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Kaiserstraße 12, 76131 Karlsruhe, Date of birth: April 28 th, 1985 Telephone (office): E-mail (office): +49(0)721 608 43414 menberg@kit.edu Education and Research Experience since 09/2017 02/2015-08/2017 Assistant Professor Institute for Applied Geosciences, Karlsruhe Institute of Technology, Karlsruhe, Postdoctoral Research Associate Engineering Department, University of Cambridge, United Kingdom B-bem: The Bayesian Building Energy Management Portal (EPSRC funded) Adaption of a Bayesian calibration framework for energy system models Development of a detailed thermodynamic model for exergy analysis of hybrid heating and cooling system Improvement and adaption of statistical sensitivity analysis methods for building energy models 10/2014-12/2014 Postdoctoral Research Associate Institute for Applied Geosciences, Karlsruhe Institute of Technology, Karlsruhe, contribution to preparation of research proposal on district-scale application of geothermal energy use of subsurface urban heat islands involvement in collaborative work on spatial assessment of anthropogenic heat fluxes into the urban subsurface 01/2014-06/2014 Postdoctoral Research Associate Department of Earth Sciences, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland GEOTHERM 2 Geothermal Reservoir Processes: Towards the implementation of research into the creation and sustainable use of Enhanced Geothermal Systems employment of life-cycle assessment (LCA) to enhanced geothermal systems development of a novel approach to visualize LCA results as function of uncertain parameters 12/2010-12/2013 PhD (with distinction), Applied Geoscience Institute for Applied Geosciences, Karlsruhe Institute of Technology (KIT),

Anthropogenic and natural alterations of shallow groundwater temperatures first report in literature of the quantitative contribution of various anthropogenic heat sources to urban groundwater warming identification of anthropogenic effects on the subsurface thermal environment by employing analytical modelling techniques and geostatistical methods revelation of the effect of climate change on rural groundwater temperatures 10/2007-04/2010 Diploma (MSc. -level), Hydrogeology and Engineering Geology Institute for Applied Geosciences, Karlsruhe Institute of Technology (KIT), (Grade: 1.5, on 1 to 4 scale) Diploma-Thesis: Influence of specific subsurface parameters on the Thermal Response Test (TRT) (in German) involved in collaborative project (KIT, Bavarian Center for Applied Energy Research & European Institute for Energy Research) on quality assurance of borehole heat exchangers monitored geothermal drilling activities and thermal field tests characterization of rock samples with various laboratory tests 10/2004-09/2007 Pre-Diploma (BSc. -level), Geology Institute for Applied Geology, Karlsruhe Institute of Technology (KIT), (Grade: 1.5) Collaborations 2016- Prof. Masanori Shukuya (Tokyo City University, Japan) and Prof. Ryozo Ooka (Tokyo University) Collaborative work on exergy modelling and performance analysis of hybrid ground source heat pump systems Joint journal and peer-reviewed conference paper 07/2015-08/2015 Visiting Research Scholar, Georgia Institute of Technology (US), Prof. Patricio Vela (School of Electrical and Computer Engineering), and Prof. Godfried Augenbroe (School of Architecture) Collaborative work on sensitivity analysis and Bayesian calibration methods Joint peer-reviewed conference paper 11/2011 Visiting Student, University of Saskatchewan (Canada), Prof. Grant Ferguson (Department of Civil and Geological Engineering) Collaborative work on analytical modelling of subsurface heat flux

Awards and Scholarships 2014 Young Research Scientist Award, Urban Environmental Pollution Conference, Toronto, Canada 2013 Winner Energy Campus 2013, Energy and Climate Protection Foundation Baden- Württemberg (out of 40 contributions). Title: Elevated temperatures beneath cities: A sustainable energy source 2011 Travel scholarship from the Karlsruhe House of Young Scientists of the KIT Grant for a visiting stay at a university abroad 2010-2013 PhD scholarship from the German Environmental Foundation (DBU) Teaching Experience 2017 Supervisor (small group teaching): Building Physics (3 rd Year Engineering) Two-to-one supervisions on papers with example questions Explain underlying physical concepts and applied mathematical approaches 2015 Advisor for final year graduate dissertation (2) One-to-one meetings with graduate Engineering student Advise on planning dissertation and relevant literature Provide constructive feedback on drafts 2011-2013 Supervisor for graduate dissertation (2) and undergraduate projects (2) Introduce project background and advise on relevant literature Explain theory behind experimental and methodological approaches Assist students with data analysis and interpretation Provide constructive feedback on drafts 2012 Tutor: Engineering Geology Field course (4 th Year Applied Geoscience) Demonstrate geotechnical field techniques Marking of reports 2008 Tutor: Engineering Geology Laboratory course (4 th Year Applied Geoscience) Demonstrate geotechnical laboratory techniques Marking of reports 2005-2007 Teaching Assistant: Introduction to Rock Identification (1 st Year Applied Geoscience) Personal Development Explain geological and mineralogical classification concepts Demonstrate identification techniques 2016 Masterclass on Leadership Skills for Postdocs, Teaching for Postdocs 2015 Introduction to Lecturing, Lecturing Performance, Supervising Graduate Students, Introduction to Leadership

2013 Time and Self-management IT, Research Skills and Languages IT Skills Research Languages MS Office, MATLAB, STAN, TRNSYS, EnergyPlus, Esri ArcGIS, OriginPro, Endnote, Simapro, Corel Draw Building Energy Modelling, Bayesian Inference, Exergy Analysis, Time Series Analysis, Analytical and Numerical modelling, Geostatistical Analysis German (native speaker), English (fluent), French (basic) and Spanish (basic) Peer-Reviewed Publications 2017 Menberg, K., Heo, Y. & Choudhary, R. Inference of error terms in energy system models using Bayesian calibration (in preparation) 2017 Menberg, K., Heo, Y., Choi, W., Ooka, R., Choudhary, R. & Shukuya, M. Exergy analysis of a hybrid ground-source heat pump system. Applied Energy 204, 31-46 2016 Menberg, K., Heo, Y. & Choudhary, R. Sensitivity analysis methods for building energy models: comparing computational costs and extractable information. Energy and Buildings 133, 433-445 2016 Menberg, K., Pfister, S., Blum, P. & Bayer, P. A matter of meters: state of the art in the life cycle assessment of enhanced geothermal systems. Energy and Environmental Science 9, 2720-2743 2015 Benz, S., Bayer, P., Menberg, K., Jung, S. & Blum, P. Spatial resolution of anthropogenic heat fluxes into urban aquifers. Science of the Total Environment 524, 427-439 2014 Menberg, K., Blum, P., Kurylyk, B.L., & Bayer, P. Observed groundwater temperature response to recent climate change. Hydrology and Earth System Sciences 18 (11), 4453-4466 2013 Menberg, K., Blum, P., Schaffitel, A. & Bayer, P. Long Term Evolution of Anthropogenic Heat Fluxes into a Subsurface Urban Heat Island. Environmental Science & Technology 47, 9747-9755 2013 Menberg, K., Bayer, P., Zosseder, K., Rumohr, S. & Blum, P. Subsurface urban heat islands in German cities. Science of the Total Environment 442, 123-133 2013 Menberg, K., Steger, H., Zorn, R., Reuss, M., Proell, M., Bayer, P. & Blum, P. Determination of thermal conductivity in the subsurface using laboratory and field experiments and theoretical models. Grundwasser 18(2), 103-116 (in German) Conference Proceedings 2017 Menberg, K., Heo, Y. & Choudhary, R. Efficiency and Reliability of Bayesian Calibration of Energy Supply System Models. Building Simulation 2017

2017 Menberg, K., Heo, Y., Choi, W., Ooka, R., Choudhary, R & Shukuya, M. Exergy Analysis of a Ground-Source Heat Pump System. Building Simulation 2017 2016 Menberg, K., Heo, Y., Augenbroe, G. & Choudhary, R. New Extension of Morris method for sensitivity analysis of building energy models. Building Simulation and Optimization 3 rd IBPSA England Conference 2016 Menberg, K., Blum, P., Pfister, S., Rybach, L. & Bayer, P. Life cycle assessment of geothermal power generation. European Geothermal Congress 2016 2015 Menberg, K., Blum, P., Rivera, J., Benz, S. & Bayer P. Exploring the Geothermal Potential of Waste Heat Beneath Cities. Proceedings World Geothermal Congress 2015 2013 Menberg, K., Bayer, P., Blum, P. Elevated temperatures beneath cities: An enhanced geothermal resource. European Geothermal Congress 2013 2013 Menberg, K., Bayer, P., Zosseder, K., Rumohr, S., Blum, P. Urban heat islands in the subsurface of German cities. 19 th Engineering Geology Congress (in German) 2013 Menberg, K., Blum, P., Limberg, A., Bayer, P. Heat islands in the groundwater of German cities. (in German). Lower Saxony Groundwater Congress (in German) Other publications 2014 Menberg, K. Elevated temperatures beneath cities: A sustainable energy source. Energiewirtschaftliche Tagesfragen 64(3), 56-57 (in German) 2014 Menberg, K. Anthropogenic and natural alterations of shallow groundwater temperatures, PhD Thesis, Karlsruhe Institute of Technology (KIT) 2010 Menberg, K. Influence of specific ground parameters on a Thermal Response Test (TRT), Diploma (MSc.) Thesis, Karlsruhe Institute of Technology (KIT) Invited Presentations 2014 Elevated temperatures beneath cities: A sustainable energy source Evening debate Who pays the Energy Transition?, organized by the Energy and Climate Protection Foundation, Baden-Württemberg 2013 Heat islands in the groundwater of German cities Lower Saxony Groundwater Congress, Braunschweig, Selected Talks 2014 Influence of recent climate change on groundwater temperatures in shallow aquifers Our Climate Our Future 2014, Berlin, October 6-9 2014 2014 Subsurface urban heat islands: thermal impact of urbanization on groundwater Urban Environmental Pollution, Toronto, Canada, June 12-15 2014

2014 Urban heat islands in the subsurface as sustainable source for geothermal energy European Geosciences Union General Assembly 2014, Vienna, Austria, April 27 - May 2 2014, Geophysical Research Abstracts Vol. 16, EGU2014-7006 2012 Subsurface urban heat fluxes in German cities 11 th Urban Environmental Symposium, Karlsruhe,, September 17-19 2012 2012 Urbane Wärmeinseln im Untergrund deutscher Städte FH-DGG Tagung 2012, Dresden,, May 16-20 2012