The goal of this project is to provide a small-scale, climate-dependent forecast for feed-in power and consumption and, as a result, an assessment of the compatibility of the calculated loads and services with the components and lines installed in the distribution network. In a further step, the measures to be taken are then to be simulated and evaluated with an increased feed load or consumption. In the end, a forecasting and simulation system is to be developed, which allows network operators to optimise operation in distribution networks.
Project description
Due to the shift of power production from highly centralised power plants to decentralised power production with renewable energy, the role of local distribution networks has changed. Originally, these networks were designed to distribute electric power from a centralised source to consumers. However, nowadays, the increasing number of climate-dependent decentralised energy production systems connected to local distribution networks, such as photovoltaics, affect the network stability. Thus, network operators need decision support methodology in order to cope with the network uncertainty. As a central part of the decision support system, climate-dependent forecast for feed-in power is required with high spatial resolution. In this project, a method for the prediction of feed-in power production from photovoltaics, based on georeferenced power production and meteorological data is developed.
In a separate work package, the standard last profile for power consumption is being studied and analysed over the course of different seasons and on daily basis. Afterwards, correlations are being built between the power consumption and various meteorological factors, in order to study the impact of these different meteorological factors.
The VerNet-LEM project provides:
- Forecasting algorithm for the power production and consumption
- Decision support system for comparing the impact of different regulatory measures using the General Indicator Model (GIM)
- Formalisation of individual regulatory measures and creation of functional relationships using the Indicator Modelling framework and GIM
Publications
2024
2023
- Bachert, Carolin:Mapping the Energy ADE to CityGML 3.0.Master thesis,2023more…BibTeX
- Faltermeier, Florian L.; Krapf, Sebastian; Willenborg, Bruno; Kolbe, Thomas H.:Improving Semantic Segmentation of Roof Segments Using Large-Scale Datasets Derived from 3D City Models and High-Resolution Aerial Imagery.Remote Sensing15 (17), 2023more…BibTeX
- Harter, Hannes; Willenborg, Bruno; Lang, Werner; Kolbe, Thomas H.:Climate-neutral municipal building stock - life cycle assessment of large residential building stocks based on semantic 3D city models.Energy and Buildings292 (113141), 2023more…BibTeX
- Harter, Hannes; Willenborg, Bruno; Lang, Werner; Kolbe, Thomas H.:Life Cycle Assessment of building energy systems on neighbourhood level based on semantic 3D city models.Journal of Cleaner Production407 (137164), 2023more…BibTeX
2022
- Apra, Irène:Semantic segmentation of roof superstructures.Master thesis,2022more…BibTeX
- Faltermeier, Florian:Improving CNN roof segment detection by dataset extension using 3D city models.Projekt thesis,2022more…BibTeX
- Knoll, Kevin:Zusammenführung von Luftbild- und 3D-basierter Photovoltaik-Potenzialanalyse.Master thesis,2022more…BibTeX
- Krapf, Sebastian; Willenborg, Bruno; Knoll, Kevin; Bruhse, Matthias; Kolbe, Thomas H.:Deep Learning for Semantic 3D City Model Extension: Modeling Roof Superstructures using Aerial Images for Solar Potential Analysis.ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences), 2022more…BibTeX
2021
- Harter, Hannes; Willenborg, Bruno; Schneider-Marin, Patricia; Banihashemi, Farzan; Vollmer, Michael; Kierdorf, Daniel; Kolbe, Thomas H.; Lang, Werner:Uncertainty Analysis of Life Cycle Assessment Input Parameters on City Quarter Level.Building Simulation 2021, 2021more…BibTeX
- Sedlmeier, P.:Extending the Calibration of the Transition Model for Calculating Solar Radiation Values.IDP-Arbeit,2021more…BibTeX
2020
- Besinger, Leander:Solarpotentialanalyse auf Basis von 3D-Stadtmodellen – Performance und Ergebnisqualität.Bachelor thesis,2020more…BibTeX
- Harter, H.; Willenborg, B.; Lang, W.; Kolbe, T. H.:Life Cycle Assessment of Technical Building Services of Large Residential Building Stocks using Semantic 3D City Models.ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information SciencesVI-4/W1-2020, 2020, 85-92more…BibTeX
2018
- Elfouly, Mostafa; Donaubauer, Andreas; Kolbe, Thomas H.:Prediction of feed-in power from photovoltaics in local distribution networks.PFGK18 - Photogrammetrie - Fernerkundung - Geoinformatik - Kartographie, 37. Jahrestagung in München 2018 (Publikationen der Deutschen Gesellschaft für Photogrammetrie, Fernerkundung und Geoinformation e.V.27), Deutsche Gesellschaft für Photogrammetrie, Fernerkundung und Geoinformation e.V., 2018, 199-212more…BibTeX
- Fuchs, Dominik:Berechnung des Energiebedarfs von Wohngebäuden auf Basis von semantischen 3D-Stadtmodellen am Beispiel der Gemeinde Poing.Bachelor thesis,2018more…BibTeX
- Kutzner, Tatjana; Hijazi, Ihab; Kolbe, Thomas H.:Semantic Modelling of 3D Multi-utility Networks for Urban Analyses and Simulations – The CityGML Utility Network ADE.International Journal of 3-D Information Modeling (IJ3DIM)7 (2), 2018, 1-34more…BibTeX
- Willenborg, Bruno; Pültz, Martin; Kolbe, Thomas H.:Integration of Semantic 3D City Models and 3D Mesh Models for Accuracy Improvements of Solar Potential Analyses.Proceedings of the 13th International 3D GeoInfo Conference 2018 (ISPRS Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences), ISPRS, 2018, 223-230more…BibTeX
2017
- Chaturvedi, Kanishk; Willenborg, Bruno; Sindram, Maximilian; Kolbe, Thomas H.:Solar Potential Analysis and Integration of the Time-dependent Simulation Results for Semantic 3D City Models Using Dynamizers.Proceedings of the 12th International 3D GeoInfo Conference 2017 (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences), ISPRS, 2017, 25-32more…BibTeX
- Hijazi, Ihab; Kutzner, Tatjana; Kolbe, Thomas H.:Use Cases and their Requirements on the Semantic Modeling of 3D Supply and Disposal Networks.Kulturelles Erbe erfassen und bewahren - Von der Dokumentation zum virtuellen Rundgang, 37. Wissenschaftlich-Technische Jahrestagung der DGPF (Publikationen der Deutschen Gesellschaft für Photogrammetrie, Fernerkundung und Geoinformation (DGPF) e.V.), Deutsche Gesellschaft für Photogrammetrie, Fernerkundung und Geoinformation e.V., 2017, 288-301more…BibTeX
- Huang, Jingsui:Assessing the Potential of Rooftop Photovoltaics in Greater Cairo, Egypt Using Two GIS-based Approaches (ArcGIS Model and CityGML): A Case Study of Al Rehab.Master thesis,2017more…BibTeX
- Willenborg, Bruno; Sindram, Maximilian; Kolbe, Thomas H.:Applications of 3D City Models for a better understanding of the Built Environment.In:Behnisch, Martin; Meinel, Gotthard (Ed.):Trends in Spatial Analysis and Modelling. Springer International Publishing, 2017, 167-191more…BibTeX
2016
- Eberle, Benjamin Tim:Validierung von geschätzten Sonneneinstrahlungswerten anhand von Messdaten des Deutschen Wetterdienstes für die Standorte Potsdam und Weihenstephan.Bachelor thesis,2016more…BibTeX
- Kausika, Bhavya; Moshrefzadeh, Mandana; Kolbe, Thomas H.; van Sark, Wilfried:3D Solar Potential Modelling and Analysis: A case study for the city of Utrecht.32nd European Photovoltaic Solar Energy Conference and Exhibition, EUPVSEC 2016, 2016more…BibTeX
- Kreuzpaintner, David:Texturgenerierung aus Punktrastern für 3D-Gebäudemodelle.Bachelor thesis,2016more…BibTeX
- Nguyen, Son H.:Model-driven General Indicator Modelling exemplified by the Building Thermal Energy Assessment Standard DIN 18599-2.IDP-Arbeit,2016more…BibTeX
2015
- Willkomm, Philipp; Kaden, Robert; Coors, Volker; Kolbe, Thomas H. (Ed.):Leitfaden 3D-GIS und Energie.Runder Tisch GIS e.V., 2015more…BibTeX
- Kaden, Robert; Elfouly, Mostafa; Kolbe, T.H.:The CityGML Energy ADE - An International Standardization Effort for the Extension of 3D City Models to Support Energetic Building Analysis.Innovations for Energy Systems, Mobility, Buildings and Materials, printy - Digitaldruck & Kopierservice, 20155th Energy Colloquium of the Munich School of Engineeringmore…BibTeX
- Nouvel, Romain; Bahu, Jean-Marie; Kaden, Robert; Kaempf, Jerome; Cipriano, Piergiorgio; Lauster, Moritz; Häfele, Karl-Heinz; Munoz, Esteban; Tournaire, Olivier; Casper, Egbert:Development of the CityGML Application Domain Extension Energy for Urban Energy Simulation.Building Simulation 2015 - 14th Conference of the International Building Performance Simulation Association, 2015, 559-564more…BibTeX
- Nouvel, Romain; Kaden, Robert; Bahu, Jean-Marie; Kaempf, Jerome; Cipriano, Piergiorgio; Lauster, Moritz; Benner, Joachim; Munoz, Esteban; Tournaire, Olivier; Casper, Egbert:Genesis of the CityGML Energy ADE.Proceedings of International Conference CISBAT 2015 on Future Buildings and Districts Sustainability from Nano to Urban Scale, LESO-PB, EPFL, 2015, 931-936more…BibTeX
- Zahn, Wolfgang:Sonneneinstrahlungsanalyse auf und Informationsanreicherung von großen 3D-Stadtmodellen im CityGML-Schema.Master thesis,2015more…BibTeX
- Zirak, Maryam:A Model-driven Approach for Linking Building Thermal Energy Assessment Standards and the CityGML Energy Application Domain Extension (ADE) using UML.Master thesis,2015more…BibTeX
2014
- Bartels, Marie; Becker, Thomas; Hahne, Michael; Hempel, Leon; Kolbe, Thomas H.; Lieb, Renate:Simulation von Kaskadeneffekten beim Ausfall von Infrastrukturen.zfv - Zeitschrift für Geodäsie, Geoinformation und Landmanagement (4), 2014, 217-223more…BibTeX
- Casper, Egbert; Häfele, Karl-Heinz; Kaden, Robert:OGC standard CityGML opens up new applications in energy simulation.Journal of the National Institute of Building Sciences2 (6), 2014, 30-32more…BibTeX
- Kaden, Robert; Kolbe, Thomas H.:Simulation-Based Total Energy Demand Estimation of Buildings using Semantic 3D City Models.International Journal of 3-D Information Modeling3 (2), 2014, 35-53more…BibTeX
- Offer, Julia; Kaden, Robert; Kastner, Oliver; Zimmermann, Günter; Kolbe, Thomas H.:Entwicklung eines GIS-Werkzeugs zur Untersuchung geothermischer Energieproduktionspotenziale.Angewandte Geoinformatik 2014, Wichmann Verlag, 2014Tagungsband zur Konferenz AGIT 2014, 127-136more…BibTeX
- Yao, Zhihang; Sindram, Maximilian; Kaden, Robert; Kolbe, Thomas H.:Cloud-basierter 3D-Webclient zur kollaborativen Planung energetischer Maßnahmen am Beispiel von Berlin und London.In:Kolbe, Thomas H.; Bill, Ralf; Donaubauer, Andreas (Ed.):Geoinformationssysteme 2014. Wichmann, 2014more…BibTeX
2013
- Banfi, Daniel:Energiebedarfsanalyse urbaner Räume anhand des semantischen Modells und Austauschformats CityGML.Master thesis,2013more…BibTeX
- Becker, Thomas; Nagel, Claus; Kolbe, Thomas H.:Semantic 3D modeling of multi-utility networks in cities for analysis and 3D visualization.In:Pouliot, Jacynthe; Daniel, Sylvie; Hubert, Frédéric; Zamyadi, Alborz (Ed.):Progress and New Trends in 3D Geoinformation Sciences. Springer, 2013, 41-62more…BibTeX
- Biernath, Felix:Berechnung der Wärmeenergiebedarfe von Gebäuden und deren Validierung anhand tatsächlicher Verbrauchsdaten.Bachelor thesis,2013more…BibTeX
- Kaden, Robert; Kolbe, Thomas H.:City-Wide Total Energy Demand Estimation of Buildings using Semantic 3D City Models and Statistical Data.Proc. of the 8th International 3D GeoInfo Conference, 2013more…BibTeX
- Kaden, Robert; Nagel, Claus; Herreruela, Javier; Kolbe, Thomas H.:Kopplung von 3D-Stadtmodellen mit Cloud-Diensten.Neue Horizonte für Geodateninfrastrukturen – Open GeoData, Mobility, 3D-Stadt, 2013more…BibTeX
- Kaden, Robert; Prytula, Michael; Krüger, Andreas; Kolbe, Thomas H.:Energieatlas Berlin: Vom Gebäude zur Stadt – Am Beispiel zur Abschätzung der Wärmeenergiebedarfe von Gebäuden.Geoinformationssysteme 2013 - Beiträge zum 18. Münchner Fortbildungsseminar Geoinformationssysteme, 2013, 17-32more…BibTeX
- Kastner, Oliver; Huenges, Ernst; Bredel-Schürmann, Stefan; Kolbe, Thomas H.; Kabus, Frank:Geothermische Wärmeversorgung von Metropolen aus dem Tiefengestein am Beispiel Berlins.Zusammenarbeit von Forschung und Wirtschaft für Erneuerbare Energien und Energieeffizienz - Beiträge zur FVEE-Jahrestagung 2012, ForschungsVerbund Erneuerbare Energie (FVEE), 2013more…BibTeX
2012
- Kaden, Robert; Krüger, Andreas; Kolbe, Thomas H.:Energy Atlas Berlin.2012more…BibTeX
- Kaden, Robert; Krüger, Andreas; Kolbe, Thomas H.:Integratives Entscheidungswerkzeug für die ganzheitliche Planung in Städten auf der Basis von semantischen 3D-Stadtmodellen am Beispiel des Energieatlasses Berlin.Tagungsband der Wissenschaftlich-Technischen Jahrestagung der Deutschen Gesellschaft für Photogrammetrie, Fernerkundung und Geoinformation (DGPF) in Potsdam, 2012 (Publikationen der Deutschen Gesellschaft für Photogrammetrie, Fernerkundung und Geoinformation (DGPF) e.V.), 2012more…BibTeX
- Krüger, Andreas; Kolbe, Thomas H.:Building Analysis for Urban Energy Planning Using Key Indicators on Virtual 3D City Models: The Energy Atlas of Berlin.Proceedings of the ISPRS Congress 2012 in Melbourne (ISPRS International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences), ISPRS, 2012more…BibTeX
- Sindram, Maximilian; Zimmer, Markus:Die Zukunft der Energiemärkte – Ein GIS-gestützter Ansatz.Geoinformationssysteme – Beiträge zum 17. Münchner Fortbildungsseminar 2012, Wichmann, 2012, 283-289more…BibTeX
