American Standard Code for Information Interchange
ATBD
Algorithm Theoretical Basis Document
AVHRR
Advanced Very High Resolution Radiometer
BT
Brightness Temperature
C3S
Copernicus Climate Change Service
CCI
Climate Change Initiative
CDR
Climate Data Records
CLM
CLoud Mask
CMG
MODIS Climate Modelling Grid
CSV
Comma-separated values
EC
European Commission
ECV
Essential Climate Variable
EO
Earth Observation
ESA
European Space Agency
FRE
Fire Radiative Energy
FRP
Fire Radiative Power
GCOS
Global Climate Observing System
GTOS
Global Terrestrial Observing System
ICDR
Intermediate Climate Data Records
LUT
Look-Up Table
LWIR
LongWave InfraRed
MAD
Mean Absolute Deviation
MIR
Middle InfraRed
MODIS
Moderate-Resolution Imaging Spectroradiometer
MWIR
Mid-Wave InfraRed
NetCDF
Network Common Data Form
NetCDF4
Network Common Data Form version 4
NTC
Non-time critical
PSF
Point Spread Function
PUGS
Product User Guide Specification
PQAR
Product Quality Assurance Report
ROI
Region of Interest
S3A
Sentinel 3A
S3B
Sentinel 3B
SLSTR
Sea and Land Surface Temperature Radiometer
SWIR
Shortwave InfraRed
VIS
Visible spectral region
WGS84
World Geodetic System 84
XML
Extensible Markup Language
General definitions
Active Fire (AF): A landscape fire that was actively burning when the satellite observations were made.
Satellite ‘Active Fire’ Products: Those that report information on Active Fires (AF) using thermal remote sensing techniques. AF pixels are pixels classified as containing one or more actively burning fires when the observation was made.
Fire Radiative Power (FRP): The rate of radiant heat output from a landscape fire, typically expressed in Watts ´ 106 (MW). FRP is typically very well related to a fire´s combustion rate (how much material is being burned per unit time) and rate of smoke emission, and hence remotely-sensed FRP measures are commonly used to estimate these terms. At the pixel scale, a satellite product typically is reporting the total FRP from all fires burning within that pixel at the time the observation was made.
Fire Radiative Energy (FRE): The temporal integral of fire radiative power calculated over the fire’s lifetime, equating to the total amount of energy radiated by the fire. FRE is typically used to estimate how much material was burned in a fire and how much smoke was released.
Gas Flare: A controlled open flame used to burn off excess natural or other combustible gas, typically at oil and gas facilities, chemical plants and naturalgas processing plants, or landfills. Sometimes known as a flare stack, flare boom, ground flare, or flare pit.
Granule: In remote sensing, a "granule" refers to a discrete unit of data or imagery acquired by a satellite or sensor during a single overpass or observation. These granules are essentially individual scenes or tiles of data that cover a specific geographic area and time period. They are part of a larger dataset and are used to organize and distribute remote sensing data. For MODIS, the time period for one granule is 5 minutes and for SLSTR its 3 minutes.
Goal (G): Represents the ideal requirement that surpasses the need for further improvements.
Breakthrough (B): An intermediate level between the threshold and the goal, achieving which would result in a significant enhancement for the targeted application. The breakthrough value may vary for different uses within climate monitoring.
Threshold (T): The minimum requirement that must be met to ensure the usefulness of the data
Satellite Data Processing Levels
Level 0 (L0) data are reconstructed, unprocessed instrument and payload data at full resolution, with any and all communications artefacts (e.g., synchronization frames, communications headers, duplicate data) removed.
Level 1A (L1A) data are reconstructed, unprocessed instrument data at full resolution, time-referenced, and annotated with ancillary information, including radiometric and geometric calibration coefficients and georeferencing parameters (e.g., platform ephemeris) computed and appended but not applied to L0 data.
Level 1B (L1B) data are L1A data that have been processed to sensor units (not all instruments have L1B source data).
Level 1C (L1C) data are L1B data that include new variables to describe the spectra. These variables allow the user to identify which L1C channels have been copied directly from the L1B and which have been synthesized from L1B and why.
Level 2 (L2) data are derived geophysical variables at the same resolution and location as L1 source data.
Level 2A (L2A) data contains information derived from the geolocated sensor data, such as ground elevation, highest and lowest surface return elevations, energy quantile heights (“relative height” metrics), and other waveform-derived metrics describing the intercepted surface.
Level 2B (L2B) data are L2A data that have been processed to sensor units (not all instruments will have a L2B equivalent).
Level 3 (L3) are variables mapped on uniform space-time grid scales, usually with some completeness and consistency.
Level 3A (L3A) data are generally periodic summaries (weekly, ten-day, monthly) of L2 products.
Level 4 data are model output or results from analyses of lower-level data (e.g., variables derived from multiple measurements).
Landscape fires are common across much of the Earth, consuming huge amounts of vegetation and organic soils and releasing smoke containing hundreds of different chemical compounds in gaseous and particulate forms. The Copernicus Climate Change Service (C3S) provides Climate Data Records (CDRs) and Intermediate Climate Data Records (ICDRs) for many Essential Climate Variables (ECVs). Among these is Landscape Fire, which includes active fire (AF) pixel counts and fire radiative power (FRP) variables. The former is based on detection of land surface thermal anomaly 'hotspot' pixels, and the latter a measure of the rate of radiant heat output at these locations (in Megawatts; Watts x 106) which has been shown to be well correlated to the rate at which the fires fuel is consumed and smoke released. The C3S Active Fire & FRP products provide global information on these land surface hotspots and their FRP across time periods ranging from one day to one month.
In addition to actively burning landscape fires, industrial gas flares burning off methane represent a further form of open combustion on the Earth's surface. Unlike landscape fires, gas flares typically burn more continuously at fixed locations, though they are still subject to permanent shutdown, periods of inactivity, expansion and variations in their combustion rate. FRP measures can also be used to estimate the volume of gas being flared subsequent to gas flare pixel identification. The C3S Gas Flare products provide a companion set of products to the C3S Active Fire & FRP products, but now focused only on global gas flares.
Both the C3S Active Fire and FRP products and the C3S Gas Flare products summarise information from large numbers of Sentinel‑3 (S3) Level 2 Active Fire Detection and FRP products. Each Level 2 product stores AF pixel detections and FRP retrievals made over small portion of the Earth imaged by the Sea and Land Surface Temperature Radiometer (SLSTR) across a ~ 1400 km swath of the Earth imaged during a 3-minute orbital subset 'granule' (each full S3 orbit of the Earth takes around 90 mins). Twelve different C3S product types each combine and store global information from multiple Level 2 product files, in a way that is far simpler and more efficient for users than are the original datasets. Each of the twelve C3S product file types focuses on a specific aspect of the Level 2 data and covers a distinct spatio-temporal interval. A key aim for these C3S products is to make it far easier and more efficient to access and use the global scale AF data, and the products are designed to support, for example, global fire modelling, global and regional fire emissions estimation, trend analysis and model evaluation.
The C3S Active Fire & FRP products (sometimes termed 'C3S FRP' products) consist of eight separate product types storing information on thermal infrared detected land-based hotspots, the vast majority of which are associated with landscape fires. There are two Level 2 monthly Summary Active Fire & FRP products (one daytime and one night-time), each of which contains a CSV-type summary of much of the information held within the NTC Level 2 Active Fire Detection and FRP product files. In addition to these, there are six NetCDF format Level 3 ‘synthesis products’ that each represent statistical gridded summaries of these same Level 2 data made at three different spatio-temporal intervals, and again separately for daytime and night-time observations. In each product type, night-time and daytime data are stored in separate C3S product files, as are data derived from different S3 satellite observations. The four C3S Gas Flare product types are similar to the night-time versions of the C3S Active Fire & FRP products, but focus only on information collected at night at hotspot locations identified as being likely gas flares via their shortwave infrared spectral radiance signature and temporal persistence. Unlike the C3S Active Fire & FRP products, the C3S Gas Flare products store data from land and ocean observations, with data from different S3 satellites again stored in separate product files.
The C3S products have been designed to be relatively similar to those generated from the long-standing MODIS Climate Modelling Grid Fire Products (e.g., MOD14CMQ, MYD14CMQ). These MOD and MYD products are based on observations made by the MODIS sensor operating onboard the Terra/Aqua satellites. With Terra currently scheduled to cease operations probably in 2026 and with the Sentinel-3 satellites having a similar equatorial crossing time, the long-term record of morning and evening local time active fires and FRP started in the year 2000 by MODIS Terra is expected to be continued by Sentinel-3 SLSTR. The matching overpass time of Terra and Sentinel-3 is important to this effort because landscape fires typically show very strong diurnal variability, so any long-term record aimed for use in trend or anomaly analysis is best made using observations taken at a similar time of day.
This Product User Guide and Specifications (PUGS) document provides specifications for each of the C3S Active Fire & FRP products and the C3S Gas Flare product types. It also provides information required by users wishing to utilise the data contained in the product files. Quality assurance, verification and validation information is provided in separate Product Quality Assessment Report (PQAR) documentation, whilst the algorithms used to generate the C3S products are described in detail in the product Algorithm Theoretical Basis Document (ATBD). In this document, section 1 offers background on active fires, FRP, and gas flares. Section 1 also assesses the degree to which the C3S products comply with Global Climate Observing System (GCOS) ECV specifications and provides an overview of product contents, structure, resolution, naming, and potential use. Section 2 details the data provider, data access routes, and suggested visualisation and analysis tools, followed by copyright information and a comprehensive reference list.
1. Product Descriptions
Landscape fires burn large amounts of vegetation and organic soils, releasing smoke containing many chemical compounds. Fire Radiative Power (FRP) measures a fire’s radiant heat output (MW) and has been shown to relate directly to fuel-consumption and smoke-emission rates (Wooster et al., 2005; Freeborn et al., 2008). Because combustion releases energy in proportion to the mass of fuel oxidised, satellite-derived FRP provides a means to remotely estimate fuel-consumption and smoke-release rates, and integrating FRP over a fire’s duration yields Fire Radiative Energy (FRE), which is proportional to the total fuel burned and emissions released.
The Sentinel‑3 (S3) Level 2 Active Fire Detection and FRP products record hotspot (active fire pixel) detections and FRP retrievals made from the Sea and Land Surface Temperature Radiometer (SLSTR), each product file covering a small portion of the Earth taken during a 3-min observation period. The vast majority of the detected hotspots are associated with landscape fires, and detectable fires may occupy less than 1% of a pixel. However, very small sub-pixel fires will fall below the sensor’s minimum detectable FRP limit, so some lower FRP fires (and those burning under cloud) remain undetected. The C3S Active Fire Detection and FRP products summarise global-scale information from multiple non-time critical (NTC) Level 2 product files, making it more efficient and easier for users to access and use. The algorithm used to generate these C3S products from the Level 2 Active Fire Detection and FRP products datasets is described in the accompanying C3S Algorithm Theoretical Basis Document (ATBD), and a detailed review of satellite AF detection and FRP methods is provided by Wooster et al. (2021). Data from each Sentinel-3 satellite is used to generate separate C3S product files, and data are divided into day and night based on solar-zenith angle. Local solar time is included in the Summary products for users needing time-of-day context. Daytime and night-time detections are also stored in separate C3S product files.
Industrial gas flares represent another type of open combustion. They burn more persistently and at fixed sites, though their activity still varies. Once detected, FRP can be used to estimate the volume of gas being flared. The C3S Gas Flare products focuses on only night-time hotspot detection and FRP retrieval - and only at locations identified as being associated with gas flaring (both on-shore and off-shore). The products have a similar format to the C3S Active Fire and FRP products.
1.1. Fire Radiative Power & Active Fire Product Descriptions
The C3S product suite includes global Active Fire and FRP products (day and night, land only) and global Gas Flare products (night-time only, land and water). All twelve product types are generated from observations made by the SLSTR instrument operating onboard the Sentinel-3 satellites, specifically from non‑time‑critical (NTC) Level‑2 Active Fire Detection and FRP products, each product file covering three minutes of an orbit within a near‑nadir viewing 1,400 km swath. The Level-2 products provide land-based thermal-infrared hotspots at 1 km resolution based on a modified version of the algorithms of Xu et al. (2020; 2023), plus 500 m night-time SWIR detections more relevant to high-temperature gas flares (Fisher et al., 2019). Because daytime and night-time Level-2 performance differs, and fire occurrence is higher during the day, C3S products retain separate day/night files as well as different files to store the data of each S3 satellite. The C3S products aggregate and summarise the information from multiple Level-2 files to support efficient regional and global analyses.
Eight C3S Active Fire and FRP product types consolidate Level 2 land-based hotspot information. Two Level-2 Summary products (day and night) provide text-based hotspot information for all land pixels, while six Level-3 synthesis products offer gridded statistics at daily, 27-day and monthly scales, including cloud-cover and zero-hotspot indicators. Day/night classification is done at the pixel level using solar-zenith angle, and both UTC and local solar time are provided in the Summary products. Almost all the thermal IR detected hotspots correspond to landscape fires, but other phenomena can trigger detections and so the Level-2 hotspot-type classification based on fixed geographic locations is carried through into the monthly Level-2 Summary products as described in the C3S Product ATBD.
The Level-3 synthesis products grid the Level-2 data at multiple resolutions and provide cloud-fraction information, allowing hotspot counts to be adjusted for cloud cover variations if desired. These Level 3 products include MIR- and SWIR-based FRP estimates, with MIR generally preferred for landscape fires (Fisher & Wooster, 2019). An example monthly Level-3 product is shown in Figure 1-1.
Figure 1‑1: Example information contained within the Level 2 Sentinel-3 SLSTR FRP products. Monthly global map of (a) active fire pixel count and (b) total FRP, both derived from the information contained within around 15,000 daytime Sentinel-3A Level 2 FRP products and summarised within the C3S Level 3 Monthly Summary FRP Products file of September 2022 (daytime). Data shown are from Sentinel-3A only. Grid cell size is 0.25°.
Four C3S Gas Flare product types are also generated from the Level-2 files, and the algorithm described in the C3S Product ATBD indicates how spectral and temporal filtering is applied to isolate gas-flare-specific hotspots for inclusion into these C3S product files. Because this method does not depend on the fixed geographic location classification used in Level-2, the resulting flare set may differ from the 'gas flare' category in the Level-2 Monthly Summary product files. Gas-flare FRP is taken only from the SWIR radiance method, which performs best for higher temperature combustion sources. Only SWIR hotspots with confidently flare-like signatures are retained to ensure a stable and reliable set of gas flare observations. As with the fire products, the Gas Flare product suite includes a Level-2 Monthly Summary product and three Level-3 synthesis products (daily, 27-day, monthly) providing gridded statistical summaries.
Table 1-1 summaries the complete set of C3S Active Fire and FRP product types, and C3S Gas Flare product types.
Table 1‑1: Specifications of the twelve C3S product types discussed herein
Product
Coverage
Resolution
Sensor
Projection
Format
Spatial
Temporal
Spatial
Temporal
Level 2 Monthly Global Fire Location and FRP Daytime Summary Product
global
03/2020-02/2024
data only at locations of detected AF pixels
monthly
with daily resolution
SLSTR
-
CSV
Level 3a Daily Gridded AF & FRP Daytime Product
global
03/2020-02/2024
0.1°
daily
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 3a 27-Day Gridded AF & FRP Daytime Product
global
03/2020-02/2024
0.1°
27 days
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 3 Monthly Summary AF & FRP Daytime Product
global
03/2020-02/2024
0.25°
1 month
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 2 Monthly Global Fire Location and FRP Night-time Summary Product
global
03/2020-02/2024
data only at locations of detected AF pixels
monthly
with daily resolution
SLSTR
-
CSV
Level 3a Daily Gridded AF & FRP Night-time Product
global
03/2020-02/2024
0.1°
daily
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 3a 27-Day Gridded AF & FRP Night-time Product
global
03/2020-02/2024
0.1°
27 days
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 3 Monthly Summary AF & FRP Night-time Product
global
03/2020-02/2024
0.25°
1 month
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 2 Monthly Global Gas Flare Night-time Summary Product
global
03/2020-02/2024
data only at locations of detected AF pixels
monthly
with daily resolution
SLSTR
-
CSV
Level 3a Daily Gridded Gas Flare Night-time Product
global
03/2020-02/2024
0.1°
daily
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 3a 27-Day Gridded Gas Flare Night-time Product
global
03/2020-02/2024
0.1°
27 days
SLSTR
Plate-Carrée - WGS 84
NetCDF
Level 3 Monthly Summary Gas Flare Night-time Product
global
03/2020-02/2024
0.25°
1 month
SLSTR
Plate-Carrée - WGS 84
NetCDF
1.2. Overview of Product Target Requirements
The Fire Essential Climate Variable (ECV) requirements established by the Global Climate Observing System (GCOS) are outlined in the GCOS ECVs Requirements document (GCOS-245, 2022). Starting from 2016, the Fire Radiative Power (FRP) has been designated as a full ECV rather than a supplementary one (GCOS-200, 2016). However, the specifications for the FRP ECV and the Active Fire (AF) detections presented in Table 1‑2 were updated in the 2022 plan (Table 1‑3; Table 1‑4). While the 2016 specifications were mostly attainable using existing sensors, the 2022 specifications introduce a higher level of detail, some of which are not compatible with the currently available observing systems. Since the Sentinel-3 satellite from which the C3S products are derived is in low Earth orbit, the polar orbiting specifications from Table 1‑2 are most relevant and are reproduced here. After listing these GCOS requirements, we indicate the compliance of the C3S products with them in Table 1-5 (Active Fire Detection) and Table 1-6 (FRP).
Goal (G), Breakthrough (B) and Threshold (T).
Table 1‑2: GCOS requirements (GCOS-200, 2016) for Active Fire detection and FRP.
ECV
Frequency
Horizontal resolution
Required measurement uncertainty
Active Fire Maps
6 hours at all latitudes from Polar-Orbiting and 1 hour from Geostationary
0.25-1 km (Polar-Orbiting);
1-3 km (Geostationary)
5% error of commission
10% error of omission
Fire Radiative Power
6 hours at all latitudes from Polar-Orbiting and 1 hour from Geostationary
0.25-1 km (Polar-Orbiting)
1-3 km (Geostationary)
Based on target detection threshold of 5 MW/km² equivalent integrated FRP per pixel (i.e. for a 0.5 km² pixel the target threshold would be 2.5 MW, for a 9 km² pixel it would be 45 MW).and with the same detection accuracy as the Active Fire Maps.
The more detailed 2022 specifications are categorized as follows:
Goal (G): Represents the ideal requirement that surpasses the need for further improvements.
Breakthrough (B): An intermediate level between the threshold and the goal, achieving which would result in a significant enhancement for the targeted application. The breakthrough value may vary for different uses within climate monitoring.
Threshold (T): The minimum requirement that must be met to ensure the usefulness of the data.
Table 1‑3: GCOS requirements (GCOS-245, 2022) for Active Fire detection.
Minimum mapping unit to which the AF product refers
G
50
This resolution reflects the need to detect small and cool fires (including underground peat fires and fires occurring under forest canopies), and is mostly required by fire managers and fire extinction services.
B
250
Useful for fire risk assessment and better understanding of fire risk factors.
T
5000
5,000-m threshold reflects experience using legacy AVHRR GAC data. Most climate modelers work at coarse resolution grids, 0.25˚ is the most common. A review of users of RS Burned Area products conducted at a similar time to this specification setting show that most of them work at this level of detail.
Temporal Resolution
min
Minimum temporal period to which the AF product refers (values specified regardless of cloud conditions)
G
5
5-min goal reflects need to detect rapidly moving and short-lived fires. For fire management purposes, fire detection should be done very frequently. the Atmospheric modelers also require updated information.
B
120
2-hour breakthrough reflects need to monitor diurnal active fire variability.
T
720
12-hour threshold reflects experience with legacy fire and cloud data sets. Needed by atmospheric and carbon modelers.
Timeliness
day
Time lapse between satellites overpass and AF availability
G
1
Requirement values reflect need to analyse climate anomalies and their effects shortly after fire occurrence. A timeliness of 10 minutes (achievable using new geostationary satellites) will be needed by fire managers and atmospheric modelers focused on smoke impacts on human.
Minimum mapping unit to which the FRP product refers
G
50
This resolution reflects need to detect small and cool fires (including underground peat fires and fires occurring under forest canopies) and is mostly required by fire managers and fire extinction services.
B
250
T
5000
Reflects experience using legacy AVHRR GAC data.
Temporal Resolution
min
Minimum temporal period to which the FRP product refers (values specified regardless of cloud conditions)
G
5
5-min goal reflects need to detect rapidly moving and short-lived fires.
B
120
2-hour breakthrough reflects need to monitor diurnal active fire variability.
T
720
12-hour threshold reflects experience with legacy fire of cloud data sets.
Timeliness
day
Time lapse between satellites overpass and AF availability
G
1
For climate applications timeliness is less critical.
B
7
Requirement values reflect need to analyse climate anomalies and their effects shortly after fire occurrence.
T
365
Required Measurement uncertainty
MW/km-2 of detector ground footprint
Average deviation between estimated and observed FRP
G
0.5
Goal based on need to quantify FRP of small and cool smouldering fires.
B
1
T
2
Stability
Measures of omission and com-mission over the available time period
Assessment of whether a monotonic trend exists based on the slope of the relationship between an accuracy measure and time
G
0
Percentage reflects the relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
B
1
T
2
Ac:2022 specification terms:G (Goal), B (Breakthrough), T (Threshold)↩↩
with respect to active fires burning with FRP equal to 5 MW / km-2 in the detector ground footprint↩
with respect to active fires burning with FRP equal to 10 MW / km-2 in the detector ground footprint↩
with respect to active fires burning with FRP equal to 20 MW / km-2 in the detector ground footprint↩
Table 1-5 and Table 1-6 respectively indicate the compliance of the C3S Active Fire & FRP and the companion C3S Gas Flare products with the GCOS-245 requirements listed in Table 1-3 for Active Fire Detection, and Table 1-4 for FRP. The compliance is related to the characteristics of the Level 2 data used to create the C3S Level 2 Summary products and the Level 3 Gridded Products, with the Level 2 Summary products including data at the full spatio-temporal resolution and the Level 3 Gridded products providing statistical averages.
Table 1‑5: C3S product compliance with GCOS-245 Requirements for Active Fire Detection (see Table 1.3).
Requirement
GCOS-245 Requirement
Reported value
G
B
T
Horizontal Resolution (m)
50
250
5000
1000 (<=5000, within Threshold)
Vertical Resolution (m)
N/A
N/A
N/A
N/A
Temporal Resolution (mins)
5
120
720
720 (<=720 for combined daytime and night-time product information, within Threshold (at Equator, better at higher latitudes)
Required Measurement Uncertainty (%)
5% with respect to active fires burning with FRP equal to 5 MW / km-2 in the detector ground footprint
5% with respect to active fires burning with FRP equal to 10 MW / km-2 in the detector ground footprint
5% with respect to active fires burning with FRP equal to 20 MW / km-2 in the detector ground footprint
Currently not fully assessed at Level 2
Stability (%)
0% relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
1% relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
2% relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
N/A as too short a duration dataset thus far
Table 1‑6: C3S product compliance with GCOS-245 Requirements for FRP (see Table 1.4).
Requirement
GCOS-245 Requirement
Reported value
G
B
T
Horizontal Resolution (m)
50
250
5000
1000 (<=5000, within Threshold)
Vertical Resolution (m)
N/A
N/A
N/A
N/A
Temporal Resolution (mins)
5
120
720
720 (<=720 for combined daytime and night-time product information, within Threshold (at Equator, better at higher latitudes)
Required Measurement Uncertainty (MW/km2)
0.5 MW/km2 of detector ground footprint (average deviation between measured and observed FRP)
1 MW/km2 of detector ground footprint (average deviation between measured and observed FRP)
2 MW/km2 of detector ground footprint (average deviation between measured and observed FRP)
Currently not fully assessed at Level 2
Stability (%)
0% relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
1% relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
2% relative increase or decrease in reported global total FRP of active fire detection grid cells over a 10-year period.
N/A as too short a duration dataset thus far
1.3. Example visualization of key variables
Figure 1‑2 presents global maps of Sentinel‑3 SLSTR Level‑3 monthly fire products for September 2024 from Sentinel‑3A (left) and Sentinel‑3B (right). The active fire counts (panels a, b) indicate the peak biomass‑burning season in the Southern Hemisphere, with pronounced activity across the Amazon Basin, southern Africa, and northern Australia. This spatial pattern is consistent with the total Fire Radiative Power (FRP) distributions (panels c, d), which quantify the radiative energy released by fires; notably, regions with recurrent burning—such as the South American deforestation arc—exhibit correspondingly high integrated radiative power. The lower panels (panels e, f) show the mean FRP uncertainty per grid cell, largely reflecting Level‑2 retrieval uncertainties driven by background temperature variability. Overall, the two sensors exhibit strong consistency in capturing both the spatial extent and the radiometric intensity of global fire activity.
Figure1‑2: C3S Sentinel-3 SLSTR Level 3 monthly nighttime fire products for September 2024. The panels show Sentinel-3A (left column) and Sentinel-3B (right column) for: (a, b) total active fire counts; (c, d) total Fire Radiative Power (FRP) [MW]; and (e, f) mean FRP uncertainty [MW].
ECMWF’s earthkit5 is an open-source Python project that provides powerful tools for weather and climate science workflows. It simplifies various aspects of data handling, including access, processing, analysis, and visualisation. Key Features of earthkit are data access, data analysis, interoperability and visualization. In addition, earthkit is integrated with WEkEO6. WEkEO, as one of the Copernicus DIAS (Data and Information Access Services), provides a platform on which users can utilise the capabilities of earthkit. WEkEO is also committed to educating users and making them familiar with its data and processing environment via training sessions7, use cases8and Jupyter Notebooks9
Complementary, numerous programming languages exist that can be used for reading and analyzing netCDF files. These include both compiled languages such as Java, Fortran and C, and languages that allow interactive analysis and plotting of data. Some examples of the latter are:
1.4.1. Level 2 Active Fire and FRP Monthly Global Summary Product (Daytime and Night-Time)
1.4.1.1. Introduction
Each C3S Monthly Summary Active Fire and FRP product (also termed an 'FRP product' for short, differentiating it from the 'Gas Flare' products) stores the latitude, longitude, MIR-radiance derived FRP, SWIR-radiance derived FRP, date, time and other associated data for every detected thermal channel detected hotspot pixel included in the Level 2 Active Fire Detection and FRP Products of that month, as detailed below. Each such hotspot pixel is classified based on its geographic location. Separate summaries of the data records coming from the different S3 satellites are put into a single text type file stored in CSV format, as are data from observations classed as daytime or night-time based on the hotspot pixel solar zenith angle (though local solar time for each hotspot is also provided in these C3S output files).
1.4.1.2. Data stored
Each C3S Level 2 Monthly Summary FRP product is stored as a space delimited ASCII text CSV file containing a monthly summary of the Level 2 Active Fire Detection and FRP Products data records collected globally over the month, and specifically information related to the location of every detected active fire (AF) hotspot pixel identified on land using the SLSTR thermal infrared channel tests. For each AF pixel present in the original Level 2 FRP product files collected over the month across the globe, the summary product stores the original SLSTR Level 1 granule pixel sample and line number, the corresponding latitude and longitude, the AF pixel FRP (MIR- and SWIR-derived where available), pixel footprint area, day/night flag, the SLSTR MIR channel used to retrieval FRP (S7 or F1) and date, time and satellite (e.g. Sentinel-3A or 3B etc). Further details of this information are provided in Table 1‑7. Separate C3S daytime and night-time files are produced, and separate files for each satellite.
Table 1‑7: Information held within each Level 2 Monthly Global Summary FRP Product File at the location of each detected active fire (AF) hotspot pixel.
Name
Units
Comment
Column
Pixel
Across-track image grid index for the detected AF pixel
Row
Pixel
Along-track image grid index for the detected AF pixel
Date
Date
Date in the format of YYYYMMDD
Time
hours, minutes and seconds
Time in the format of HHMMSS
Latitude
° (i.e., degrees)
Latitude
Longitude
° (i.e., degrees)
Longitude
sat_zenith
° (i.e., degrees)
Satellite zenith angle
FRP_MWIR
MW
Fire radiative power computed from the MWIR channel observation (either S7 or F1)
FRP_MWIR_uncertainty
MW
Uncertainty of the fire radiative power computed from the MWIR channel observation (either S7 or F1)
FRP_SWIR
MW
Fire radiative power computed from the SWIR channel observation (S6)
FRP_SWIR_uncertainty
MW
Uncertainty of the fire radiative power computed from the SWIR channel observation (S6)
Local solar time
Decimal hour
Based on latitude and solar zenith angle, allowing users to identify AF pixels detected during the descending node (morning) S3 overpass, but classified as night-time pixels due to their extreme solar zenith angle.
BT_MIR
Kelvin
MIR Brightness Temperature from the fire
BT_window
Kelvin
Mean Brightness Temperature of the valid pixels in the background window
F1_flag
Boolean
Boolean flag indicating the data from which channel was used in the FRP calculation, with 0 referring to S7 and 1 to F1
Day_flag
Boolean
Boolean flag indicating a daytime or night-time AF detection based on pixel solar zenith angle
Area
m2
Projected area of the pixel footprint on the Earth surface
Platform
-
Sentinel-3A or Sentinel -3B etc
Land/Ocean
Boolean
Boolean flag indicating the fire over the land or ocean, with 0 referring to Ocean and 1 to Land
Hotspot class
-
A different number indicates each hotspot class (based on a map of fixed geographic coordinates): 1 for vegetation fire, 2 for onshore gas flare, 4 for offshore gas flare, 8 for volcanic hotspot and 16 for industrial hotspot10
Due to an error in the processing chain of the ESA SLSTR L2 FRP NTC products (currently under correction), sometimes fires that are temporarily categorised as ‘unclassified’ are not reclassified correctly, e.g. as vegetation fires, gas flares, etc. Therefore, the user should use the classification flag in the C3S AF & FRP L2 summary product derived from the ESA SLSTR L2 FRP NTC products with caution and also consider the unclassified fires.↩
1.4.1.3. Temporal Resolution
One C3S Monthly Summary product is generated for every calendar month.
1.4.1.4. File format and size
The Level 2 Monthly Global FRP Summary productis a space delimited ASCII text file with 20 columns, stored in CSV format. The definition of each column is shown in Table 1‑7. The file size for each file is about 100 MB.
1.4.1.5. File naming convention
The C3S Level 2 Monthly Global FRP Summary Product files are named as follows: <Indicative_Date>-C3S-L2-FRP-<Indicative_sensor>-<TempRes>-<Indicative_satellite>-<day/nighttime>-fv<xx.x>.csv
<Indicative_Date>
The identifying date for this data set:
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD is two digit day of the month, and as the product is provided in monthly files this is 01.
<Indicative_sensor>
In this version of the product, it is SLSTR.
< TempRes >
In this version of the product, it is P1M.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<daytime>
Day or night-time product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
There are no metadata for the Level 2 Monthly Summary Products.
1.4.2. Level 3a Daily Gridded Active Fire and FRP Product (Daytime and Night-Time)
1.4.2.1. Temporal Resolution
The Level 3a Daily Gridded Active Fire and FRP Product provides a daily statistical gridded summary of information contained in the Level 2 Active Fire and FRP Products. The hotspot pixel information is that from active fire pixels detected with the SLSTR thermal infrared channels and stored in the original Level 2 product files. The hotspot pixels used are thus the same used to populate the Level 2 Active Fire and FRP Monthly Global Summary Products, but the temporal resolution of the Level 3a Daily Gridded Active Fire and FRP Product is daily rather than monthly.
1.4.2.2. Spatial Resolution
The Level 3a Daily Gridded FRP Product file stores daily data on a global 0.1 degree resolution grid, the grid cell is approximately 10 km by 10 km at the equator and its area decreases with latitude away from the equator.
1.4.2.3. Projection
A geographic coordinate system based on the World Geodetic System 84 (WGS84) reference ellipsoid is used, with coordinates specified in decimal degrees. Information on product projection, ellipsoid and pixel size is included in the NetCDF file, so the area covered by every grid cell can be geographically referenced without the need of additional specific pixel indicators of geographical position.
1.4.2.4. Product Layers
Each Level 3a Daily Gridded FRP Product file and each Level 3a Daily Gridded Gas Flare Product file is a tiled, multi-layer NetCDF file covering the globe at a 0.1 degree grid cell resolution and storing information extracted globally from one day of Level 2 Active Fire Detection and FRP Products.
In the Level 3a Daily Gridded FRP Product file only data in grid cells containing land are provided, in order to make the Level 3a product most relevant to vegetation and organic soil burning. Separate files store data from daytime and night-time observations, and separate files for different S3 satellites. In each file, a grid-cell location stores eight values:
Number of active fire pixels detected in each land grid cell (grid-cells considered to containing only water are given zero AF detections, since any fires would likely be due to gas flares e.g. offshore, rather than landscape fires), reported as 'fire_pixels' in the NetCDF product.
Mean FRP of the detected land-based AF pixels: reported as 'frp' in the NetCDF product.
The uncertainty of the mean FRP of the detected land-based AF pixels, reported as 'frp_unc' in the NetCDF product.
Total number of pixel observations made within the grid cell, reported as 'total_pixels' in the NetCDF product.
Total number of pixels in the grid cell whose surface conditions might impact AF detection (e.g. which contain too great an area of surface water), reported as 'surface_conditions_flag_pixels' in the NetCDF product.
Total number of pixels on land identified as containing atmospheric phenomena that might interfere with AF detection (e.g. thick cloud cover), reported as 'atmospheric_conditions_flag_pixels' in the NetCDF product.
The mean “cloud fraction” of the land pixels in a 1.1° ´1° grid cell, reported as 'atmospheric_conditions_fraction' in the NetCDF product.
Total active fire pixel count adjusted for atmospheric conditions that impede AF detection (e.g. thick cloud cover), reported as 'fire_weighted_pixels' in the NetCDF product.
The latter adjusted active fire pixel count is based on the assumption that active fires burn with the same frequency under cloud as they do under cloud free conditions, so e.g. if land in a grid cell was 30% covered by cloud during the period then the number of active fire pixels adjusted for cloud cover is simply the detected number of active fire pixels increased by 30%. It is considered that the cloud cover adjustment may work better at coarser spatial resolutions than the AF detections are made at, so cloud cover fraction has been calculated at 1.1 degree grid cell resolution, centred on each 0.1° grid cell.
In terms of frequency of coverage of each grid cell, when combined the SLSTR instruments on the two concurrently orbiting Sentinel-3 satellites provide data of any equatorial Earth location once by day and once by night, every 24 hours. Therefore, every 24 hours, each individual satellites SLSTR provides data in around half of the equatorial grid cells. However, this frequency of coverage increases at higher latitudes to orbital convergence, providing grid cells sufficiently close to the poles more observations every 24 hours than those at the equator. Whilst a constantly maintained Sentinel-3 orbit means that the frequency of coverage pattern of any particular grid cell should simply be repeated over time, users may sometimes wish to take into account the differing number of observations made at certain grid cells. The Level 3a Daily Gridded FRP Product data record ‘Total number of pixel observations made within the grid cell’ can be used for this. This parameter varies with latitude because 0.1° × 0.1° grid cells at higher latitudes are covered by a different number of SLSTR 1 km pixels compared to those at the equator. Additionally, grid cells at higher latitudes are observed more frequently by SLSTR than those at lower latitudes.
As an example, for the Level 3a Daily Gridded FRP Product file, the S3A data layer ‘fire_pixel’ stores the number of pixel observations that were made within each the grid cell during daytime passes. Some values will be zero for the daily gridded product, indicating that no observations of that grid cell were made in the period being considered. Values higher than zero indicate the number of pixel observations that fell within the grid cell, which depends on both the latitudinally-dependent km² area of the grid cell and the number of times SLSTR viewed that grid cell in the period. Some grid cells that lay at the edge of the SLSTR near nadir swath may only be partly observed during an overpass, and this will also be reflected in their recorded number of pixel observations.
Figure 1‑3 shows a C3S Daily Gridded Product (daytime) opened in the Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/) with most of the layers shown.
Figure 1‑3: An example of the layer structure of a C3S Level 3a Daily Gridded FRP (Daytime) Product for 01 August 2024, as opened in Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/).
Figure 1‑4 shows from the Level 3a Daily Gridded FRP Daytime Product of 1st March 2023 the gridded global daytime AF count (fire_pixels) and total FRP, the latter calculated by multiplying together the AF count (fire_pixels) and mean FRP (frp) data layers. Fires are particularly active in parts of South America, Northern Africa and Central Eastern Asia.
Figure 1‑4: Daily global map of (a) AF count and (b) total FRP extracted from from the Level 3a Daily Gridded FRP (Daytime) Product of 1st March 2023. Data are from Sentinel-3B in this case.
1.4.2.5. File format and size
The Level 3a Daily Gridded FRP Product files are stored in a compressed Network Common Data Form version 4 (NetCDF4) file, with metadata attributes compliant with version 1.7 of the Climate and Forecast conventions. In each file, each grid cell has eight values stored, as detailed above. The file size of each Level 3a Daily Gridded Product NetCDF4 file is around 5MB.
1.4.2.6. File naming convention
The Level 3a Daily Gridded Active Fire and FRP Product files are named as follows (with TempRes as P1D to differentiate them from other Level 3 Gridded Active Fire and FRP product files (i.e. the 27-day and monthly versions)):
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD is the two-digit day of the month.
<Indicative_sensor>
In this version of the product, it is SLSTR.
<TempRes>
In this version of the product, it is P1D.
<SpatRes>
In this version of the product, it is 0.1deg.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day or night-time product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
The metadata for the gridded data are provided as global attributes in the NetCDF file. This follows the CCI guidelines [Bennett, 2012].
1.4.3. Level 3a 27-Day Gridded Active Fire and FRP Product (Daytime and Night-Time)
1.4.3.1. Temporal Resolution
The Level 3a 27-Day Gridded Active Fire and FRP products build on the Level 3a Daily Gridded Active Fire and FRP product files by collating and summarising the same Level 2 product information - but now over a 27-day period. This time interval is selected to match the standard Sentinel-3 orbital repeat cycle, which results in the SLSTR near nadir-view viewing angles for any point on the Earth surface being essentially repeated every 27 days.
1.4.3.2. Spatial Resolution
The Level 3a 27-Day Gridded Active Fire and FRP products store information on a global 0.1 degree resolution grid.
1.4.3.3. Projection
A geographic coordinate system based on the World Geodetic System 84 (WGS84) reference ellipsoid is used, with coordinates specified in decimal degrees. Information on product projection, ellipsoid and pixel size is included in the NetCDF file, so the area covered by every grid cell can be geographically referenced without the need of adding specific pixel indicators of geographical position.
1.4.3.4. Product Layers
The 27-Day product stores the same same eight layers of information as the Level 3a Daily Gridded FRP product, but now each are calculated over a 27-Day period.
As with the daily product, for the 27-Day product the ‘Total number of pixel observations made within the grid cell’ can be used to understand the differing number of observations made at different grid cells, which changes with latitude due to both 0.1° ´ 0.1° grid cells at higher latitudes being covered by a different number of SLSTR 1 km pixels than at the equator, and also by the fact that grid cells at higher latitudes are observed more often by SLSTR compared to those at lower latitudes.
Figure 1‑5 shows a Level 3a 27-Day Gridded FRP Product (Night-time)opened in the Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/), with most of the layers shown. The 27-Day product layer structure is similar to the daily product .
Figure 1‑5: An example of the layer structure of Level 3a 27-Day Gridded FRP Product (Night-time), starting date of the data is 15 August 2024.
1.4.3.5. File format and size
Same as the daily product, the Level 3a 27-Day product stores information in a compressed Network Common Data Form version 4 (NetCDF4) file, with metadata attributes compliant with version 1.7 of the Climate and Forecast conventions. In each layer, each grid cell has eight values stored, as detailed in Section 1.3.3.4. The file size is around 10 MB.
1.4.3.6. File naming convention
The Level 3a 27-Day Gridded Active Fire and FRP product files are named as follows (with TempRes as P27D to differentiate them from other Level 3 Active Fire and FRP product types):
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD is the two digit day of the month the product starts accumulating data at.
<Indicative_sensor>
In this version of the product, it is SLSTR.
<TempRes>
In this version of the product, it is P27D.
<SpatRes>
In this version of the product, it is 0.1deg.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day or night-time product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
The metadata for the FRP maps are provided as global attributes in the NetCDF file. It follows the CCI guidelines [Bennett, 2012].
1.4.4. Level 3 Monthly Gridded Active Fire and FRP Product (Daytime and Night-Time)
1.4.4.1. Temporal Resolution
These Level 3 Monthly Active Fire and FRP products are similar to the daily and 27-day product types, collating and summarising the same information from the Level 2 product files but now compiled over one calendar month.
1.4.4.2. Spatial Resolution
The Level 3 Monthly Active Fire and FRP products provide global data at a grid cell size of 0.25 degrees. This is spatially coarser than the daily and 27-day product types and designed to match that of the MODIS Climate Modelling Grid (CMG) active fire products.
1.4.4.3. Projection
A geographic coordinate system based on the World Geodetic System 84 (WGS84) reference ellipsoid is used, with coordinates specified in decimal degrees. Information on product projection, ellipsoid and pixel size is included in the NetCDF file, so the area covered by every grid cell can be geographically referenced without the need of adding specific pixel indicators of geographical position.
1.4.4.4. Product Layers
The Monthly product stores the same same eight layers of information as the Daily and 27-Day Gridded Products, but now each are calculated over a calendar month.
As with these other products, the ‘Total number of pixel observations made within the grid cell’ can be used to understand the differing number of observations made at different grid cells, which changes with latitude due to both 0.25° ´ 0.25° grid cells at higher latitudes being covered by a different number of SLSTR 1 km pixels than at the equator, and also by the fact that grid cells at higher latitudes are observed more often by SLSTR compared to those at lower latitudes.
Figure 1‑6 shows from the Level 3 Monthly Summary AF and FRP Product (Daytime) of March 2023 the gridded global daytime AF count from S3A and the total FRP, the latter calculated by multiplying together the AF count and mean FRP data layers.
Figure 1‑6: Monthly global map of (a) AF count and (b) total FRP derived from the Level 3 Monthly Summary AF and FRP Product (Daytime) of March 2023. Data are from Sentinel-3A in this case. Compare to the daily maps of Figure 1‑3 produced using data from 1st March 2023 to see the difference accumulation of data over a one-month period makes.
1.4.4.5. File format and size
The Level 3 Monthly Summary AF and FRP Products stores data in a compressed Network Common Data Form version 4 (NetCDF4) file, with metadata attributes compliant with version 1.7 of the Climate and Forecast conventions. In each layer each grid cell has eight values stored, as detailed in Section 1.3.4.4. The file size is around 3 MB.
1.4.4.6. File naming convention
The Level 3 Monthly Summary AF & FRP Daytime Product files are named as follows (with TempRes as P1M to differentiate them from the other Level 3 Gridded product files):
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD, as the product is provided in monthly files, is 01.
<Indicative_sensor>
In this version of the product, it is SLSTR.
<TempRes>
In this version of the product, it is P1M.
<SpatRes>
In this version of the product, it is 0.25deg.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day or night-time product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
The metadata for the FRP maps are provided as global attributes in the NetCDF file. They follows the CCI guidelines [Bennett, 2012].
1.4.5. Level 2 Monthly Global Gas Flare Night-time Summary Product
1.4.5.1. Introduction
The night-time 500m SWIR band based Sentinel-3 Level 2 Active Fire Detection and FRP Products issued in non-time critical (NTC) mode are the source for the C3S gas flare products, including the Level 2 Monthly Global gas flare Location and gas flare Summary Product discussed here. Each night-time C3S Level 2 Monthly Global Gas Flare Location and FRP Summary Product is a comma delimited ASCII text CSV file containing the information shown in Table 1‑8 that is relevant to the gas flare pixels detected that month. Each Level 2 Summary Product is based on information from the shortwave-infrared derived data layer contained in tens of thousands of Level 2 Active Fire Detection and FRP Product files.
Each Level 2 Gas Flare Summary product stores essential information about pixels believed to contain active gas flares, along with a SUMMARY FLAG dataset providing information on every pixel in the 3-minute Universal time granule related primarily to the output of the active fire detection tests. The Level 2 Monthly Global Gas Flare Location and FRP Summary Product provides a text-based summary of the Level 2 Active Fire Detection and FRP Product data collected over the period of one month at the locations of all detected active fire pixels across the globe.
The Monthly Global Gas Flare Night-time Summary product stores the latitude, longitude, FRP, date, time and associated data of every SWIR-detected hotspot pixel confirmed to have been likely to be due to a gas flare via a series of spectral and temporal tests and present in the Level 2 Gas Flare Detection and FRP Products of that month, as detailed in Section 1.4.5.2. The separate summaries of the data records coming from the S3A and S3B satellites are put also into separate text type files stored in CSV format.
1.4.5.2. Date usage information
The original Sentinel-3 Level 2 Active Fire Detection and FRP Product files contain a shortwave infrared derived data layer that includes all detected hotspot types having a significant night-time SWIR emission signal, but these are filtered by the C3S algorithm to only leave in the S3S Gas Flare products information related to gas flare hotspots.
The FRP of gas flares is best derived from SWIR rather than MIR observations, and so information related to the gas flare pixel detections and their SWIR-derived FRP stored in each L2 Summary Product includes (i) the original SLSTR Level 1 granule pixel sample and line number, (ii) the corresponding latitude and longitude, (iii) the gas flare pixel SWIR-derived FRP and uncertainty, (iv) pixel footprint area of the SWIR channel used (S6) for FRP derivation, day/night flag, and (v) date, time and satellite (e.g., Sentinel-3A or 3B). Further details of this information are provided in Table 1‑8.
Table 1‑8: Information held within each Level 2 Monthly Global Gas Flare Night-time Summary Product File at the location of each detected gas flare (GF) pixel for each Sentinel-3 satellite.
Name
Units
Comment
Column
Pixel
Across-track image grid index for the detected GF pixel
Row
Pixel
Along-track image grid index for the detected GF pixel
Date
Date
Date in the format of YYYYMMDD
Time
hours, minutes and seconds
Time in the format of HHMMSS
Latitude
° (i.e., degrees)
Latitude
Longitude
° (i.e., degrees)
Longitude
FRP_SWIR
MW
Fire radiative power computed from the SWIR channel observation (S6)
Sat_Zenith
° (i.e., degrees)
Satellite Zenith Angle
FRP_SWIR_uncertainty
MW
Uncertainty of the fire radiative power computed from the SWIR channel observation (S6)
S56_cluster_ratio
(Wm-2sr-1µm-1)(Wm-2sr-1µm-1) -1
The S5 to S6 spectral radiance ratio, calculated at the cluster level (therefore all hotspot pixels within a cluster will have the same value)
Local solar time
Decimal hour
Based on latitude and solar zenith angle, allowing users to identify AF pixels detected during the descending node (morning) S3 overpass, but classified as night-time pixels due to their extreme solar zenith angle.
Day_flag
Boolean
Boolean flag indicating a daytime or night-time detection based on pixel solar zenith angle
Area
m2
Projected area of the pixel footprint on the Earth surface
Platform
-
Sentinel-3A or Sentinel -3B
Land/Ocean
Boolean
Boolean flag indicating the gas flare (GF) over the land or ocean, with 0 referring to Ocean and 1 to Land
1.4.5.3. Temporal Resolution
The monthly summary product is generated every calendar month, at present the product only includes night-time gas flares over land and ocean.
1.4.5.4. File format and size
The Level 2 Monthly Global Gas Flare Night-time Summary Product is a space delimited ASCII text file with 15 columns, stored in CSV format. The definition of each column is shown in Table 1‑8. The file size for each file is about 3 MB.
1.4.5.5. File naming convention
The C3S Level 2 Monthly Global Gas Flare Summary Product files are named as follows: <Indicative_Date>-C3S-L2-FRP-<Indicative_sensor>-<TempRes>-<Indicative_satellite>-<gasflares>-fv<xx.x>.csv
<Indicative_Date>
The identifying date for this data set:
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD is the two digit day of the month. As the product is provided in monthly files this is always 01.
<Indicative_sensor>
In this version of the product, it is SLSTR.
< TempRes >
In this version of the product, it is P1M.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day, night-time or gas flare product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
There is no metadata for Level-2 monthly summary gas flare product.
1.4.6. Level 3a Daily Gridded Gas Flare Night-time Product
1.4.6.1. Temporal Resolution
The Level 3a Daily Gridded Gas Flare Night-time Product is generated on a daily basis.
1.4.6.2. Spatial Resolution
The Level 3a Daily Gridded Gas Flare Night-time Product file stores daily data on a global 0.1° resolution grid, the grid cell is approximately 10 km by 10 km at the equator and its area decreases with latitude away from the equator.
1.4.6.3. Projection
The Level 3a Daily Gridded Gas Flare Night-time Product file stores data on a global 0.1° resolution grid. A geographic coordinate system based on the World Geodetic System 84 (WGS84) reference ellipsoid is used, with coordinates specified in decimal degrees. Information on product projection, ellipsoid and pixel size is included in the NetCDF file, so the area covered by every grid cell can be geographically referenced without the need of additional specific pixel indicators of geographical position.
1.4.6.4. Product Layer
Each Level 3a Daily Gridded Gas Flare Night-time Product file is a tiled NetCDF file covering the globe at a 0.1° grid cell resolution. The AF & FRP data from different satellite are put in different files, one for Sentinel-3A, and one for Sentinel-3B. Each file stores information contained in one day of Level 2 Sentinel-3 AF detection and FRP Product files. Data in grid cells containing land or water are provided, since gas flares can be present in both environments. In each product a grid-cell location stores six values relevant to SLSTR night-time observations classed as gas flares:
Total number of shortwave-infrared detected hotspots identified as gas flare pixels, reported as 'fire_pixels' in the NectCDF product.
Mean FRP (derived from SWIR channel observations) of all detected gas flare pixels, reported as 'frp' in the NectCDF product.
Uncertainty on this SWIR-derived mean FRP, reported as 'frp_unc' in the NectCDF product.
Total number of detected gas flare pixels when the cell was fully observed cloud-free, reported as 'fire_pixels_cloudfree' in the NectCDF product.
Mean SWIR-derived FRP derived from the flare pixels detected when the cell was fully observed cloud-free, reported as 'frp_cloudfree' in the NectCDF product.
Uncertainty on this SWIR-derived mean FRP, reported as 'frp_unc_cloudfree' in the NectCDF product.
The grid cells will have typically six data layers, representing information derived from the night-time (ascending node) Sentinel-3 A or B overpasses. Figure 1‑7 shows a Level 3a Daily Gridded Gas Flare Night-time Product as opened in the Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/) with all of the layers shown.
Figure 1‑7: An example of the layer structure of the C3S Level 3a Daily Gridded Gas Flare Night-time Product for 01 Oct. 2024 derived from Sentinel-3A, as opened in Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/).
Figure 1‑8 shows the Level 3a Daily Gridded Gas Flare Night-time S3A Product of 15 September 2024; (a) the gridded global night-time Gas Flare count (fire_pixels) and (b) total FRP, the latter calculated by multiplying together the Gas Flare count (fire_pixels) and mean FRP (frp) data layers. Gas Flare Fires are particularly active in Arabian Peninsula during this period.
Figure 1‑8: Daily global map of (a) AF count and (b) total FRP derived from the Level 3a Daily Gridded AF & FRP Gas Flare Night-time S3A Product of 15 September 2024. Data are from Sentinel-3A in this case.
1.4.6.5. File format and size
The Level 3a Daily Gridded Gas Flare Night-time Product file is stored in a compressed Network Common Data Form version 4 (NetCDF4) file, with metadata attributes compliant with version 1.7 of the Climate and Forecast conventions. AF data coming from observations made by the different Sentinel-3 satellites (Sentinel-3A and -3B currently) have separate layers in the NetCDF file, and ultimately there will be two Sentinel-3A and two Sentinel-3B layers – representing data from the daytime and nighttime overpasses of each satellite (currently a full daytime Level 2 FRP NTC product does not exist with which to create the Level 3 day-time data layers). In each layer of the gridded Level 3a product, each grid cell has six values stored, as detailed in Section 1.3.6.4. The file size of each Level 3a daily gridded Night-time product NetCDF4 file is around 0.4 MB.
1.4.6.6. File naming convention
The Level 3a Daily Gridded Gas Flare Night-time Product files are named as follows (with TempRes as P1D to differentiate them from other Level 3 Gridded Gas Flare Night-time Product files):
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD is the two-digit day of the month.
<Indicative_sensor>
In this version of the product, it is SLSTR.
<TempRes>
In this version of the product, it is P1D.
<SpatRes>
In this version of the product, it is 0.1deg.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day, night-time or gas flare product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
The metadata for the Night-time AF & FRP maps are provided as global attributes in the NetCDF file. It follows the CCI guidelines (Bennett, 2012).
1.4.7. Level 3a 27-Day Gridded Gas Flare Night-time Product
1.4.7.1. Temporal Resolution
The Level 3a 27-Day Gridded Gas Flare Night-time Product builds on the Level 3a daily product by collating and summarising the information contained therein at the same 0.1° grid cell resolution, but now over a 27-day period. This time interval is selected to match the standard Sentinel-3 orbital repeat cycle.
1.4.7.2. Spatial Resolution
The Level 3a 27-Day Gridded Gas Flare Night-time Product builds on the Level 3a daily product and stores information on a global 0.1° resolution grid.
1.4.7.3. Projection
The Level 3a 27-Day Gridded Gas Flare Night-time Product file builds on the Level 2 Active Fire Detection and FRP Products files and is stored on the global 0.1° resolution grid similar to the Level 3a Daily Gridded Gas Flare Product. A geographic coordinate system based on the World Geodetic System 84 (WGS84) reference ellipsoid is used, with coordinates specified in decimal degrees. Information on product projection, ellipsoid and pixel size is included in the NetCDF file, so the area covered by every grid cell can be geographically referenced without the need of adding specific pixel indicators of geographical position.
1.4.7.4. Product Layer
The 27-Day product stores the same same six layers of information as the Level 3a Daily Gridded Gas Flare Night-time Product, but now each are calculated over a 27-Day period. Also as with the Level 3a Daily Gridded Gas Flare Product, data from S3A and S3B are stored in separate files, which are now calculated over the 27-day period.
Figure 1‑9 shows a Level 3a 27-Day Gridded Gas Flare Night-time Product opened in the Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/), with all of the layers shown. The layer structure is similar to the daily Night-time product.
Figure 1‑9: An example of the layer structure of the C3S Level 3a 27-Day Gridded Gas Flare Night-time Product starting date of the data is 08 Oct. 2024, as opened in Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/).
1.4.7.5. File format and size
In the same way as the Level 3a Daily Gridded Gas Flare Night-time Product, the Level 3a 27-Day Gridded Gas Flare Night-time Product stores information in a compressed Network Common Data Form version 4 (NetCDF4) file, with metadata attributes compliant with version 1.7 of the Climate and Forecast conventions. In each layer, each grid cell has six values stored, as detailed in Section 1.4.7.4. The file size is around 0.4 MB.
1.4.7.6. File naming convention
The Level 3a 27-Day Gridded Gas Flare Night-time Product files are named as follows (with TempRes as P27D to differentiate them from other Level 3 Gridded Gas Flare Night-time Product files ):
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD is the two digit day of the month at which the product starts accumulating data.
<Indicative_sensor>
In this version of the product, it is SLSTR.
<TempRes>
In this version of the product, it is P27D.
<SpatRes>
In this version of the product, it is 0.1deg.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day, night-time or gas flare product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
The metadata for the Night-time Gas Flare maps are provided as global attributes in the NetCDF file. It follows the CCI guidelines (Bennett, 2012).
1.4.8. Level 3 Monthly Gridded Gas Flare Night-time Product
1.4.8.1. Temporal Resolution
The Level 3 Monthly Summary Gas Flare Night-time Product builds on the prior Level 3a Gridded Gas Flare Products by collating and summarising the information relevant to gas flares, but now that related to a calendar month.
1.4.8.2. Spatial Resolution
The Level 3 Monthly Summary Gas Flare Night-time Product provides global data at a grid cell size of 0.25°, matching that of the MODIS Climate Modelling Grid (CMG) active fire products.
1.4.8.3. Projection
The Level 3 Monthly Summary Gas Flare Night-time Product stores data on a global 0.25° resolution grid. A geographic coordinate system based on the World Geodetic System 84 (WGS84) reference ellipsoid is used, with coordinates specified in decimal degrees. Information on product projection, ellipsoid and pixel size is included in the NetCDF file, so the area covered by every grid cell can be geographically referenced without the need of adding specific pixel indicators of geographical position.
1.4.8.4. Product Layer
The Level 3 Monthly Summary Gas Flare Night-time Product stores the same same six layers of information as the Level 3a Daily Gridded Gas Flare Night-time Product, but now each are calculated over a calendar month period. Also as with the Level 3a Daily Gridded Gas Flare Product, data from S3A and S3B are stored in separate files, which are now calculated over the period of one month.
Figure 1‑10 shows a Level 3 Monthly Summary Gas Flare Night-time Product opened in the Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/), with all the layers shown. The layer structure is similar to the daily and 27-Day Night-time product.
Figure 1‑10: An example of the layer structure of the C3S Level 3 Monthly Summary Gridded Gas Flare Night-time Product of January 2024, as opened in Panoply Data Viewer (https://www.giss.nasa.gov/tools/panoply/).
Figure 1‑11 shows from the Level 3 Monthly Gridded Gas Flare Night-time S3B Product of January 2024 (a) the gridded global night-time Gas Flare count from S3B and (b) the total FRP, the latter calculated by multiplying together the AF count and mean FRP data layers.
Figure 1‑11: Monthly global map of (a) Gas Flare pixel count and (b) total FRP derived from the Level 3 Monthly Summary Gas Flare Night-time S3B Product of January 2024.
1.4.8.5. File format and size
In the same way as for the Level 3a 27-Day Gridded Gas Flare Night-time Products, the Level 3 Monthly Summary Gas Flare Night-time Product stores data in a compressed Network Common Data Form version 4 (NetCDF4) file, with metadata attributes compliant with version 1.7 of the Climate and Forecast conventions. In each layer each grid cell has six values stored, as detailed in Section 1.3.6.4 The file size is around 0.15 MB.
1.4.8.6. File naming convention
The Level 3 Monthly Summary Gas Flare Night-time Product files are named as follows (with TempRes as P1M to differentiate them from other Level 3 Gridded Gas Flare Night-time Product files ):
The format is YYYYMMDD, where YYYY is the four-digit year, MM is the two-digit month from 01 to 12 and DD, as the product is provided in monthly files, is always 01.
<Indicative_sensor>
In this version of the product, it is SLSTR.
<TempRes>
In this version of the product, it is P1M.
<SpatRes>
In this version of the product, it is 0.25deg.
<Indicative_satellite>
The identifying sentinel-3 satellite, currently there are two operating sentinel-3 satellites: sentinel-3A and -3B. For sentinel-3A, its S3A, sentinel-3B, its S3B.
<day/nighttime>
Day, night-time or gasflare product
fv<File_Version>
File version number in the form n{1,}[.n{1,}] (That is 1 or more digits followed by optional . and another 1 or more digits). This version is fv1.2.
The metadata for the Night-time Gas Flare maps are provided as global attributes in the NetCDF file. It follows the CCI guidelines (Bennett, 2012).
1.4.9. Examples of known climate applications and best practices
This section will be updated when examples come to light.
1.4.10. Known Issues and Limitations
Issue 1:
Due to an error in the processing chain of the ESA SLSTR L2 FRP NTC products (currently under correction), sometimes fires that are temporarily categorised as ‘unclassified’ are not reclassified correctly, e.g. as vegetation fires, gas flares, etc. Therefore, the user should use the classification flag in the C3S AF & FRP L2 summary product derived from the ESA SLSTR L2 FRP NTC products with caution and also consider the unclassified fires.
Issue 2:
For v1.0 and v1.2 for the years 2020–2023, an error in the metadata of all delivered gridded AF & FRP data (1D, 27-day, and 1M products v1.0 and v1.2) have been identified. Specifically, the global attribute "title" is currently set to "ECMWF C3S Gridded OLCI Fire Radiative Power product", whereas it should correctly read "SLSTR" instead of "OLCI". It should be noted that the global attribute ‘sensor’ has been correctly assigned the value ‘SLSTR’. This issue is solved in September 2025.
The Sentinel-3 SLSTR Level 2 Active Fire Detection and FRP Products from which the C3S products are derived are based on the SLSTR Level 2 FRP product algorithm described in Xu et al. (2020) and the ATBD (E.U. Copernicus Climate Change Service, 2025).
2.2. Data provider
The C3S FRP products are produced by Brockmann Consult GmbH based on the ATBD (E.U. Copernicus Climate Change Service, 2025). Brockmann Consult GmbH are responsible for the distribution of the datasets.
2.3. Copyright notice: EC C3S FRP
Should you write any scientific publication on the results of research activities that use one or several C3S products as input, you shall acknowledge the EC C3S FRP project in the text of the publication and provide the project with an electronic copy of the publication via ECMWF Support Portal.
If you wish to use one or several FRP products in advertising or in any commercial promotion, you shall acknowledge the EC C3S FRP project and you must submit the layout to the project for approval beforehand also via ECMWF Support Portal.
Bennett, V. (2012). Guidelines for Data Producers - Climate Change Initiative Phase I, CCI-PRGM-EOPS-TN-11-0003. Issue 2.1. Date 20.03.2012.
Bowman, D. M., Balch, J. K., Artaxo, P., Bond, W. J., Carlson, J. M., Cochrane, M. A., ... & Johnston, F. H. (2009). Fire in the Earth system. science, 324(5926), 481-484, DOI: 10.1126/science.1163886.
Fisher, D., & Wooster, M. J. (2019). Multi-decade glbal gas flaring change inventoried using the ATSR-1, ATSR-2, AATSR and SLSTR data records. Remote Sensing of Environment, 232, 111298, DOI:. 10.1016/j.rse.2019.111298
Freeborn, P. H., M. J. Wooster, W. M. Hao, C. A. Ryan, B. L. Nordgren, S. P. Baker, and C. Ichoku (2008), Relationships between energy release, fuel mass loss, and trace gas and aerosol emissions during laboratory biomass fires, J. Geophys. Res., 113, D01301, doi:10.1029/2007JD008679.
GCOS-200 (2016). The Global Observing System for Climate: Implementation Needs. GCOS-200, Geneva, Switzerland: World Meteorological Organization https://library.wmo.int/idurl/4/55469 (Permalink, access date: 28/10/2024).
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NetCDF (2010). NetCDF Climate and Forecast (CF) Metadata Conventions. Issue 1.5. Date 25.10.2010.
Wooster, M.J., Zhukov, B., & Oertel, D. (2003). Fire radiative energy for quantitative study of biomass burning: derivation from the BIRD experimental satellite and comparison to MODIS fire products. Remote Sensing of Environment, 86, 83-107, DOI:. 10.1016/S0034-4257(03)00070-1.
Wooster, M. J., Roberts, G., Perry, G. L. W., & Kaufman, Y. J. (2005). Retrieval of biomass combustion rates and totals from fire radiative power observations: FRP derivation and calibration relationships between biomass consumption and fire radiative energy release. Journal of Geophysical Research: Atmospheres, 110(D24) , DOI: 10.1029/2005JD006318.
Wooster, M. J., Xu, W., & Nightingale, T. (2012). Sentinel-3 SLSTR active fire detection and FRP product: Pre-launch algorithm development and performance evaluation using MODIS and ASTER datasets. Remote Sensing of Environment, 120(0), 236–254, DOI: 10.1016/j.rse.2011.09.033.
Xu, W., Wooster, M. J., He, J., & Zhang, T. (2020). First study of Sentinel-3 SLSTR active fire detection and FRP retrieval: Nighttime algorithm enhancements and global intercomparison to MODIS and VIIRS AF products. Remote Sensing of Environment, 248, 111947, DOI: 10.1016/j.rse.2020.111947.
Xu, W., Wooster, M. J., Polehampton, E., Yemelyanova, R., & Zhang, T. (2021). Sentinel-3 active fire detection and FRP product performance-Impact of scan angle and SLSTR middle infrared channel selection. Remote Sensing of Environment, 261, 112460, DOI: 10.1016/j.rse.2021.112460.
Xu, W. and Wooster, M.J. (2023). Sentinel-3 SLSTR active fire (AF) detection and FRP daytime product-Algorithm description and global intercomparison to MODIS, VIIRS and Landsat AF data. Science of Remote Sensing, p.100087, DOI: 10.1016/j.srs.2023.100087.
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ANNEXES
Annex A - Level 3a Daily Gridded AF & FRP Daytime Product metadata
:long_name = "Total number of S3B daytime pixels unprocessed by the AF detection algorithm due to them being considered unsuitable surfaces, e.g. permanent water";
:long_name = "Total number of S3B daytime pixels unprocessed by the AF detection algorithm due to them being considered to have unsuitable atmospheric conditions for FRP product processing, e.g. certain types of cloud";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 Daily FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.1 degree spatial and at 1-day temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:long_name = "Total number of S3B daytime pixels unprocessed by the AF detection algorithm due to them being considered unsuitable surfaces, e.g. permanent water";
:long_name = "Total number of S3B daytime pixels unprocessed by the AF detection algorithm due to them being considered to have unsuitable atmospheric conditions for FRP product processing, e.g. certain types of cloud";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 27-Day FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.1 degree spatial and at 27-day temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:long_name = "Total number of S3A daytime pixels unprocessed by the AF detection algorithm due to them being considered unsuitable surfaces, e.g. permanent water";
:long_name = "Total number of S3A daytime pixels unprocessed by the AF detection algorithm due to them being considered to have unsuitable atmospheric conditions for FRP product processing, e.g. certain types of cloud";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 Monthly Summary FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.25 degree spatial and at 1 month temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:long_name = "Total number of S3A nighttime pixels unprocessed by the AF detection algorithm due to them being considered unsuitable surfaces, e.g. permanent water";
:long_name = "Total number of S3A nighttime pixels unprocessed by the AF detection algorithm due to them being considered to have unsuitable atmospheric conditions for FRP product processing, e.g. certain types of cloud";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 Daily FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.1 degree spatial and at 1-day temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:long_name = "Total number of S3A nighttime pixels unprocessed by the AF detection algorithm due to them being considered unsuitable surfaces, e.g.permanent water";
:long_name = "Total number of S3A nighttime pixels unprocessed by the detection algorithm due to them being considered to have atmospheric conditions for FRP product processing, e.g. certain types cloud";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 27-Day FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.1 degree spatial and at 27-day temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:keywords_vocabulary = "NASA Global Change Master Directory (GCMD) Science keywords";
:cdm_data_type = "Grid";
:comment = "These data were produced as part of the Copernicus Climate Change Service programme."; :date_created = "20221216T022306Z"; :creator_name = "Brockmann Consult GmbH";
:long_name = "Total number of S3A nighttime pixels unprocessed by the AF detection algorithm due to them being considered unsuitable surfaces, e.g. permanent water";
:long_name = "Total number of S3A nighttime pixels unprocessed by the detection algorithm due to them being considered to have unsuitable atmospheric conditions for FRP product processing, e.g. certain types of cloud";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 Monthly Summary FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.25 degree spatial and at 1 month temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:keywords_vocabulary = "NASA Global Change Master Directory (GCMD) Science keywords";
:cdm_data_type = "Grid"; :comment = "These data were produced as part of the Copernicus Climate Change Service programme."; :date_created = "20230614T175255Z";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 Daily FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.1 degree spatial and at 1-day temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 27-Day FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.1 degree spatial and at 27-day temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
:summary = "The Copernicus Climate Change Service issues three Level 3 Fire Radiative Power (FRP) Products, each generated from Level 2 Sentinel-3 Active Fire Detection and FRP Products issued in NTC mode, which themselves are based on Sentinel 3 SLSTR data. The global Level 3 Monthly Summary FRP Products synthesise global data from the Level 2 AF Detection and FRP Product granules at 0.25 degree spatial and at 1 month temporal resolution, and also provide some adjustments for unsuitable atmospheric condition since e.g clouds can mask actively burning fires from view. These products are primarily designed for ease of use of the key information coming from individual granule-based Level 2 Products, for example in global modelling, trend analysis and model evaluation. Each product is available in separate files per platform (S3A, S3B, ...) and per nighttime and daytime observations.";
:keywords = "Fire Radiative Power, Climate Change, ESA, C3S, GCOS";
This document has been produced in the context of the Copernicus Climate Change Service (C3S).
The activities leading to these results have been contracted by the European Centre for Medium-Range Weather Forecasts, operator of C3S on behalf of the European Union (Delegation agreement signed on 11/11/2014). All information in this document is provided "as is" and no guarantee or warranty is given that the information is fit for any particular purpose.
The users thereof use the information at their sole risk and liability. For the avoidance of all doubt , the European Commission and the European Centre for Medium - Range Weather Forecasts have no liability in respect of this document, which is merely representing the author's view.