Main
Bart Rogiers
I am a research scientist and the R community lead at the Belgian Nuclear Research Centre. My research interests are currently focused around the introduction of probabilistic programming in radiological characterization, and leveraging procedural solid texture synthesis for porous media reconstruction. I furthermore really enjoy introducing people to the modern side of R, and help them adopt it as their main workhorse for more reproducible science.
Professional Experience
Research scientist
Belgian Nuclear Research Centre (SCK CEN)
Mol, Belgium
Present - 2013
Board member
IAH Belgium (BCH-CBH)
Brussels, Belgium
2024 - 2015
Internship
Flanders Environment Agency
Brussels, Belgium
2009 - 2008
Topic River restoration of the Zwarte Beek between Beringen and Diest: Evaluation of the impact on the groundwater system.
Supervisor Lermytte J
Teaching Experience
R: Handle your data with the {tidyverse}
SCK CEN Learning & development
Mol, Belgium
2024 - 2023
Format 3-day course, with editions in 2023 and 2024.
Topics Data reading, cleaning, manipulation and visualization, handling specific types, and iteration and nesting.
R: Get started
SCK CEN Learning & development
Mol, Belgium
2024 - 2023
Format 1-day course, with editions in 2023 and 2024.
Topics Installing the required software, tweaking the RStudio IDE, managing contributed packages, binding names to values, working with vectors, subsetting R objects, and using control flow.
R: Create command line tools with {optparse}
SCK CEN Learning & development
Mol, Belgium
2023
Format 1-day course
Topics Environment variables, Git Bash, R in a terminal, redirections, command line arguments and options, and automated execution.
Training course on radioactive waste management
SCK CEN Academy
Mol, Belgium
2024 - 2017
Format 45-min lecture “Characterization techniques used at SCK CEN - Uncertainty quantification” during the 1.5-week radioactive waste management course. Contributed to the editions in 2017, 2021 and 2024.
Topics Taylor expansion, Monte Carlo error propagation, probabilistic programming, and the state of the art in radiological waste characterization.
Modern R for data science: Up your data viz game
SCK CEN Learning & development
Mol, Belgium
2021 - 2020
Format 1-day course, with editions in 2020 and 2021.
Topics More details on {ggplot2}, {scales} and extensions, figure design principles, data visualization types, and animation.
Modern R for data science: The core tidyverse, good practices and our corporate environment
SCK CEN Learning & development
Mol, Belgium
2021 - 2019
Format 4-day course, with editions in 2019, 2020 and 2021.
Topics Data reading, cleaning, manipulation and visualization, iteration with functional programming, exporting tables and figures, literate computing, and reproducible workflow.
Journal papers
See orcid, scholar, or our institutional repository for more extensive and up to date overviews of my scientific output.
Report of RILEM TC 281-CCC: insights into factors affecting the carbonation rate of concrete with SCMs revealed from data mining and machine learning approaches.
Materials and Structures
57: 206
2024
Authors Vollpracht A, Gluth GJG, Rogiers B, Uwanuakwa ID, Phung QT, Villagran Zaccardi Y, Thiel C, Vanoutrive H, Etcheverry JM, Gruyaert E, Kamali-Bernard S, Kanellopoulos A, Zhao Z, Martins IM, Rathnarajan S, De Belie N.
Bayesian inference of coupled groundwater flow and radiogenic helium-4 production and transport at the catchment scale.
Science of The Total Environment
954: 176510
2024
Authors Casillas-Trasvina A, Rogiers B, Beerten K, Wouters L, Walraevens K.
Bayesian optimization of a collimated HPGe detector model for Segmented Gamma Scanning.
Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment
169687
2024
Authors Casas-Molina VJ, Laloy E, Rogiers B, Dhaene T, Couckuyt I.
First steps towards productionizing probabilistic radwaste characterization.
Nuclear Engineering and Design
424: 113257
2024
Authors Laloy E, Rogiers B, Bielen A, Borella A, Gandolfo G, Lepore L, Marzo G, Cherubini N, Perot B, Ducasse Q, Eleon C, Boden S.
Probabilistic radwaste characterization: findings of a multi-method, multi-mockup exercise using interpolation-based surrogate efficiencies.
Annals of Nuclear Energy
194: 110065
2023
Authors Laloy E, Rogiers B, Bielen A, Borella A, Kubinski W, Carasco C, Mathonat C, Boden S.
Improving Bayesian radiological profiling of waste drums using Dirichlet priors, Gaussian process priors, and hierarchical modeling.
Applied Radiation and Isotopes
194: 110691
2023
Authors Laloy E, Rogiers B, Bielen A, Borella A, Boden S.
Estimation of soil radioactivity-depth profiles using Bayesian inversion of borehole gamma spectrometry data.
Journal of Environmental Radioactivity
257: 107077
2023
Authors Hasan MM, Rogiers B, Laloy E, Camps J, Rutten J, Huysmans M.
2D Inversion of in situ gamma-ray spectrometric measurements of 137Cs for site characterization.
Journal of Environmental Radioactivity
256: 107052
2023
Authors Hasan MM, Camps J, Rogiers B, Laloy E, Rutten J, Boden S, Huysmans M.
Characterizing groundwater heat-transport in a complex lowland aquifer using paleo-temperature reconstruction, satellite data, temperature-depth profiles, and numerical models.
Hydrology and Earth System Sciences
26: 5577–5604
2022
Authors Casillas-Trasvina A, Rogiers B, Beerten K, Wouters L, Walraevens K.
Using helium-4, tritium, carbon-14 and other hydrogeochemical evidence to evaluate the groundwater age distribution: the case of the Neogene aquifer, Belgium.
Journal of Hydrology X
17: 100132
2022
Authors Casillas-Trasvina A, Rogiers B, Beerten K, Pärn J, Wouters L, Walraevens K.
Exploring river–aquifer interactions and hydrological system response using baseflow separation, impulse response modelling and time series analysis in three temperate lowland catchments.
Hydrology and Earth System Sciences
26: 3629–3649
2022
Authors Lu M, Rogiers B, Beerten K, Gedeon M, Huysmans M.
Soil radioactivity-depth profiles from regularized inversion of borehole gamma spectrometry data.
Journal of Environmental Radioactivity
243: 106807
2022
Authors Hasan MM, Rogiers B, Laloy E, Rutten J, Camps J, Vidmar T, Huysmans M.
Exploring the hydrological effects of normal faults at the boundary of the Roer Valley Graben in Belgium using a catchment-scale groundwater flow model.
Hydrogeology Journal
30: 133-149
2021
Authors Casillas-Trasvina A, Rogiers B, Beerten K, Wouters L, Walraevens K.
Towards a scientific-based assessment of long-term durability and performance of cementitious materials for radioactive waste conditioning and disposal.
Journal of Nuclear Materials
557: 153201
2021
Authors Jacques D, Phung QT, Perko J, Seetharam SC, Maes N, Liu S, Yu L, Rogiers B, Laloy E
Bayesian inference of 1D activity profiles from segmented gamma scanning of a heterogeneous radioactive waste drum.
Applied Radiation and Isotopes
175: 109803
2021
Authors Laloy E, Rogiers B, Bielen A, Boden S.
INSIDER UC2: the BR3 biological shield preliminary results and future work.
EPJ Nuclear Sciences & Technologies
6: 14
2020
Authors Broeckx W, Rogiers B, Mangelschots N, Vandyck R, Verstrepen G, Boden S.
Development of a user-friendly guideline for data analysis and sampling design strategy.
EPJ Nuclear Sciences & Technologies
6: 16
2020
Authors Desnoyers Y, Rogiers B.
The relation between petrophysical and transport properties of the Boom Clay and Eigenbilzen Sands.
Applied Geochemistry
114: 104527
2020
Authors Jacops E, Rogiers B, Frederickx L, Swennen R, Krooss BM, Amann-Hildenbrand A, Littke R, Bruggeman C.
Nested multiresolution hierarchical simulated annealing algorithm for porous media reconstruction.
Physical Review E
100(5): 053316
2019
Authors Lemmens L, Rogiers B, Jacques D, Huysmans M, Swennen R, Urai JL, Desbois G, Laloy E
Metrology for decommissioning nuclear facilities: Partial outcomes of joint research project within the European Metrology Research Program.
Applied Radiation and Isotopes
134: 351-357
2018
Authors Suran J, Kovar P, Smoldasova J, Šolc J, Van Ammel R, Miranda MG, Russell B, Arnold D, Zapata-Garcia D, Boden S, Rogiers B, Sand J, Peräjärvi K, Holm P, Hay B, Failleau G, Plumeri S, Beck YL, Grísa T.
Bayesian inversion of a CRN depth profile to infer Quaternary erosion of the northwestern Campine Plateau (NE Belgium).
Earth Surface Dynamics
5: 331-345
2017
Authors Laloy E, Beerten K, Vanacker V, Christl M, Rogiers B, Wouters L.
Model-based classification of CPT data and automated lithostratigraphic mapping for high-resolution characterization of a heterogeneous sedimentary aquifer.
PLOS One
12(5): e0176656
2017
Authors Rogiers B, Mallants D, Batelaan O, Gedeon M, Huysmans M, Dassargues A.
Episodic activity of a dormant fault in tectonically stable Europe: The Rauw fault (NE Belgium).
Tectonophysics
699: 146-163
2017
Authors Verbeeck K, Wouters L, Vanneste K, Camelbeeck T, Vandenberghe D, Beerten K, Rogiers B, Schiltz M, Burow Ch, Mees F, De Graeve J, Vandenberghe N.
The usefulness of outcrop analogue air permeameter measurements for analysing aquifer heterogeneity: Quantifying outcrop hydraulic conductivity and its spatial variability.
Hydrological processes
28: 5176-5188
2014
Authors Rogiers B, Beerten K, Smeekens T, Mallants D, Gedeon M, Huysmans M, Batelaan O, Dassargues A.
Multi-scale aquifer characterization and groundwater flow model parameterization using direct push technologies.
Environmental Earth Sciences
72(5): 1303-1324
2014
Authors Rogiers B, Vienken T, Gedeon M, Batelaan O, Mallants D, Huysmans M, Dassargues A
High resolution saturated hydraulic conductivity logging of borehole cores using air permeability measurements.
Hydrogeology Journal
22(6): 1345-1358
2014
Authors Rogiers B, Winters P, Huysmans M, Beerten K, Mallants D, Gedeon M, Batelaan O, Dassargues A
Demonstrating large-scale cooling in a Variscan terrane by coupled groundwater and heat flow modelling.
Geothermics
51: 71-90
2014
Authors Rogiers B, Huysmans M, Vandenberghe N, Verkeyn M
The usefulness of outcrop analogue air permeameter measurements for analysing aquifer heterogeneity: testing outcrop hydrogeological parameters with independent borehole data.
Hydrology and Earth System Sciences
17: 5155-5166
2013
Authors Rogiers B, Beerten K, Smeekens T, Mallants D, Gedeon M, Huysmans M, Batelaan O, Dassargues A.
Derivation of flow and transport parameters from outcropping sediments of the Neogene aquifer, Belgium.
Geologica Belgica
16(3): 129-147
2013
Authors Rogiers B, Beerten K, Smeekens T, Mallants D, Gedeon M, Huysmans M, Batelaan O, Dassargues A
Efficient posterior exploration of a high-dimensional groundwater model from two-stage MCMC simulation and polynomial chaos expansion.
Water Resources Research
49(5): 2664-2682
2013
Authors Laloy E, Rogiers B, Vrugt JA, Mallants D, Jacques D
Determination of Cs-137 contamination depth distribution in building structures using geostatistical modelling of ISOCS measurements.
Applied Radiation and Isotopes
79: 25-36
2013
Authors Boden S, Rogiers B, Jacques D
A critical review of laboratory and in-situ hydraulic conductivity measurements for the Boom Clay in Belgium.
Applied Clay Science
75-76: 1-12
2013
Authors Yu L, Rogiers B, Gedeon M, Marivoet J, De Craen M, Mallants D.
Estimation of hydraulic conductivity and its uncertainty from grain-size data using GLUE and artificial neural networks.
Mathematical Geosciences
44(6): 739-763
2012
Authors Rogiers B, Mallants D, Batelaan O, Gedeon M, Huysmans M, Dassargues A
Evaluating the impact of river restoration on the local groundwater and ecological system: a case study in NE Flanders.
Geologica Belgica
14(3-4): 265-276
2011
Authors Rogiers B, Lermytte J, De Bie E, Batelaan O.
Education
PhD in Geology
SCK CEN & KU Leuven
Mol, Belgium
2013 - 2009
Thesis Conditional Stochastic Simulation of Groundwater Flow and Contaminant Transport in a Sandy Aquifer at Mol/Dessel.
Supervisory committee Batelaan O, Mallants D, Gedeon M, Huysmans M, Dassargues A
Additional members of the jury Vandenberghe N, Swennen R, Vanderborght J, Dietrich P
Master of Science in Geology
KU Leuven, magna cum laude
Leuven, Belgium
2009 - 2007
Thesis Interpretation of the heat-flow density in the deep wells Soumagne, Grand-Halleux and Havelange in Belgium, by means of a numerical coupled heat transport and groundwater flow model.
Promoters Vandenberghe N, Huysmans M
Bachelor of Science in Geology, Option Physics
KU Leuven, cum laude
Leuven, Belgium
2007 - 2004
Thesis The meaning of heat-flow density measurements in the wells Grand-Halleux, Soumagne, Meer and Havelange.
Promoters Vandenberghe N, Huysmans M
Peer reviewing
See orcid for an up to date overview.
Water Resources Research (4)
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Hydrogeology Journal (3)
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Mathematical Geosciences (2)
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Computers & Geosciences (2)
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Journal of Hydroinformatics (2)
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Toxics (2)
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IEEE transactions on nuclear science (2)
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Journal of African Earth Sciences (2)
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Advances in Water Resources (1)
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Earth Science Informatics (1)
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Environmental Earth Sciences (1)
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Frontiers in Earth Science (1)
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Journal of Environmental Quality (1)
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Journal of Hydrology and Hydromechanics (1)
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Vadose Zone Journal (1)
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Professional development
Note I am using the ISO 8601:2000 standard for truncated date (interval) notation.
Statistics: Basic training course
Claesen J, Amsterdam UMC, --03-01, ---08, ---15
Mol, Belgium
2024
Python: Basic training course
Gupta S, SCK CEN learning & development, --10-19
Mol, Belgium
2023
Learning facilitator (Train the trainer)
Ceelen N, Progress Consulting, --01-16, ---23, --02-16
Mol, Belgium
2023
Train-The-Trainer webinars
Clarijs T & Van Puyvelde L, SCK CEN learning & development, --05-28,--06-03, ---15, ---21, ---25, ---28, ---30
Online
2021
Email - Go for 0 Inbox
Loontiens S, Shortcuts, --06-06
Mol, Belgium
2019
Organize your time
Loontiens S, Shortcuts, --05-06
Mol, Belgium
2019
Querying Data with transact-SQL
RealDolmen, --11-14/15, ---27
Mol, Belgium
2018
Making 3D drawings with Sketchup | Fundamentals
Mangelschots N, SCK CEN Learning & development, --11-12
Mol, Belgium
2018
Git version control
Van Robbroeck K, RealDolmen, --09-27/28
Mol, Belgium
2017
MCNP - basic training course
SCK CEN Academy, --11-08
Mol, Belgium
2016
An introduction to Bayesian computing with INLA
Rue H, --07-08
Mines ParisTech, France
2014
Advanced stochastic simulations
Lantuéjoul C, Romary T, --07-07
Mines ParisTech, France
2014
Short course on underlying R&D for the disposal of radioactive waste
SCK CEN Academy, --03-19/20
Mol, Belgium
2014
Version control with subversion
Bex G-J, ICTS KU Leuven, --02-26
Leuven, Belgium
2013
HPC introduction
Oldenhof M, ICTS KU Leuven, --02-19
Leuven, Belgium
2013
Advanced R programming topics
Wijffels J, BNOSAC, --10-18/19
Leuven, Belgium
2012
Upgrade your written English
Vermeire A, --04-19, --05-03/04
Mol, Belgium
2012
LaTeX - introduction
ICTS KU Leuven, --03-29/30
Leuven, Belgium
2012
Data mining in practice
CS KU Leuven, --02-06/07
Leuven, Belgium
2012
Speedreading
Lernout B, --10-11
Mol, Belgium
2011
Scientific writing & speaking
Vermeire A, --03-02, ---09, ---21, ---28
Mol, Belgium
2011
Global sensitivity analysis techniques for probabilistic groundwater modeling
Mishra S, --09-21
Valencia, Spain
2010
2nd summer school on flow and transport in porous and fractured media
CNRS, --08-16/28
Cargèse, France
2010
Inverse modelling in earth and environmental sciences
Vrugt J, Huisman S, --07-26/29
Leuven, Belgium
2010
Meet the expert in hydrology - Round tables among young and established scientists
Carrera J, --05-05
Vienna, Austria
2010
Short course on geostatistical analysis of environmental data
Goovaerts P, --03-08/12
Gainesville, FL, USA
2010
Introduction to R
ICTS KU Leuven & LStat, --02-22/23
Leuven, Belgium
2010
Multivariate data analysis, with applications
ICTS KU Leuven & LStat, --02-08/10
Leuven, Belgium
2010
Hydrological modelling and uncertainty analysis
Buytaert W, --01-18
Louvain-la-Neuve, Belgium
2010
Grants
SCK CEN PhD scholarship
SCK CEN Academy PhD program
Mol, Belgium
2013 - 2009
Stays abroad
CSIRO Land & Water and Flinders University
Scientific visit, --05-22/06-15
Adelaide, Australia
2013
Student supervision
University promoter in italic.
Aouf A, PhD
SCK CEN & UCLouvain
N/A
Present - 2023
Topic Deep learning for 3D porous media reconstruction of clay and cement-based materials
Supervisors De Vleeschouwer Ch, Laloy E, Rogiers B
Casas Molina V, PhD
SCK CEN & Ghent University
N/A
Present - 2023
Topic Machine learning for accurate and efficient uncertainty quantification in radiological waste characterization
Supervisors Couckuyt I, Laloy E, Rogiers B
Casillas A, PhD
SCK CEN & Ghent University
N/A
2022 - 2018
Topic Assessment of unconventional state variables to constrain groundwater flow models of the Neogene Aquifer in the Campine Basin in Belgium
Supervisors Walraevens K, Rogiers B, Beerten K, Wouters L
Lu M, PhD
SCK CEN & KU Leuven
N/A
2024 - 2017
Topic Quantifying and predicting river-aquifer exchange in lowland floodplains (Nete, Demer and Dijle).
Supervisors Huysmans M, Gedeon M, Beerten K, Rogiers B
Moudud H, PhD
SCK CEN & Vrije Universiteit Brussel
N/A
2022 - 2017
Topic In situ methods for high resolution mapping of radioactive soil contamination
Supervisors Huysmans M, Vidmar T, Rogiers B
Lemmens L, PhD
SCK CEN & KU Leuven
N/A
Present - 2016
Topic 3D Porous media reconstruction for natural and engineered radioactive waste confinement barriers – A multiresolution-multiphase approach.
Supervisors Huysmans M, Rogiers B, Laloy E
Neyens C, MSc thesis
Faculty of Science, KU Leuven
N/A
2016
Topic Analysis of pumping tests in a sandy aquifer in Northern Belgium.
Supervisors Huysmans M, Gedeon M, Laloy E, Rogiers B
Janssens L, BSc thesis
Faculty of Science, KU Leuven
N/A
2015
Topic Omzetting van digitale foto’s van ontsluitingen in hydraulische conductiviteit, met behulp van beeldanalyse en luchtpermeameter datasets.
Supervisors Huysmans M, Rogiers B
Hoedemaekers T, BSc thesis
Faculty of Science, KU Leuven
N/A
2015
Topic Slug- en dilutietesten in de Neogene aquifer, in en rond de nucleaire zone te Mol-Dessel- Geel.
Supervisors Huysmans M, Rogiers B, Gedeon M
Bennett G, MSc thesis
Faculty of Engineering, Vrije Universiteit Brussel
N/A
2014
Topic Integration of detailed borehole core measurements and pump test data from the aquifers below the Boom Clay in a groundwater flow model.
Supervisors Huysmans M, Rogiers B, Vandersteen K
Potums L, BSc thesis
Faculty of Science, KU Leuven
N/A
2014
Topic Gedetailleerde karakterisatie van boorkernen uit de diepe aquifers rond de Boomse klei, met behulp van een luchtpermeameter.
Supervisors Huysmans M, Rogiers B
Winters P, BSc thesis
Faculty of Science, KU Leuven
N/A
2012
Topic Haalbaarheidsstudie voor de gedetailleerde opmeting van de hydraulische conductiviteit op boorkernen, met behulp van een luchtpermeameter.
Supervisors Huysmans M, Rogiers B
Examination committees
Nick Janssens, PhD
Department of Earth and Environmental Sciences, KU Leuven
N/A
2022
Thesis Three-dimensional superresolution models for fluid flow simulation, developed for computed tomography (CT) scans for continental carbonates.
George Bennett, PhD
Department of Geology, Ghent University
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2022
Thesis Hydrogeological investigation of a volcanic aquifer system on the flanks of Mount Meru, Northern Tanzania.
Nhu Viet Ha, PhD
Department of Hydrology and Hydraulic Engineering, Vrije Universiteit Brussel
N/A
2016
Thesis Spatio-temporal prediction of land subsidence using GIS-based 3D geological, geotechnical and groundwater flow models in Hanoi city (Vietnam).
Nafyad Serre Kawo, MSc
Interuniversity programme: Master of Science in Physical Land Resources, Universiteit Gent - Vrije Universiteit Brussel
N/A
2013
Thesis Model Based Evaluation of the Protection Zones around the WaterGroep Public Drinking Water Well Field in Huiskens (Korbeek-Lo), Belgium.