[Abstract, Contribution to a conference proceedings]
The Value of Scientific Machine Learning for Geothermal Applications
In: Abstratc & presentations / EGU General Assembly 2022, EGU22-6919, 1 Seite, 2022
[DOI: 10.5194/egusphere-egu22-6919]

Degen, Denise Melanie (First author)
Cacace, Mauro
Moulaeifard, Seyyedmohammad
Wellmann, Jan Florian (Last author)

[Journal Article]
Uncertainty quantification of geological model parameters in 3D gravity inversion by Hessian-informed Markov chain Monte Carlo
In: Geophysics, 88 (1), 1-78, 2022
[DOI: 10.1190/geo2021-0728.1]

Liang, Zhouji
Wellmann, Jan Florian
Ghattas, Omar

[Journal Article]
Automated geological model updates during TBM operation - An approach based on probabilistic machine learning concepts
In: Geomechanics and tunnelling = Geomechanik und Tunnelbau, 15 (5), 635-641, 2022
[DOI: 10.1002/geot.202200053]

Wellmann, Jan Florian (Corresponding author)
Amann, Florian
de la Varga, Miguel
Chudalla, Nils

[Journal Article]
Enhancing fracture network characterization: A data-driven, outcrop-based analysis
In: Computers and geotechnics, 152, 104997, 2022
[DOI: 10.1016/j.compgeo.2022.104997]

Zhu, Weiwei
He, Xupeng
Santoso, Ryan Kurniawan
Lei, Gang
W. Patzek, Tadeusz
et al.

[Journal Article]
U‑Pb-zircon ages for a tuff from the Nariwa Group (Honshu, SW Japan) : a Jurassic age for the younger part of "Triassic" Nariwa Group and flora
In: Neues Jahrbuch für Geologie und Paläontologie / Abhandlungen, 305 (1), 1-9, 2022
[DOI: 10.1127/njgpa/2022/1074]

Knittel, Ulrich (Corresponding author)
Yukawa, Hirokazu
Walia, Monika
Suzuki, Shigeyuki

[Contribution to a book]
Geological Modeling 4.0 : from Static Models to Dynamic Tools
In: Handbook Industry 4.0 : law, technology, society / Walter Frenz, editor, 807-819, 2022
[DOI: 10.1007/978-3-662-64448-5_42]

Wellmann, Jan Florian (Corresponding author)

[Journal Article]
An integrated modeling scheme for characterizing 3D hydrogeological heterogeneity of the New Jersey shelf
In: Marine geophysical research, 43 (2), 11, 2022
[DOI: 10.1007/s11001-022-09475-z]

Thomas, Ariel Tremayne (Corresponding author)
von Harten, Jan
Jusri, Tomi
Reiche, Sönke
Wellmann, Jan Florian

[Abstract, Contribution to a conference proceedings]
Geothermal exploitation in the inverted part of the Lower Saxony Basin: A case study from the Minden area
In: Abstratc & presentations / EGU General Assembly 2022, EGU22-12492, 2 Seiten, 2022
[DOI: 10.5194/egusphere-egu22-12492]

Knaub, Olga
Jüstel, Alexander Magnus
Bussmann, Gregor
Wellmann, Jan Florian
Kukla, Peter

[Journal Article]
The role of geological models and uncertainties in safety assessments
In: Environmental earth sciences, 81 (7), 190, 2022
[DOI: 10.1007/s12665-022-10305-z]

Bjorge, Merle (Corresponding author)
Kreye, Phillip
Heim, Elisa
Wellmann, Jan Florian
Rühaak, Wolfram

[Journal Article]
Uncertainty quantification for basin-scale geothermal conduction models
In: Scientific reports, 12 (1), 4246, 2022
[DOI: 10.1038/s41598-022-08017-2]

Degen, Denise Melanie (Corresponding author)
Veroy-Grepl, Karen
Wellmann, Jan Florian

[Journal Article]
Open AR-Sandbox : A haptic interface for geoscience education and outreach
In: Geosphere, 18 (2), 732-749, 2022
[DOI: 10.1130/GES02455.1]

Wellmann, Jan Florian
Virgo, Simon Matthias
Escallon, Daniel
de la Varga Hormazabal, Miguel
Jüstel, Alexander Magnus
et al.

[Journal Article]
Crustal-scale thermal models: revisiting the influence of deep boundary conditions
In: Environmental earth sciences, 81 (3), 88, 2022
[DOI: 10.1007/s12665-022-10202-5]

Degen, Denise Melanie (Corresponding author)
Veroy-Grepl, Karen
Scheck-Wenderoth, Magdalena
Wellmann, Jan Florian

[Contribution to a book]
Uncertainties in Geomodelling Related to Geophysical Inversion
In: Encyclopedia of Solid Earth Geophysics / edited by Harsh K. Gupta, 1885-1892, 2021
[DOI: 10.1007/978-3-030-58631-7_241]

Götze, Hans-Jürgen (Corresponding author)
Wellmann, Jan Florian

[Journal Article]
Herzlich willkommen!
In: Blended learning newsletter der Fachgruppe für Geowissenschaften und Geographie, 5, 1, 2021

Neiberger, Cordula
Wellmann, Jan Florian
Nils, Chudalla

[Abstract]
Open-source and open data: combining both worlds for optimised decision making in geological subsurface models
In: DGGV-E-Publikationen, 2021
[DOI: 10.48380/dggv-pamv-j654]

Wellmann, Jan Florian
de la Varga Hormazabal, Miguel
Jüstel, Alexander Magnus

[Abstract]
Bias evaluated structural and probabilistic subsurface modelling: a case study of the Münsterland Basin, NW Germany
In: DGGV-E-Publikationen, 2021
[DOI: 10.48380/dggv-c68a-8822]

Pischke, Marius
Jüstel, Alexander Magnus
Strozyk, Frank
Kukla, Peter
Wellmann, Jan Florian

[Abstract]
Increasing the knowledge base for Deep Geothermal Energy Exploration in the Aachen-Weisweiler area, Germany, through 3D probabilistic modeling with GemPy
In: DGGV-E-Publikationen, 2021

Jüstel, Alexander Magnus
Wellmann, Jan Florian
Strozyk, Frank

[Master Thesis]
Geological modelling of idealized common ore bodies by opensource python geostructural and geostatistical modelling libraries, 2021

Bayramli, Pasha
von Harten, Jan (Consultant)

[Preprint]
Superpixel segmentations for thin sections: evaluation of methods to enable the generation of machine learning training data sets, 2021
[DOI: 10.31223/X55S65]

Yu, Jiaxin
Wellmann, Jan Florian (Corresponding author)
Virgo, Simon Matthias
von Domarus, Marven
Jiang, Mingze
et al.

[Contribution to a book, Journal Article]
Informed Local Smoothing in 3D Implicit Geological Modeling
In: Minerals, 11 (11), 1281, 2021
[DOI: 10.3390/min11111281]

von Harten, Jan (Corresponding author)
de la Varga Hormazabal, Miguel
Hillier, Michael
Wellmann, Jan Florian

[Journal Article]
How biased are our models? : a case study of the alpine region
In: Geoscientific model development : GMD, 14 (11), 7133-7153, 2021
[DOI: 10.5194/gmd-14-7133-2021]

Degen, Denise Melanie (Corresponding author)
Spooner, Cameron
Scheck-Wenderoth, Magdalena
Cacace, Mauro

[Abstract]
A Heat Demand Map of North-West Europe - its impact on supply areas and identification of potential production areas for deep geothermal energy
In: GEOKarlsruhe 2021 - Sustainable Earth - from processes to resources Karlsruhe 2021-09-19 - 2021-09-24, 2021
[DOI: 10.48380/dggv-j2wj-nk88]

Herbst, Eileen
Khashfe, Elias
Jüstel, Alexander Magnus
Strozyk, Frank
Kukla, Peter

[Journal Article]
Strategies to overcome near surface disturbances while inverting time-lapse surface ERT data
In: Journal of applied geophysics, 195, 104463, 2021
[DOI: 10.1016/j.jappgeo.2021.104463]

von Bülow, Rhea (Corresponding author)
Klitzsch, Norbert
Wellmann, Jan Florian

[Journal Article]
Integrated CO2-H2S corrosion-erosion modeling in gas production tubing and pipeline by considering passive layer activity
In: Journal of petroleum exploration and production technologies, 11 (7), 3129-3143, 2021
[DOI: 10.1007/s13202-021-01230-1]

Rahmawati, Silvya Dewi (Corresponding author)
Santoso, Ryan Kurniawan
Tanjungsari, Fadhila

[Journal Article]
Automated geological map deconstruction for 3D model construction using map2loop 1.0 and map2model 1.0
In: Geoscientific model development : GMD, 14 (8), 5063-5092, 2021
[DOI: 10.5194/gmd-14-5063-2021]

Jessell, Mark (Corresponding author)
Ogarko, Vitaliy
de Rose, Yohan
Lindsay, Mark
Joshi, Ranee
et al.

[Contribution to a book, Journal Article]
The Surface Velocity Response of a Tropical Glacier to Intra and Inter Annual Forcing, Cordillera Blanca, Peru
In: Remote sensing, 13 (14), 2694, 2021
[DOI: 10.3390/rs13142694]

Kos, Andrew (Corresponding author)
Amann, Florian
Strozzi, Tazio
Osten, Julian
Wellmann, Jan Florian
et al.

[Journal Article]
Three-Dimensional Structural Geological Modeling Using Graph Neural Networks
In: Mathematical geosciences, 53 (8), 1725-1749, 2021
[DOI: 10.1007/s11004-021-09945-x]

Hillier, Michael (Corresponding author)
Wellmann, Jan Florian
Brodaric, Boyan
de Kemp, Eric
Schetselaar, Ernst

[Journal Article]
Constraining stochastic 3-D structural geological models with topology information using approximate Bayesian computation in GemPy 2.1
In: Geoscientific model development : GMD, 14 (6), 3899-3913, 2021
[DOI: 10.5194/gmd-14-3899-2021]

Schaaf, Alexander
de la Varga Hormazabal, Miguel
Wellmann, Jan Florian (Corresponding author)
Bond, Clare E.

[Abstract, Contribution to a conference proceedings]
Benefits of Global Sensitivity Analysis and Reduced Order Modeling for Basin-Scale Process Simulations
In: Abstracts & presentations / EGU General Assembly 2021, EGU21-7036, 2 Seiten, 2021
[DOI: 10.5194/egusphere-egu21-7036]

Degen, Denise Melanie (Corresponding author)
Cacace, Mauro
Spooner, Cameron
Scheck-Wenderoth, Magdalena
Wellmann, Jan Florian

[Journal Article]
Productivity enhancement of geothermal wells through fault zones: Efficient numerical evaluation of a parameter space for the Upper Jurassic aquifer of the North Alpine Foreland Basin
In: Geothermics : an international journal of geothermal research and its applications, 95, 102119, 2021
[DOI: 10.1016/j.geothermics.2021.102119]

Konrad, Florian
Savvatis, Alexandros
Degen, Denise Melanie
Wellmann, Jan Florian
Einsiedl, Florian
et al.

[Journal Article]
Global sensitivity analysis to optimize basin-scale conductive model calibration - A case study from the Upper Rhine Graben
In: Geothermics : an international journal of geothermal research and its applications, 95, 102143, 2021
[DOI: 10.1016/j.geothermics.2021.102143]

Degen, Denise Melanie (Corresponding author)
Veroy-Grepl, Karen
Freymark, Jessica Katja
Scheck-Wenderoth, Magdalena
Poulet, Thomas
et al.

[Journal Article]
Effects of transient processes for thermal simulations of the Central European Basin
In: Geoscientific model development : GMD, 14 (3), 1699-1719, 2021
[DOI: 10.5194/gmd-14-1699-2021]

Degen, Denise Melanie
Cacace, Mauro (Corresponding author)

[Abstract, Contribution to a conference proceedings]
Implicit geological modeling for the Einstein Telescope (Meuse-Rhine Euroregion)
In: Abstracts & presentations / EGU General Assembly 2021, EGU21-15814, 1 Seite, 2021
[DOI: 10.5194/egusphere-egu21-15814]

Chudalla, Nils
Wellmann, Jan Florian
Jüstel, Alexander Magnus
von Harten, Jan

[Abstract, Contribution to a conference proceedings]
Open AR-Sandbox: a Haptic Interface for Geoscience Education and Outreach
In: Abstracts & presentations / EGU General Assembly 2021, EGU21-15031, 1 Seite, 2021
[DOI: 10.5194/egusphere-egu21-15031]

Wellmann, Jan Florian (Corresponding author)
Virgo, Simon
Escallon, Daniel
de la Varga Hormazabal, Miguel
Jüstel, Alexander Magnus
et al.

[Contribution to a book]
A Field Guide to the Spectacular Salt Mines of the Transylvanian Basin and Romanian Carpathians
In: Structural Geology and Tectonics Field Guidebook — Volume 1 / edited by Soumyajit Mukherjee, 167-187, 2021
[DOI: 10.1007/978-3-030-60143-0_6]

Tămaș, Dan Mircea (Corresponding author)
Tămaș, Alexandra
Jüstel, Alexander Magnus
Passchier, Martijn
Chudalla, Nils
et al.

[Abstract, Contribution to a conference proceedings]
GemGIS: GemPy Geographic : Open-Source Spatial Data Processing for Geological Modeling
In: Abstracts & presentations / EGU General Assembly 2021, EGU21-4613, 2 Seiten, 2021
[DOI: 10.5194/egusphere-egu21-4613]

Jüstel, Alexander Magnus
Endlein Correira, Arthur
Wellmann, Jan Florian
Pischke, Marius

[Journal Article]
Bayesian Unsupervised Machine Learning Approach to Segment Arctic Sea Ice Using SMOS Data
In: Geophysical research letters : GRL, 48 (6), e2020GL091285, 2021
[DOI: 10.1029/2020GL091285]

Herbert, Christoph (Corresponding author)
Camps, Adriano
Wellmann, Jan Florian
Vall-llossera, Mercedes

[Contribution to a book, Journal Article]
Model-Based Probabilistic Inversion Using Magnetic Data : A Case Study on the Kevitsa Deposit
In: Geosciences, 11 (4), 150, 2021
[DOI: 10.3390/geosciences11040150]

Güdük, Nilgün
de la Varga Hormazabal, Miguel
Kaukolinna, Janne
Wellmann, Jan Florian (Corresponding author)

[Journal Article]
An Explanation to the Nusselt-Rayleigh Discrepancy in Naturally Convected Porous Media
In: Transport in porous media : TIPM, 137 (1), 195-214, 2021
[DOI: 10.1007/s11242-021-01556-8]

Huang, Po-Wei (Corresponding author)
Wellmann, Jan Florian

[Contribution to a book]
Topology in Geosciences
In: Encyclopedia of Mathematical Geosciences / edited by B.S. Daya Sagar, Qiuming Cheng, Jennifer McKinley, Frits Agterberg, 1-6, 2020
[DOI: 10.1007/978-3-030-26050-7_463-1]

Wellmann, Jan Florian (Corresponding author)

[Abstract]
Increasing the knowledge base for Deep Geothermal Energy Exploration in the Aachen-Weisweiler area, Germany, through 3D probabilistic modeling with GemPy
In: GeoUtrecht 2020 online 2020-08-24 - 2020-08-26, 2020
[DOI: 10.48380/dggv-z24r-1g21]

Jüstel, Alexander Magnus
Wellmann, Jan Florian
Strozyk, Frank
de la Varga Hormazabal, Miguel

[Abstract]
Probabilistic Geomodeling: Recent Developments and Relationship to Reality
In: DGGV-E-Publikationen, 2020
[DOI: 10.48380/dggv-1zy8-7y78]

Wellmann, Jan Florian
de la Varga Hormazabal, Miguel
von Harten, Jan
Schaaf, Alexander
Heim, Elisa
et al.

[Journal Article]
Herzlich willkommen!
In: Blended learning newsletter der Fachgruppe für Geowissenschaften und Geographie, RWTH Aachen University, 4, 1-2, 2020

Neiberger, Cordula
Wellmann, Jan Florian
Zippe, Anna Charlotte

[Book, Journal Issue]
Blended learning newsletter der Fachgruppe für Geowissenschaften und Geographie, RWTH Aachen University
In: Blended learning newsletter der Fachgruppe für Geowissenschaften und Geographie, RWTH Aachen University, 4, 1-12, 2020

Neiberger, Cordula (Editor)
Wellmann, Jan Florian (Editor)
Zippe, Anna Charlotte (Editor)

[Abstract, Contribution to a conference proceedings]
How well do we know our models?
In: Abstracts & presentations / EGU General Assembly 2020, EGU2020-10482, 2 Seiten, 2020
[DOI: 10.5194/egusphere-egu2020-10482]

Degen, Denise Melanie (Corresponding author)
Veroy, Karen
Cacace, Mauro
Scheck-Wenderoth, Magdalena
Wellmann, Jan Florian

[Abstract, Contribution to a conference proceedings]
Parametric Surfaced-Based Geological Reservoir Representation : A Computer Graphics Tool for Improved Decision Making in Immersive Environments
In: Abstracts & presentations / EGU General Assembly 2020, EGU2020-9761, 1 Seite, 2020
[DOI: 10.5194/egusphere-egu2020-9761]

Moulaeifard, Seyyedmohammad (Corresponding author)
Wellmann, Jan Florian

[Abstract, Contribution to a conference proceedings, Journal Article]
Probabilistic Geomodeling: Recent Developments and Relationship to Reality
In: Abstracts with programs / the Geological Society of America, 52 (6), 120-4, 2020
[DOI: 10.1130/abs/2020AM-357628]

Wellmann, Jan Florian
de la Varga Hormazabal, Miguel
von Harten, Jan
Schaaf, Alexander
Heim, Elisa
et al.

[Master Thesis]
Increasing the knowledge base for deep geothermal energy exploration in the Aachen-Weisweiler area, Germany, through 3D probabilistic modeling with GemPy and quantitative data analysis, 2020

Jüstel, Alexander Magnus

[Conference Presentation]
Parametric Surfaced-Based Geological Reservoir Representation : A Computer Graphics Tool for Improved Decision Making in Immersive Environments
In: EGU General Assembly 2020 online 2020-05-04 - 2020-05-08, 2020
[DOI: 10.18154/RWTH-2021-01217]

Moulaeifard, Seyyedmohammad (Corresponding author)
de la Varga Hormazabal, Miguel
Wellmann, Jan Florian

[Preprint]
Bayesian Unsupervised Machine Learning Approach to Segment Arctic Sea Ice from SMOS, 2020
[DOI: 10.1002/essoar.10504747.1]

Herbert, Christoph (Corresponding author)
Camps, Adriano
Wellmann, Jan Florian
Vall-Llossera, Mercedes