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Philipp Mascherbauer

Vienna University of Technology

  • Vienna University of Technology

SCHOLARLY PAPERS

7

DOWNLOADS

547

TOTAL CITATIONS

4

Scholarly Papers (7)

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1.

Modeling Households’ Behavior, Energy System Operation, and Interaction in the Energy Community

Downloads 184 (411,650)

Modeling Households’ Behavior, Energy System Operation, and Interaction in the Energy Community

Number of pages: 18 Posted: 19 Oct 2024 Last Revised: 13 Feb 2025
Songmin Yu, Philipp Mascherbauer, Thomas Haupt, Kevan Skorna, Hannah Rickmann, Maksymilian Kochanski and Lukas Kranzl
Fraunhofer ISI, Vienna University of Technology, Ansbach University of Applied Sciences, Utrecht University, Heidelberg University, Research and Innovation Centre Pro-Akademia and Vienna University of Technology
Downloads 152 (488,255)

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Household Energy Consumption, Behavior Modeling, Time-use Survey, Prosumaging, Smart Energy Management System, Energy Community

Modeling Households’ Behavior, Energy System Operation, and Interaction in the Energy Community

Number of pages: 13 Posted: 25 Apr 2024
Songmin Yu, Philipp Mascherbauer, Thomas Haupt, Hannah Rickmann, Maksymilian Kochanski, Kevan Skorna and Lukas Kranzl
Fraunhofer ISI, Vienna University of Technology, Ansbach University of Applied Sciences, Heidelberg University, Research and Innovation Centre Pro-Akademia, Utrecht University and Vienna University of Technology
Downloads 32 (1,326,242)

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Household Energy Consumption, Behavior Modeling, Time-use Survey, Prosumaging, Smart Energy Management System, Energy Community

2.

From Data Scarcity to Scalability: Generating Realistic Building Energy Profiles with GANs

Downloads 121 (604,538)

From Data Scarcity to Scalability: Generating Realistic Building Energy Profiles with GANs

Number of pages: 24 Posted: 30 Aug 2025
Philipp Mascherbauer, Mohsen Sharifi, Francesca Conselvan, Daniel Harringer, Lukas Kranzl and Yixiao Ma
Vienna University of Technology, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Vienna University of Technology and VITO, Flemish Institute for Technological Research
Downloads 48 (1,119,531)

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Synthetic data, GANs, machine learning, smart meter data, privacy friendly

From Data Scarcity to Scalability: Generating Realistic Building Energy Profiles with GANs

Number of pages: 24 Posted: 30 Aug 2025
Philipp Mascherbauer, Mohsen Sharifi, Francesca Conselvan, Daniel Harringer, Lukas Kranzl and Yixiao Ma
Vienna University of Technology, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Vienna University of Technology and VITO, Flemish Institute for Technological Research
Downloads 25 (1,430,393)

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Synthetic data, GANs, machine learning, smart meter data, privacy friendly

From Data Scarcity to Scalability: Generating Realistic Building Energy Profiles with GANs

Number of pages: 24 Posted: 17 Sep 2025
Philipp Mascherbauer, Daniel Harringer, Lukas Kranzl, Francesca Conselvan, Mohsen Sharifi and Yixiao Ma
Vienna University of Technology, affiliation not provided to SSRN, Vienna University of Technology, affiliation not provided to SSRN, affiliation not provided to SSRN and VITO, Flemish Institute for Technological Research
Downloads 25 (1,445,011)

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Synthetic data, GANs, Machine Learning, smart meter data, privacyfriendly

From Data Scarcity to Scalability: Generating Realistic Building Energy Profiles with GANs

Number of pages: 41 Posted: 26 Jan 2026
Philipp Mascherbauer, Lukas Kranzl, Daniel Harringer, Francesca Conselvan, Mohsen Sharifi and Yixiao Ma
Vienna University of Technology, Vienna University of Technology, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and VITO, Flemish Institute for Technological Research
Downloads 23 (1,473,203)

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smart meter data, electricity demand profiles, synthetic data, GANs

3.

How Will Renewable Cooling Affect Res Target Achievement in EU Member States

Downloads 85 (783,685)

How Will Renewable Cooling Affect Res Target Achievement in EU Member States

Number of pages: 21 Posted: 26 Dec 2023
Philipp Mascherbauer, Lukas Kranzl, Aadit Malla, Simon Pezzutto and Philippe Riviere
Vienna University of Technology, Vienna University of Technology, Vienna University of Technology, affiliation not provided to SSRN and European Union - European Commission
Downloads 43 (1,183,247)

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Renewable cooling, Renewable energy shares, RES-C definition, Member States

How Will Renewable Cooling Affect Res Target Achievement in EU Member States

Number of pages: 20 Posted: 19 Oct 2023
Philipp Mascherbauer, Lukas Kranzl, Aadit Malla, Simon Pezzutto and Philippe Riviere
Vienna University of Technology, Vienna University of Technology, Vienna University of Technology, affiliation not provided to SSRN and European Union - European Commission
Downloads 42 (1,196,631)

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Renewable cooling, Renewable energy shares, RES-C definition, Member States

4.

Analyzing the Impact of Heating Electrification and Prosumaging on the Future Distribution Grid Costs

Number of pages: 30 Posted: 01 Nov 2024
Philipp Mascherbauer, Miguel Martínez, Carlos Mateo, Songmin Yu and Lukas Kranzl
Vienna University of Technology, affiliation not provided to SSRN, affiliation not provided to SSRN, Fraunhofer ISI and Vienna University of Technology
Downloads 47 (1,133,231)
Citation 1

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Power distribution planning, grid reinforcements, demand-side management, residentialbuildings, heat pumps, Electric vehicles

5.

Modeling Households' Behavior, Energy System Operation, and Interaction in the Energy Community

Number of pages: 14 Posted: 18 Mar 2024
Songmin Yu, Philipp Mascherbauer, Thomas Haupt, Kevan Skorna, Hannah Rickmann, Maksymilian Kochanski and Lukas Kranzl
Fraunhofer ISI, Vienna University of Technology, Ansbach University of Applied Sciences, Utrecht University, Heidelberg University, Research and Innovation Centre Pro-Akademia and Vienna University of Technology
Downloads 47 (1,109,210)
Citation 3

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Household energy consumption, Behavior Modeling, Time-use Survey, Prosumaging, Smart Energy Management System, Energy Community

6.

Modelling the Impact of Prosumagers on Energy Demand in the Eu27

Number of pages: 32 Posted: 11 Dec 2023
Philipp Mascherbauer, Lukas Kranzl, Songmin Yu, Georgia Asimakopoulou and Leonidas Paroussos
Vienna University of Technology, Vienna University of Technology, Fraunhofer ISI, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 42 (1,157,785)

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Modelling, Building stock, Demand side response, energy demand

7.

Future Flexibility of the Eu27 Heat Pump Heated Residential Building Stock

Number of pages: 21 Posted: 12 Aug 2025
Philipp Mascherbauer, Fatma Ece Özer, Lukas Kranzl and Songmin Yu
Vienna University of Technology, Vienna University of Technology, Vienna University of Technology and Fraunhofer ISI
Downloads 21 (1,448,301)

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Demand response, heat pumps, building stock, Optimization