whether the sky was clear or cloudy, along with a probability of how confident that call is. The judgment comes from how much mid- and far-infrared energy the surface and atmosphere gave off.
How it's made. It's a derived product: a machine-learning model reads the infrared readings from the TIRS spectrometer aboard the PREFIRE-SAT2 CubeSat, combined with weather data, to label each scene clear or cloudy.
How & where you'd use it. Mostly a behind-the-scenes input that lets other PREFIRE products separate cloudy from clear scenes, which in turn helps scientists better account for how the poles lose heat to space.
What's measured
Coverage & cadence
- Time span2024-06-29 → ongoing
- Measured byPREFIRE-SAT2 (TIRS-PREFIRE)
- Processing levelLevel 2B
- Spatial extent-180, -84, 180, 84
- FormatsnetCDF-4
- StatusACTIVE
What you can do with it
- Map air pollutants — NO₂, aerosols, ozone
- Track greenhouse gases and Earth's energy budget
- Feed weather and air-quality analysis
Official description
Polar Radiant Energy in the Far InfraRed Experiment (PREFIRE) Satellite 2 Cloud Mask (PREFIRE_SAT2_2B-MSK) contains a binary clear/cloud indicator and probabilities derived from data collected by the PREFIRE Thermal Infrared Spectrometer (TIRS-PREFIRE) aboard PREFIRE-SAT2. Dual CubeSats each carry a PREFIRE Thermal Infrared Spectrometer (TIRS-PREFIRE), a push broom spectrometer with 63 channels measuring mid- and far-infrared (FIR) radiation from approximately 5 to 53 µm. Most polar emissions are in the FIR but have not been measured on a large scale. PREFIRE aims to fill knowledge gaps in the global energy budget by more accurately characterizing polar emissions. This information will then be assimilated into global circulation and other models to predict future conditions more accurately.PREFIRE_SAT2_2B-MSK is derived from mid-infrared and far-infrared measurements collected globally by TIRS-PREFIRE aboard PREFIRE-SAT2 using a Machine Learning technique. Specifically, inputs are PREFIRE Spectral Radiance (PREFIRE_SAT2_1B-RAD) from PREFIRE Satellite 2 (PREFIRE_SAT2_2B-RAD) and PREFIRE Auxiliary Meteorology Data created for PREFIRE Satellite 2 (PREFIRE_SAT2_AUX-MET). PREFIRE_SAT2_2B-MSK is used to identify cloudy and clear scenes in TIRS-PREFIRE data, which supports the production of other Level 2 PREFIRE products. These include variables such as top of atmosphere spectral flux, surface spectral emissivity, and atmospheric properties such as temperature and water vapor profiles. Science data retrieval started June 29, 2024 and is ongoing. Geographic coverage is global, with the greatest concentration of data in the polar regions. Within the orbital swath there are eight distinct tracks of data associated with the eight separate spatial scenes for each PREFIRE-TIRS. At the beginning of the mission, the approximate scene footprint sizes were 11.8 km x 34.8 km (cross-track x along-track), with gaps between each scene of approximately 24.2 km. The entire swath was ~264 km across. Note that the scene footprint and swath sizes quoted here are for the orbit altitude soon after launch. However, the footprint size will slowly become smaller as the orbit altitude decreases with time. This data has a temporal resolution of 0.707 seconds and is available in netCDF-4.The cloud identification data for the sister instrument aboard PREFIRE-SAT1 can be found in the PREFIRE_SAT1_2B-MSK collection.
Get the data
import earthaccess
earthaccess.login(strategy="netrc") # free Earthdata Login
results = earthaccess.search_data(
short_name="PREFIRE_SAT2_2B-MSK",
version="R01",
bounding_box=(-122.5, 37.2, -121.8, 37.9), # your area (W,S,E,N)
temporal=("2024-01-01", "2024-12-31"), # your dates
)
files = earthaccess.open(results) # stream straight from LARC_CLOUD Browsing CMR needs no login. Downloading or streaming bytes needs a free Earthdata Login + the earthaccess package. Official links
- Data User Guide Level 2B Cloud Mask (2B-MSK) VIEW RELATED INFORMATION
- Earthdata Search for PREFIRE_SAT2_2B-MSK_R01 (NASA Application to search, discover, visualize, refine, and access NASA Earth Observation data) GET DATA
- How to cite ASDC data VIEW RELATED INFORMATION
- ATBD VIEW RELATED INFORMATION
- DIRECT DOWNLOAD GET DATA
- DIRECT DOWNLOAD GET DATA
- PREFIRE SAT 2 operations log VIEW RELATED INFORMATION
- PREFIRE_PCRTM_V3.4 ancillary data GET DATA