Illustrative: satellite orbits, their ground swaths or the lines of sight a receiver keeps

Risk Academy, led by the Nexus Consortium · Earth and Environmental Sciences

Earth observation and Earth system data

Every risk layer on the stage started as an observation: a satellite overpass, a gauge, a buoy or a reanalysis that joins them with a model.

Map earth observation and Earth system data on a real place

01Model

The model, step by step

The model

From a pixel to an area with error bars: how revisit, cloud and accuracy decide what a change map can claim

DataModelGateDecision

7 steps
Half-width as a share of the area
9.8%
Clear looks in a 90-day season
7.2
Chance of at least one clear look
100.0%
Producer's accuracy (teaching link to detection)
90%
/

The model From a pixel to an area with error bars: how revisit, cloud and accuracy decide what a change map can claim

02Scope

What the discipline covers

The subtopics its courses and labs teach.

Earth observation and Earth system data: 0 primary courses open, 0 in preparation and 0 also taught here, across 9 subtopics. Courses: none yet.
Earth observation and Earth system data at a glance
  • Open, 0
  • In preparation, 0
  • Subtopics, 9
Course codes from the curriculum; study levels L1 to L4.
Courses
In development
Levels
In development
Labs
In development
  • Satellite missions and sensors (optical, radar, thermal, altimetry, gravimetry)
  • In situ observing networks
  • Reanalysis datasets such as ERA5
  • GCOS Essential Climate Variables
  • Earth system digital twins and Destination Earth
  • Geospatial foundation models and satellite embeddings
  • Analysis-ready data and cloud-native formats
  • Product validation and uncertainty
  • Copernicus and open data policies
03The discipline

The field and its scope

For data scientists, GIS analysts, remote-sensing practitioners and risk modellers who need to choose an Earth observation product, read its resolution and error, and know when a reanalysis or a satellite field can be trusted.

04Measures

Quantities and units

05Methods

Methods and their limits

Each method is listed with what it assumes and where it fails.

06Debates

What the field debates

07Bodies and data

Bodies that set practice, and the data they publish

Bodies and standards are named so learners can find and apply their published work; the Academy teaches their use and links to the publisher, and no affiliation is implied.

08Simulator

Run the discipline's simulator

Earth observation and Earth system data's own model, as a live chart: move each parameter and read how the outputs respond.

09Maps

Build a twin of any place

Search any place or open the world; the layers and generators follow earth observation and Earth system data on the planet map, the globe and in 3D.

The Po at Casale Monferrato and the Vercelli rice plain: a flat plan of the faculty twin. Terrain 63 to 471 m; River 435 km; Canal 2,280 km; River discharge, GloFAS via Open-Meteo: read live when the 3D twin opens; Vegetation index, MODIS Terra NDVI 8-day: read live when the 3D twin opens; Soil moisture, SMAP L3 (daily): read live when the 3D twin opens; Precipitation rate, GPM IMERG (30 minutes): read live when the 3D twin opens; Surface water extent, OPERA DSWx (HLS): read live when the 3D twin opens; True colour at 30 m, HLS Sentinel-2 (daily granules): read live when the 3D twin opens. Contours every 50 metres from the elevation grid; rivers and named canals by class.
The Po at Casale Monferrato and the Vercelli rice plain, Italy. Flat plan of the same data: relief as contours from the inline grid, rivers and canals, and the numbers below. The 3D twin opens on devices with WebGL once its data and library have been checked.
  • Terrain 63 to 471 m
  • River 435 km
  • Canal 2,280 km
  • River discharge, GloFAS via Open-Meteo: read live when the 3D twin opens
  • Vegetation index, MODIS Terra NDVI 8-day: read live when the 3D twin opens
  • Soil moisture, SMAP L3 (daily): read live when the 3D twin opens
  • Precipitation rate, GPM IMERG (30 minutes): read live when the 3D twin opens
  • Surface water extent, OPERA DSWx (HLS): read live when the 3D twin opens
  • True colour at 30 m, HLS Sentinel-2 (daily granules): read live when the 3D twin opens
Credits and dates per layer are listed under the stage. Relief in the twin is exaggerated ×1.5 for legibility.

Drag to move, right drag or Shift with a drag to turn and tilt, Ctrl with the wheel to zoom. Keyboard: arrows move, Shift with arrows turn and tilt, + and - zoom, 0 resets, V steps through the views, Escape clears.

Flat plan of the same data: relief as contours from the inline grid, rivers and canals, and the numbers below. The 3D twin opens on devices with WebGL once its data and library have been checked.

The boundaries, names and designations shown do not imply any judgement on the legal status of any territory, or any endorsement or acceptance of such boundaries. Countries: Natural Earth (public domain).

10Research hub

Research hub: papers, preprints and datasets

Open scholarly sources searched with the subject terms of Earth observation and Earth system data.

Search termsEarth observation and Earth system data; Satellite missions and sensors; In situ observing networks; Reanalysis datasets such as ERA5; GCOS Essential Climate Variables; Earth system digital twins and Destination EarthDerived from the Risk Academy page on Earth observation and Earth system data.

  • OpenAlexlisted for reference; not queried
  • Crossreflisted for reference; not queried
  • DataCitelisted for reference; not queried
  • Zenodolisted for reference; not queried
  • arXivlisted for reference; not queried
  • Europe PMClisted for reference; not queried
  • OpenAIRE Graphlisted for reference; not queried

No source is enabled for live display on this site yet: the sources are listed for reference and none is queried. Once the publisher of record enables a source after its terms are reviewed, recent works are listed here. Metadata and links only: title, authors, venue, year, type, open-access status and licence as each source records them; works are listed for orientation, not reviewed or endorsed.

11Hub

Research and tools

Research and preprints as they are published, by discipline, with the faculty's other tools.

The hub lists the newest research and preprints for Earth observation and Earth system data, each with its source and date. Open the research hub

12Courses

Courses in this discipline

Courses for this discipline are in development; until they open, study it through the connected courses and open lessons below.

The course catalogue lists every open course of the Academy.

13Technology in this area

How technology helps and what risk it brings

14Achievements

Achievements in this discipline

  1. Course achievements

    One for each course with this as its primary discipline, earned when you pass the course's assessed activities.

  2. Department: Climate and Ocean Sciences

    Earn two discipline achievements in the Department of Climate and Ocean Sciences. In development.

An achievement is a record of the learning completed and assessed here. How recognition works.

15Where this is practised

Where the subject is practised

A field platform page on this subject is in development.

16Practised in

The two Nexus Foundry systems where it is practised

  • Nexus FoundryEOP systemEarth observation is acquired, processed and comparedAcquisition room, Change room
  • OP systemObservations rest on calibrated instrumentsMetrology room

Nexus Foundry system pages describe what each system and its rooms are designed to do; the courses teach the methods these systems apply.

17Across the ecosystem

Across the ecosystem

19References

Core references and where to begin

Start with Bojinski, then Hersbach, then Olofsson.

NRNexus Reports gateway · GW-ACADEMY

Contribute to Nexus Reports from this page.

Nexus Reports is the Consortium's quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.

Risk Academy
Earth observation and Earth system data

Prepare with a related course

Open courses in connected disciplines teach the methods this discipline will build on.

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