Normalised Difference Moisture Index (NDMI): JNCC Sentinel-2 indices Analysis Ready Data (ARD)
Summary
NDMI can be used to assess vegetation moisture content, and is calculated as the ratio between the near-infrared (NIR) and short-wave infrared (SWIR) bands. It is commonly used to assess water stress in plants. Positive values tend to correspond to vegetated surfaces, with the value increasing towards 1 as moisture content and vegetation density increase.
NDMI = (NIR – SWIR) / (NIR + SWIR)
Sentinel-2 NDMI (Defra/JNCC ARD bands) = (B07 – B09) / (B07 + B09)
Equivalent ESA Sentinel-2 bands: B08, B11
Data are provided in EPSG: 27700 OSGB36 / British National Grid, with a pixel size of 10m, and data is pixel-aligned to the source ARD file. No-data pixels are set to a value of -9999.
These data have been created by the Joint Nature Conservation Committee (JNCC) as part of the “Earth observation-based habitat condition change detection” project. This project is funded by the Department for Environment, Food and Rural Affairs (Defra) as part of the Natural Capital and Ecosystem Assessment (NCEA) programme. The project seeks to facilitate the effective uptake and use of Earth Observation data by producing data and tools for investigating and detecting parcel-level change in habitats and habitat condition.
The dataset contains NDVI, NDMI, NDWI, NBR and EVI2 indices derived from Defra and JNCC Sentinel-2 ARD. Index files have been generated for Sentinel-2 granules covering England and Scotland for the period from 2015 to 2024. Note that new unmasked index files (v2) have superseded the previous masked index files (v1). Masked files will no longer be produced. Users can mask the new index files if required using the cloud and topographic shadow masks provided with the ARD, or masks of their choice.
Contains modified Copernicus Sentinel data 2015-2024.
Categories
Keywords
- Habitats and biotopes
- Land cover
- environmental indicator
- indicator
- indicator of environmental quality
- habitat
- raster
- remote sensing
- multispectral scanner
- geo-referenced data
- land cover
- environmental change
- monitoring
- Analysis Ready Data
- EO indices
- Habitat change
- Habitat condition
- JNCC
- NCEA
- NDMI
- Normalised Difference Moisture Index
- Sentinel
- Sentinel 2
Use limitation statement
There are no public access constraints to this data. Use of this data is subject to the licence identified.
Licence
Open Government LicenceAttribution statement
© Joint Nature Conservation Committee copyright and/or database right 2025. All rights reserved. Contains modified Copernicus Sentinel data 2015-2024.
Technical information
Update frequency
biannually
Lineage
Index equation from Sentinel Hub custom scripts (link in Supporting Information). Sentinel-2 surface reflectance products are obtained from Defra and JNCC Sentinel-2 ARD CEDA dataset. NDMI index files are generated in R v4.4.1 (R Core Team, 2024) using the calc function of the R package raster v3.6-26 (Hijmans, 2023). Data are provided in EPSG: 27700 OSGB36 / British National Grid, with a pixel size of 10m, and data is pixel-aligned to the source ARD file. No-data pixels are set to a value of -9999. All index files are quality checked automatically as part of the processing workflow. The QC process checks that the following are as expected: the data value range, file format, coordinate reference system, no-data value, data type, pixel size, pixel alignment with the source ARD file. As part of workflow testing, a representative subset of data was also manually checked. Contains modified Copernicus Sentinel data 2015-2024.
Spatial information
Coordinate reference system
http://www.opengis.net/def/crs/EPSG/0/27700Geographic extent
- Latitude from: 49.8647926358421 to 60.8607658077002
- Longitude from: -8.64999583330431 to 1.76370560966352
Metadata information
Language
English
Metadata identifier
c35ff54e-0633-4b52-b053-e380d557cc62
Published by
Joint Nature Conservation Committee
Contact publisher
N/A
Dataset reference dates
Creation date
19 October 2022
Revision date
14 March 2025
Publication date
N/A
Period
- From: 08 July 2015
Related datasets
N/A
Search
Data and Supporting Information
Data services and download by area of interest | Link | Action |
---|---|---|
JNCC Sentinel-2 ARD NDMI v2, unmasked index files for the period from 2015 to 2024. | Open link | |
JNCC Sentinel-2 ARD NDMI v2. | Open link | |
JNCC Sentinel-2 ARD NDMI v1, masked index files (using the Defra and JNCC ARD cloud and topographic shadow masks) for the period from 2015 to October 2022. | Open link | |
JNCC Sentinel-2 ARD NDMI v1. | Open link | |
Defra and JNCC Sentinel-2 Analysis Ready Data (ARD) | Open link | |
Defra and JNCC Sentinel-2 Analysis Ready Data (ARD) | Open link | |
Sentinel Hub: Normalized Difference Moisture Index (NDMI) | Open link | |
JNCC 'Simple ARD Service' user guide | Open link | |
R Core Team (2024). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. | Open link | |
Hijmans, R. (2023). raster: Geographic Data Analysis and Modeling. R package version 3.6-26 | Open link |