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Trustable, interoperable, and traceable satellite-derived data

Metrology
for Earth
Observation

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Project objective

Laying the ground to develop expertise in earth observation metrology following QA4EO guidelines

Project objective

New concepts for assessing Earth Observation product data quality

Project objective

Tools and AI-supported refinements for CEOS-PVP Cal/Val matchup selection + analysis framework

TRUSTWORTHY SATELLITE-DERIVED DATA
Interoperable satellite-derived data

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ESA FRM Workshop

18 May 2026, IQST, National Physical Laboratory, Teddington

  • Rising to the challenge of FRM classification

    The invitation‑only ESA Fiducial Reference Measurements (FRM) Workshop, which takes place at NPL on 18–19 May, brings together the Cal/Val community to share practical examples of FRM activities across disciplines and stages of development.

    Through short presentations and focused discussion sessions, participants will explore challenges, lessons learnt, and pathways towards FRM classification and labelling. Guided by seed questions, the workshop will inform ESA and the wider international community on potential evolutions needed to support rapid uptake of FRM criteria while minimising additional cost and effort.

  • Related events

    Comparisons

    To complement the FRM workshop a half-day training/discussion workshop on the afternoon of 20 May will be led by NPL on the organisation/analysis of comparisons. Comparisons with peers and/or similar facilities are a key mechanism to evidence the achieved uncertainty from Cal/Val activities and this workshop will provide and discuss EO related examples to illustrate and discuss the comparison and associated analysis/reporting process.

    For details and about how to preprare slides for dicussions, see: Comparison Workshop, a space to share how comparisons between satellite datasets and Fiducial Reference Measurements are carried out in practice.

    Hands-on Uncertainty training course

    On 21 & 22 May, NPL will lead a 1.5-day training course on uncertainty analysis and the use of a suite of open-source software tools to aid the analysis. Although the workshop will start from first principles it is recommended that participants undertake a free on-line course that will be available from late April, registered attendees will be contacted. The workshop will look to work through both set examples in a hands-on manner via participants' own computers and NPL experts will also look to use/discuss participant provided examples where possible.

  • Location

    IQST, National Physical Laboratory, Bushey Road, Teddington, TW11 0EB, UK

  • Agenda

    FRM workshop agenda

    Day Time Session
    Mon 18 12:30–13:15 Registration, Tea, & coffee
    Mon 18 13:15–13:30 Welcome to NPL, practicalities and aims of the meeting (Nigel Fox)
    Mon 18 13:30–14:45 Introductory presentations about FRMs and QA Framework.
      • The journey of an FRM (Philippe Goryl) – 45 min
        • FRM categories
        • Type of projects conducted at ESA
        • FRM status, preparation vs operational
        • Intro to workshop content and seed questions
      • The CEOS-FRM tool / portal (Paolo Castracane) – 30 min
    Mon 18 14:45–15:15 Break
    Mon 18 15:15–16:50   • FRM4VEG (Harry Morris – 15 + 5 min)
      • FRM4Fire (Bernardo Mota – 15 + 5 min)
      • GBOV (Rémi Grousset – 15 + 5 min)
      • FRM4SM (Alexander Gruber – 15 + 5 min)
      • Discussion (15 min)
    Mon 18 16:50–17:30 Definition of subgroups (5 min); Breakout group discussion (40 min)
    Mon 18 17:35–19:00 Icebreaker (hosted drinks and nibbles) / poster presentations
    Tue 19 08:30–09:00 Registration and tea / coffee
    Tue 19 09:00–10:35   • FRM4SST (Ruth Wilson – 15 + 5 min)
      • QA4SAR (Alberto Sanchez Rabaneda – 15 + 5 min)
      • TirCalNet (Darren Ghent – 15 + 5 min)
      • Discussion (15 min)
    Tue 19 10:35–11:00 Break
    Tue 19 11:00–12:15   • St3TART (Eva Le Merle – 15 + 5 min)
      • FRMs for the Atmosphere domain (Jean-Christopher Lambert – 15 + 5 min)
      • FRM4GHG to COCCON experience and evolution (Mahesh Kumar Sha – 15 + 5 min)
      • Discussion (15 min)
    Tue 19 12:15–13:45 Lunch + walk and talk
    Tue 19 13:45–15:45   • RadCalNet (Morven Sinclair, NPL – 15 + 5 min)
      • LANDHYPERNET (Pieter De Vis – 15 + 5 min)
      • QA frameworks and EDAP (Sam Hunt – 15 + 5 min)
      • FRM applied to non-satellite datasets (Emma Woolliams – 15 + 5 min)
      • Copernicus In-Situ Overview (Sebastian Clerc – 15 + 5 min)
      • Discussion (20 min)
    Tue 19 15:45–16:15 Break
    Tue 19 16:15–17:30 Breakout group discussion Part 2
    Tue 19 Evening Non-hosted dinner
    Wed 20 08:30–09:00 Registration and tea / coffee
    Wed 20 09:00–10:30   • Plenary discussion
      • 10/15 min presentation by each subgroup to present their conclusions
    Wed 20 10:30–11:00 Break
    Wed 20 11:00–12:30 Plenary discussion / wrap up (led by ESA): Next steps for FRMs
    Wed 20 12:30–13:45 Finish (Lunch for those staying for comparison workshop)

    Comparison workshop agenda

    Day Time Session
    Wed 20 12:30–13:45 Buffet lunch and registration
    Wed 20 13:45–14:00 Welcome to NPL, practicalities and aims of meeting
    Wed 20 14:00–15:00 Show-and-tell on how we present comparisons to satellites
    • Please pre-send examples of graphs used to show agreement and discrepancies with satellite data
    • These will be organised and presented to encourage a discussion about tests used to compare FRM with satellites
    Wed 20 15:00–15:30 Break
    Wed 20 15:30–16:00 Show-and-tell continued
    Wed 20 16:00–17:00 Discussion session to derive recommendations for reporting comparisons
  • Social

    Lunch and refreshments will be provided for participants on all days except Monday and Friday. On Monday there will be an ESA-hosted Icebreaker and on Tuesday and Thursday evenings a non-hosted dinner at the King's Head and Anglers Pub respectively. For the latter two we require an advance payment. More details on selecting menus and the payment of these will be shared with the participants in the near future.

    For all NPL events we aim to accommodate specific needs and personal circumstances, but are reliant on individuals sharing this information with us. If you have any specific requirements or adjustments to support your attendance (whether in person or virtual), please do let us know by emailing events@npl.co.uk, so that we can discuss how we can best support you. Any information shared will be confidential and deleted after the event.

  • Seed Questions

    Compliancy

    What is the shared and accepted definition of FRM and the relevance of the prefix ‘CEOS’, what evidence and minimum requirements are needed to claim CEOS-FRM status, and how can this concept be translated in a consistent and systematic manner across different missions? Is the understanding of ‘class ABCD’ of CEOS-FRM compliance understood and useful? Are these definitions/concepts applicable to all primary levels of products (e.g. Level-1 and Level-2)?

    Inter-consistency

    How can we ensure coherence, comparability and transparency of CEOS-FRMs across different missions, domains and projects? How should inter-consistency be addressed in FRM-related activities, in terms of systematically planning cross-checks e.g. comparisons and improving visibility and coordination of parallel FRM efforts?

    Awareness

    How and what CEOS-FRM activities, datasets and best practices be centralised and communicated to improve awareness and uptake across the wider community, including centralised information resources and better exploitation of lessons learned, to inform future CEOS-FRM development and operations? Should missions explicitly require CEOS-FRM compliance for Cal/Val activities?

    Gaps & Needs

    What are the key gaps and challenges in establishing, sustaining, and prioritising CEOS-FRMs across technical, organisational, financial, and representativeness dimensions, and how should future investments balance consolidation of existing CEOS-FRM initiatives with the development of new sites, regions, domains?

    Standards & Harmonisation

    How should FRM compliance categories within the CEOS FRM framework be strengthened (covering maturity assessment, uncertainty requirements, QA and comparison practices, publication, measurand definition, and cross-domain consistency) while remaining fit for purpose across different application domains and to support consistent FRM implementation? Should there be minimum requirements for categories such as achievable uncertainty?

    Synergies & Partnerships

    How can synergies and partnerships be strengthened across agencies, industry, and the wider CEOS-FRM international community to improve coordination, consistency, participation, and long-term sustainability, including appropriate incentives and funding pathways for both public and commercial missions, and to ensure a coordinated and sustainable CEOS-FRM development and use that meets the Cal/Val needs of the missions?

    Impact

    How can the impact of CEOS-FRM be demonstrated? What metrics and verification procedures are needed to systematically assess the impact of CEOS-FRMs on Cal/Val activities, mission performance, and downstream services?

    Other Points

    Can and should the CEOS-FRM framework evolve to extend its value beyond space applications, engaging non-space user communities, and encompassing different historic quality-assurance approaches? Is there a value in a FRM classification and/or label beyond space applications e.g. WMO networks and Copernicus in situ, and how can this relate to CEOS-FRM? Is it largely just removing the ‘explicit space requirements’ in the criteria?

  • Presentations

    The presentations given during the workshop will be shared here.

  • Conclusions and next steps

    Conclusions and next steps agreed during the workshop will be shared here.

Announcing NPL's 1.5-day in-person Uncertainty Training course - May 2026..

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Met4EO Training on Uncertainty Analysis for Earth Observation Datasets

21 & 22 May 2026, IQST, National Physical Laboratory, Bushy Road, Teddington TW11 0EB, UK

Introducing the principles of uncertainty analysis

NPL will lead a 1.5 day training course introducing the principles of uncertainty analysis, supported by a suite of open-source software tools designed to help participants apply these concepts in practice. Although the workshop begins with core fundamentals, participants are encouraged to complete a free online preparatory course that will become available in late April. Registered attendees will receive access details. The training will include guided, hands-on exercises using example datasets, and—where feasible—participants will have the opportunity to explore their own data with support from NPL experts.

This course has been developed as part of the Metrology for Earth Observation (Met4EO) project, an ESA-funded initiative led by the National Physical Laboratory (NPL) to improve the reliability and interoperability of Earth Observation data through rigorous metrological methods. Met4EO delivers open-source tools, AI-supported sensor intercomparison techniques, practical training, and new frameworks for evaluating uncertainties in products such as land cover maps and radar-altimetry measurements. It also provides the CEOS Calibration Dashboard, enabling satellite operators to assess radiometric performance using international reference sites, supporting ESA’s drive toward high-quality, analysis-ready EO data.

Related workshop: organisation and analysis of comparisons

On the afternoon of 20 May, NPL will also host a half‑day training and discussion workshop on the organisation and analysis of comparisons. These comparison exercises—with peers or similar facilities—are essential for evidencing uncertainty performance in Cal/Val activities. The workshop will present Earth‑observation‑focused examples to illustrate comparison processes, analysis techniques, and reporting approaches. Please indicate your attendance to this comparison workshop when registering for the uncertainty training course.

  • Uncertainty propagation and sensor comparison tools

    The escalating number and variety of sensors places increased demands on post-launch calibration infrastructures. Met4EO is developing a Metrology for Earth Observation & Radiometry (MetEOR) toolkit: Python tools enabling comparisons of satellite sensors. This includes all tools used in the matchup pipeline for CEOS-PVP, and additional tools for BRDF modelling and atmospheric correction.

  • Training

    As Earth Observation communities adopt certification concepts, practitioners will be equipped with a strategic advantage through the development of metrology skills. The project will deliver a CoMet toolkit tutorial at ESA’s VH-RODA workshop 2025. Also planned is a 1.5-day in-person training event to offer guidance and dedicated examples, and the potential for one-to-one support.

  • Case studies

    Case studies will showcase the value of the metrological approaches and tools developed in Met4EO.

Announcing NPL's 1.5-day in-person Uncertainty Training course - May 2026..

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Coming soon: Text and suitable image selling 1.5 workshop

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