Romain chassagne

I do and coordinate research at  BRGM (French Geological Survey), France. Working as a methodologist in geosciences developing data assimilation strategies towards Digital Twins technology. 


Last News 

- I will present in June our work (Armandine Les Landes and Lohier) on the use of data assimilation appplied to a geothermal case study at EAGE Toulouse.

- The GLITER bi-annual meeting will take place in Paris, in June.

- Presented our work on a data assimilation environment at EAGE Digital Edinburgh.

Orison
Authors: Lohier, Armandine Les Landes, Chassagne

- In October2024 FabriceSawadogo joined us for a PhD on Geothermal characterisation AI-aided


Research

Recruitment

If you are a motivated student with a strong interest in research willing to work on real world problem do not hesitate to contact me for possible master's thesis, internships, PhD thesis and postdocs.

My research

I do computational engineering for Geosciences, working on semi-automated methods to offer a more quantitative qualification and characterisation of the uncertainty in data and models in a merger workflow type of approach. We can call it data integration, data assimilation, or digital twins. My work is real world data-centric driven (deep geothermal, CO2 storage), therefore, aiming to support the decision making process for ressources exploration and exploitation. I develop this approach through different projects I lead or I contribute to, with different research consortia funded by the European council or the French council, which includes industry and academics' partners.

Areas of Interests
  • Data assimilation and uncertainty characterization
  • Digital twin
  • data-driven Forecast and prediction
  • Generalisation of techniques and methods for georessources (exploration and exploitation)
  • Problems and methods of Interests
  • Multi-stream data integration (wells, map-based data)
  • Mathematical and computational methods, generalisation and automatisation
  • Uncertainty analysis and propagation
  • Objective function (fitness landscape, metrics, pattern recognition)
  • PhD students supervision:
  • Fabrice Sawadogo (with Bordeaux University), in progress / AI enabled for Geothermal favorability zones.
  • Paul Mitchell, part-time PhD (supervised from 2020 to 2022, now acting as an external supervisor, as I moved from Heriot-Watt to BRGM in 2022) / Fitness landscape analysis for data assimilation problems.
  • Antony Hallam (completed in 2022) / An Assessment of the Assisted Seismic History Matching Workflow, practical innovations and solutions
  •  Ignacio Guridi (with Bordeaux University) (completed in 2023) / Contaminated Sites Remediation under Uncertainty : Adaptive Strategies for
    Project Optimization.
  • Rasool Amiri (supervised from 2020 to 2022 because I moved from Heriot-Watt to BRGM in 2022) / Machine learning proxy models for 4D seismic history matching.
  • Samarth Bachkheti (completed in 2023) / Joint inversion of 4D AVO and time-shifts for geomechanical evaluation.
  • Saeed Izadian (completed in 2022) / interpretation and value of pre-stack time-shifts in a North Sea dataset.
  • Gustavo Corte (completed in 2020) /Development of techniques for quantifying pressure and saturation changes from 4D seismic data applied to a North Sea field.
  • Cheng Gong (completed in 2018) / Seismic history matching using proxy models.
  • Niki Obiwulu (completed in 2018) / Local waterflooding assessment using 4D seismic data and reservoir simulation.
  • Zhen (David) Yin (completed in 2017) / Enhancement of dynamic reservoir interpretation using the well2seis technique.
  • Dennis Obidegwu (completed in 2015) / Seismic history matching using binary images.
  • Grants/Awards
  • Horizon EU, UNDERCOVER (2025-2028)
  • French Research Council (ANR)GLITER, Integrative multiscale investigation of heat and lithium source and pathways in Deep geothermal System in a rift context: Focus on the Upper Rhine Graben, 2022 - 2026
  • Horizon EU CO2 PilotSTRATEGY 2020 - 2026
  • Industry consortium Edinburgh Time-Lapse Project (ETLP), 2021 - 2024
  • MEDIA IRM3D (subvention de recherche région Nouvelle-Aquitaine) / LRCom I3M (Siemens/CNRS/Université de Poitiers), 2021 - 2023.
  • Japan Society for Promotion of Science (JSPS) long-term Fellowship 2019.
  • British council, GSIKE Joint Academic Development, 2018.
  • Industry consortium Edinburgh Time-Lapse Project (ETLP), 2018 - 2021.
  • LEFE INSU, 2017.
  • Sasakawa Foundation Award, 2016
  • Joint Industry Project 2016 - 2017.​
  • Industry concostium Edinburgh Time-Lapse Project (ETLP), 2015 - 2018.
  • Sasakawa Foundation Award, 2014
  • Industry consortium Edinburgh Time-Lapse Project (ETLP) Consortium, 2013 - 2015.
  • Edinburgh Society for Industrial and Applied Mathematics (SIAM) Student Chapter, 2014.

  • Activities

    Supervision of PhD Students
  • Paul Mitchell (in progress)
  • Ignacio Guridi (completed in 2024)
  • Antony Halam (completed in 2022)
  • Saeed Izadian (completed in 2022)
  • Samarth Bachkheti (completed in 2022)
  • Gustavo Corte (completed in 2020)
  • Cheng Gong (completed in 2018)
  • Niki Obiwulu (completed in 2018)
  • Zhen (David) Yin (completed in 2017)
  • Dennis Obidegwu (completed in 2015)
  • mentoring of postdocs 
  • Zhen (David) Yin (2017)
  • Gustavo Corte (2021)
  • Bernardo Gato (with Tsukuba University, 2021)
  • Phil cili (2022)

  • Volunteer experience, professional related
  • Since 2022/ EERA Geothermal deputy sub-programme coordinator for Computing and data management
  • Since 2020/ Associate Editor in Computers and Geosciences Journal
  • 2022 - EAGE WIPIC Technical committee
  • 2015 - currently/ Reviewer: EAGE and SPE EUROPEC Technical Programme
  • 2013 - currently/ Reviewer: Computers & Geosciences Journal.
  • 2019 - EAGE WIPIC Technical committee
  • 2018 - 2020/ Reviewer: Arabian Journal for Geosciences
  • 2018 - 2020/ Reviewer: Journal of Recent Advances in Electrical & Electronic Engineering
  • 2015 - 2020/ Reviewer: Computational Geosciences
  • 2015 - 2020/ Reviewer: Journal of Natural Gas and Engineering
  • 2015 - 2018 / Member of the committee EAGE Young professionals​

  • Last Publications (Papers and conferences)

  • Predicting beach profiles with machine learning from offshore wave reflection spectra. Elsa Disdier, Rafael Almar, Rachid Benshila, Mahmoud Al Najar, Romain Chassagne, Debajoy Mukherjee, Dennis G Wilson. Environmental Modelling and Software 183, 106221. (2025)

  • Uncertainty Quantification of Contaminated Soil Volume with Deep Neural Networks and Predictive Models. I Guridi, R Chassagne, A Pryet, O Atteia Environmental Modeling and Assessment 29 (3), 621-640. (2024)

  • Atmospheric CO exchanges measured by eddy covariance over a temperate salt marsh and influence of environmental controlling factors. Jérémy Mayen, Pierre Polsenaere, Éric Lamaud, Marie Arnaud, Pierre Kostyrka, Jean-Marc Bonnefond, Philippe Geairon, Julien Gernigon, Romain Chassagne, Thomas Lacoue-Labarthe, Aurore Regaudie de Gioux, Philippe Souchu Biogeosciences 21 (4), 993-1016. (2024)


  • Biography


    2025 to present

    Digital Twins lead appointee   

    at BRGM (French Geological Survey).

    Orlean , FRANCE.


    2022 to present

    RESEArch Project leader   

    at BRGM (French Geological Survey).

    Orlean , FRANCE.


    2017 to2022

    RESEARCH FELLOW (ONLY-RESEARCH ASSISTANT PROFESSOR)

    at Heriot-Watt UNIVERSITY,

    Edinburgh, UK.


    July to October 2019

    Visiting Professor

    at the Computer Science Department of Tsukuba,

    University in Japan.


    February 2018

    Visiting Researcher

    at the applied Mathematics Department, NORCE,

    Bergen, Norway.


    2014 to 2016

    Research Associate

    at Heriot-Watt University,

    Edinburgh, UK.


    2012 to 2013

    Research Engineer

    at the Department of Applied Mathematics, IFP Energies Nouvelles,

    Rueil-Malmaison, France.


    2010 to 2012

    Postdoc

    at the Department of Fluids Mechanics at the Schlumberger Cambridge Research,
    Cambridge, UK.

    2010

    PhD in Computational Geosciences

    at Bordeaux Université,

    Bordeaux, France.

    -->FULL CV 


    Contact

    BRGM
    Orléans
    45000
    France
    phone better to send me an email

    r.chassagne (here) brgm.fr