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Yixiao Ma

VITO, Flemish Institute for Technological Research

Boeretang 200

B-2400 Mol

United States

VITO - EnergyVille

  • VITO, Flemish Institute for Technological Research

  • VITO - EnergyVille

SCHOLARLY PAPERS

2

DOWNLOADS

172

TOTAL CITATIONS

0

Scholarly Papers (2)

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1.

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

Downloads 118 (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 47 (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)

Abstract:

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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 24 (1,445,011)

Abstract:

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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 22 (1,473,203)

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

2.

A Toolchain to Evaluate the Impact Of Urban Heat Island and Climate Change on Summer Overheating at District Level

Number of pages: 29 Posted: 17 Jan 2023
Yixiao Ma, Dirk Lauwaet, Amin Kouti and Stijn Verbeke
VITO, Flemish Institute for Technological Research, Vlaamse Instelling voor Technologisch Onderzoek, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 54 (1,020,567)

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urban climate, urban heat island, climate change, overheating, district simulation