Data Integration and Parameter Estimation
Head
Staff
- Dr. Hendrik Paasche
- Segolene Dega
- John Anders
2024
- Arévalo-Martínez, D.L., Haroon, A., Bange, H.W., Erkul, E., Jegen, M., Moosdorf, N., Schneider von Deimling, J., Berndt, C., Böttcher, M.E., Hoffmann, J., Liebetrau, V., Mallast, U., Massmann, G., Micallef, A., Michael, H.A., Paasche, H., Rabbel, W., Santos, I., Scholten, J., Schwalenberg, K., Szymczycha, B., Thomas, A.T., Virtasalo, J.J., Waska, H., Weymer, B.A. (2023):
Ideas and perspectives: Land–ocean connectivity through groundwater
Biogeosciences 20 (3), 647 - 662 10.5194/bg-20-647-2023 - Dega, S., Dietrich, P., Schrön, M., Paasche, H. (2023):
Probabilistic prediction by means of the propagation of response variable uncertainty through a Monte Carlo approach in regression random forest: application to soil moisture regionalization
Front. Environ. Sci. 11 , art. 1009191 10.3389/fenvs.2023.1009191 - Haroon, A., Paasche, H., Graber, S., Petersen, S., Attias, E., Jegen, M., Gehrmann, R., Hölz, S., Klischies, M. (2023):
Automated seafloor massive sulfide detection through integrated image segmentation and geophysical data analysis: Revisiting the TAG hydrothermal field
Geochem. Geophys. Geosyst. 24 (12), e2023GC011250 10.1029/2023GC011250 - Paasche, H., Schröter, I. (2023):
Quantification of data‐related uncertainty of spatially dense soil moisture patterns on the small catchment scale estimated using unsupervised multiple regression
Vadose Zone J. 22 (4), e20258 10.1002/vzj2.20258 - Paasche, H., Wang, Y., Baranwal, V.C., Brönner, M. (2023):
Computation of a probabilistic uranium concentration map of Norway: A digital expert elicitation approach employing random forests and artificial neural networks
Heliyon 9 (11), e21791 10.1016/j.heliyon.2023.e21791 - Wang, Y., Paasche, H., Baranwal, V.C., Dumais, M.-A., Stampolidis, A., Ofstad, F., Brönner, M. (2023):
Extrapolating a uranium map of Norway: Implications for country-scale geogenic radon risk mapping
Environ. Adv. 14 , art. 100436 10.1016/j.envadv.2023.100436
- Koedel, U., Dietrich, P., Fischer, P., Greinert, J., Bundke, U., Burwicz-Galerne, E., Haas, A., Herrarte, I., Haroon, A., Jegen, M., Kalbacher, T., Kennert, M., Korf, T., Kunkel, R., Kwok, C.Y., Mahnke, C., Nixdorf, E., Paasche, H., González Ávalos, E., Petzold, A., Rohs, S., Wagner, R., Walter, A. (2022):
The Digital Earth SMART monitoring concept and tools
In: Bouwer, L.M., Dransch, D., Ruhnke, R., Rechid, D., Frickenhaus, S., Greinert, J. (eds.)
Integrating data science and earth science. Challenges and solutions
SpringerBriefs in Earth System Sciences
Springer International Publishing, Cham, p. 85 - 120 10.1007/978-3-030-99546-1_6 - Paasche, H., Gross, M., Lüttgau, J., Greenberg, D.S., Weigel, T. (2022):
To the brave scientists: Aren't we strong enough to stand (and profit from) uncertainty in Earth system measurement and modelling?
Geosci. Data J. 9 (2), 393 - 399 10.1002/gdj3.132
- Wang, Y., Brönner, M., Baranwal, V.C., Paasche, H., Stampolidis, A. (2021):
Data-driven classification of bedrocks by the measured uranium content using self-organizing maps
Appl. Geochem. 132 , art. 105074 10.1016/j.apgeochem.2021.105074
- Paasche, H., Paasche, K., Dietrich, P. (2020):
Uncertainty as a driving force for geoscientific development
Nat. Cult. 15 (1), 1 - 18 10.3167/nc.2020.150101
- Lausch, A., Borg, E., Bumberger, J., Dietrich, P., Heurich, M., Huth, A., Jung, A., Klenke, R., Knapp, S., Mollenhauer, H., Paasche, H., Paulheim, H., Pause, M., Schweitzer, C., Schmullius, C., Settele, J., Skidmore, A.K., Wegmann, M., Zacharias, S., Kirsten, T., Schaepman, M.E. (2018):
Understanding forest health with remote sensing, Part III: Requirements for a scalable multi-source forest health monitoring network based on data science approaches
Remote Sens. 10 (7), art. 1120 10.3390/rs10071120 - Paasche, H. (2018):
About probabilistic integration of ill-posed geophysical tomography and logging data: A knowledge discovery approach versus petrophysical transfer function concepts illustrated using cross-borehole radar-, P- and S-wave traveltime tomography in combination with cone penetration and dielectric logging data
J. Appl. Geophys. 148 , 175 - 188 10.1016/j.jappgeo.2017.11.017
- Asadi, A., Dietrich, P., Paasche, H. (2017):
Spatially continuous probabilistic prediction of sparsely measured ground properties constrained by ill-posed tomographic imaging considering data uncertainty and resolution
Geophysics 82 (3), V149 - V162 10.1190/GEO2016-0302.1 - Paasche, H. (2017):
Translating tomographic ambiguity into the probabilistic inference of hydrologic and engineering target parameters
Geophysics 82 (4), EN67 - EN79 10.1190/GEO2015-0618.1 - Paasche, H., Asadi, A., Dietrich, P. (2017):
Integration of geophysical tomograms and direct-push logging data for probabilistic prediction of spatially continuous hydrologic parameter distributions
In: Liedl, R., Dietrich, P., Butler jr., J.J. (eds.)
Novel Methods for Subsurface Characterization and Monitoring: From Theory to Practice. NovCare 2017. International Conference, June 06-09, 2017, Dresden
Technische Universität Dresden, Dresden, p. 85 - Schröter, I., Paasche, H., Doktor, D., Xu, X., Dietrich, P., Wollschläger, U. (2017):
Estimating soil moisture patterns with remote sensing and terrain data at the small catchment scale
Vadose Zone J. 16 (10) 10.2136/vzj2017.01.0012 - Tronicke, J., Paasche, H. (2017):
Integrated interpretation of 2D ground-penetrating radar, P-, and S-wave velocity models in terms of petrophysical properties: Assessing uncertainties related to data inversion and petrophysical relations
Interpretation 5 (1), T121 - T130 10.1190/INT-2016-0081.1 - Tronicke, J., Paasche, H. (2017):
Geotechnical properties from geophysical data: Estimating uncertainties related to data inversion and petrophysical relations
In: Liedl, R., Dietrich, P., Butler jr., J.J. (eds.)
Novel Methods for Subsurface Characterization and Monitoring: From Theory to Practice. NovCare 2017. International Conference, June 06-09, 2017, Dresden
Technische Universität Dresden, Dresden, p. 61
- Asadi, A., Dietrich, P., Paasche, H. (2016):
2D probabilistic prediction of sparsely measured geotechnical parameters constrained by tomographic ambiguity and measurements errors
78th EAGE Conference and Exhibition, Vienna, Austria, 30 May - 2 June 2016
1 - 5 10.3997/2214-4609.201600795 - Asadi, A., Dietrich, P., Paasche, H. (2016):
2D probabilistic prediction of sparsely measured earth properties constrained by geophysical imaging fully accounting for tomographic reconstruction ambiguity
Environ. Earth Sci. 75 (23), art. 1487 10.1007/s12665-016-6288-8 - Paasche, H. (2016):
About data-driven integration of ill-posed geophysical tomography and geotechnical logging data
78th EAGE Conference and Exhibition, Vienna, Austria, 30 May - 2 June 2016
1 - 5 10.3997/2214-4609.201601402 - Paasche, H. (2016):
Post‐inversion integration of disparate tomographic models by model structure analyses
In: Moorkamp, M., Lelièvre, P.G., Linde, N., Khan, A. (eds.)
Integrated imaging of the earth : theory and applications
Geophysical Monograph 218
American Geophysical Union (AGU), Washington, DC, p. 69 - 91 10.1002/9781118929063.ch5
- Asadi, A., Dietrich, P., Paasche, H. (2015):
Predicting continuous distributions of sparse data under full consideration of tomographic reconstruction ambiguity
Near Surface Geoscience 2015 - 21st European Meeting on Environmental and Engineering Geophysics, Turin, Italy, 6-10 September 2015
European Association of Geoscientists and Engineers (EAGE), Houten, WE21A06 10.3997/2214-4609.201413765 - Bumberger, J., Paasche, H., Dietrich, P. (2015):
Systematic description of direct push sensor systems: A conceptual framework for system decomposition as a basis for the optimal sensor system design
J. Appl. Geophys. 122 , 210 - 217 10.1016/j.jappgeo.2015.06.003 - Demuth, D., Bumberger, J., Paasche, H. (2015):
Evaluation of direct push probes: Sensor interface analysis of DC resistivity probes
J. Appl. Geophys. 122 , 218 - 225 10.1016/j.jappgeo.2015.07.013 - Eberle, D., Hutchins, D., Das, S., Majumdar, A., Paasche, H. (2015):
Automated pattern recognition to support geological mapping and exploration target generation – A case study from southern Namibia
J. Afr. Earth Sci. 106 , 60 - 74 10.1016/j.jafrearsci.2015.03.011 - Paasche, H. (2015):
Integration of airborne geophysical data: data mining versus human expertise
EAGE/DGG Workshop on Airborne Geophysics, 27th March 2015, Hannover, Germany
47 - 51 10.3997/2214-4609.201411996 - Paasche, H. (2015):
Fully non-linear self-organizing inversion of cross-borehole tomographic data
Near Surface Geoscience 2015 - 21st European Meeting on Environmental and Engineering Geophysics, Turin, Italy, 6-10 September 2015
European Association of Geoscientists and Engineers (EAGE), Houten, WE21A01 10.3997/2214-4609.201413760 - Paasche, H. (2015):
Approaches towards a probabilistic assessment of geotechnical parameter distributions relying on geophysical imaging
In: Schweckendiek, T., Van Tol, A.F., Pereboom, D., Van Staveren, A., Cools, P.M.C.B.M. (eds.)
Geotechnical safety and risk V
IOS Press, Amsterdam, p. 880 - 885 10.3233/978-1-61499-580-7-880 - Schröter, I., Paasche, H., Dietrich, P., Wollschläger, U. (2015):
Estimation of catchment-scale soil moisture patterns based on terrain data and sparse TDR measurements using a fuzzy c-means clustering approach
Vadose Zone J. 14 (11) 10.2136/vzj2015.01.0008
- Paasche, H., Eberle, D., Das, S., Cooper, A., Debba, P., Dietrich, P., Dudeni-Thlone, N., Gläßer, C., Kijko, A., Knobloch, A., Lausch, A., Meyer, U., Smit, A., Stettler, E., Werban, U. (2014):
Are Earth Sciences lagging behind in data integration methodologies?
Environ. Earth Sci. 71 (4), 1997 - 2003 10.1007/s12665-013-2931-9 - Paasche, H., Rumpf, M., Lontsi, A.M., Hausmann, J., Hannemann, K., Fechner, T., Ohrnberger, M., Werban, U., Tronicke, J., Krüger, F., Dietrich, P. (2014):
MuSaWa: Multi-Scale S-wave tomography for exploration and risk assessment of development sites
In: Weber, M., Münch, U. (eds.)
Tomography of the Earth’s Crust: From Geophysical Sounding to Real-Time Monitoring. GEOTECHNOLOGIEN Science Report No. 21
Advanced Technologies in Earth Sciences
Springer, Berlin, Heidelberg, p. 95 - 114 10.1007/978-3-319-04205-3_6 - Paasche, H., Tronicke, J. (2014):
Nonlinear joint inversion of tomographic data using swarm intelligence
Geophysics 79 (4), R133 - R149 10.1190/GEO2013-0423.1 - Schröter, I., Paasche, H., Dietrich, P., Wollschläger, U. (2014):
Field-scale prediction of soil moisture patterns by means of a fuzzy c-means clustering algorithm, structural information/multisensoral data, and sparse TDR measurements
Proceedings of the 2014 AGU Chapman Conference on Catchment Spatial Organization and Complex Behavior, Luxembourg, 23-26. September, 2014
1 - 6 - Wollschläger, U., Grau, T., Martini, E., Neubauer, M., Schmidt, A., Schrön, M., Schröter, I., Dietrich, P., Fleckenstein, J.H., Lausch, A., Musolff, A., Paasche, H., Reinstorf, F., Vogel, H.-J., Werban, U., Zacharias, S. (2014):
Revealing principles of hydrological response – the Schaefertal approach
Proceedings of the 2014 AGU Chapman Conference on Catchment Spatial Organization and Complex Behavior, Luxembourg, 23-26. September, 2014
1 - 3
- Demuth, D., Bumberger, J., Sauer, D., Paasche, H. (2013):
Modellierung und systematischer Vergleich zweier Direct Push DC- Sonden unter besonderer Berücksichtigung von Signalstabilität und Sondenverschleiß
73. Jahrestagung der Deutschen Geophysikalischen Gesellschaft, 4. - 7. März 2013 in Leipzig
Universität Leipzig, Leipzig, 142 - Hachmöller, B., Paasche, H. (2013):
Integration of surface-based tomographic models for zonation and multimodel guided extrapolation of sparsely known petrophysical parameters
Geophysics 78 (4), EN43 - EN53 10.1190/GEO2012-0417.1 - Paasche, H., Rumpf, M., Hausmann, J., Fechner, T., Werban, U., Tronicke, J., Dietrich, P. (2013):
Advances in acquisition and processing of near-surface seismic tomographic data for geotechnical site assessment
First Break 31 (8), 59 - 65 - Paasche, H., Tronicke, J. (2013):
Global joint inversion of tomographic data: appraisal of model reconstruction ambiguity
Near Surface Geoscience 2013 – 19th European Meeting of Environmental and Engineering Geophysics Bochum, Germany, 9-11 September 2013 - Sauer, D., Popp, S., Dittfurth, A., Altdorff, D., Dietrich, P., Paasche, H. (2013):
Soil moisture assessment over an alpine hillslope with significant soil heterogeneity
Vadose Zone J. 12 (4) 10.2136/vzj2013.01.0009
- Eberle, D.G., Paasche, H. (2012):
Integrated data analysis for mineral exploration: A case study of clustering satellite imagery, airborne gamma-ray, and regional geochemical data suites
Geophysics 77 (4), B167 - B176 10.1190/geo2011-0063.1 - Paasche, H., Tronicke, J., Dietrich, P. (2012):
Zonal cooperative inversion of partially co-located data sets constrained by structural a priori information
Near Surf. Geophys. 10 (2), 103 - 116 10.3997/1873-0604.2011033 - Tronicke, J., Paasche, H., Böniger, U. (2012):
Crosshole traveltime tomography using particle swarm optimization: A near-surface field example
Geophysics 77 (1), R19 - R32 10.1190/GEO2010-0411.1
Group members:
- Daniel Demuth
Student members:
- Rene Schultz
- Corinna Naumann
- Barbara Hachmöller
Guest:
- PD Dr Detlef Eberle
Research Topics
- Multivariate analyses for probabilistic integration of multi-method data bases
- Geoscientifically constrained extrapolation of sparse data
- Non-linear joint inversion concepts, i.e. for geophysical model generation
- Optimization of geophysical surveying and processing strategies for information return maximization
Projects
- Multi-scale S-wave tomography for exploration and risk assessment of development sites ( MuSaWa )