Research output per year
Research output per year
Personal profile
Research profile
In his research, Markus explores the usability of smart heat and water meter data in conjunction with building and socio-economic information to advance the understanding of energy usage in single-family houses. Specifically, his work centers on the application of machine learning methods to extract knowledge from this data. Additionally, he focuses on the development and performance assessment of novel renovation concepts, particularly for school renovations.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations from the last five years
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Research output
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Dataset of smart heat and water meter data with accompanying building characteristics
Schaffer, M., Veit, M., Marszal-Pomianowska, A., Frandsen, M., Pomianowski, M. Z., Dichmann, E., Sørensen, C. G. & Kragh, J., Feb 2024, In: Data in Brief. 52, 16 p., 109964.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile1 Citation (Scopus)19 Downloads (Pure) -
Detailed operational building data for six office rooms in Denmark: Occupancy, indoor environment, heating, ventilation, lighting and room control monitoring with sub-hourly temporal resolution
Melgaard, S. P., Johra, H., Nyborg, V. Ø., Marszal-Pomianowska, A., Jensen, R. L., Kantas, C., Larsen, O. K., Hu, Y., Frandsen, K. M., Larsen, T. S., Svidt, K., Andersen, K. H., Leiria, D., Schaffer, M., Frandsen, M., Veit, M., Ussing, L. F., Lindhard, S. M., Pomianowski, M. Z., Rohde, L., & 2 others, Jun 2024, In: Data in Brief. 54, 33 p., 110326.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile -
Digitalisation as a potential game changer to foster energy efficiency in the building stock
Schaffer, M., Fauth, J., Johra, H., Larsen, O. K., Leiria, D., Marszal-Pomianowska, A. & Pomianowski, M. Z., Jan 2024, In: REHVA Journal. 61, 1, p. 21-25 5 p.Research output: Contribution to journal › Journal article › Communication
Open AccessFile11 Downloads (Pure) -
Disaggregation of total energy use into space heating and domestic hot water: A city-scale suited approach
Schaffer, M., Widén, J., Vera-Valdés, J. E., Marszal-Pomianowska, A. & Larsen, T. S., 15 Mar 2024, In: Energy. 291, 15 p., 130351.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile13 Downloads (Pure) -
Exploring occupant detection model generalizability for residential buildings using supervised learning with IEQ sensors
Andersen, K. H., Johra, H., Schaffer, M., Marszal-Pomianowska, A., Knudsen, H. N., Heiselberg, P. K. & O'Brien, W., 15 Apr 2024, In: Building and Environment. 254, 20 p., 111319.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile
Datasets
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Dataset of smart heat and water meter data with accompanying building characteristics
Schaffer, M. (Creator), Veit, M. (Contributor), Marszal-Pomianowska, A. (Data Manager), Frandsen, M. (Contributor), Pomianowski, M. Z. (Contributor), Dichmann, E. (Contributor), Sørensen, C. G. (Contributor) & Kragh, J. (Contributor), VBN, 27 Nov 2023
DOI: 10.5278/7e93e42e-38fc-4d87-ad68-ff1a2d1091aa, https://forefront-api.build.aau.dk/wayf-login/
Dataset
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A Danish high-resolution dataset for six office rooms with occupancy, indoor environment , heating, ventilation, lighting and room control monitoring
Melgaard, S. P. (Creator), Johra, H. (Creator), Nyborg, V. Ø. (Creator), Marszal-Pomianowska, A. (Creator), Jensen, R. L. (Creator), Kantas, C. (Creator), Larsen, O. K. (Creator), Hu, Y. (Creator), Frandsen, K. M. (Creator), Larsen, T. S. (Creator), Svidt, K. (Creator), Andersen, K. H. (Creator), Pereira, D. H. L. E. (Creator), Schaffer, M. (Creator), Frandsen, M. (Creator), Veit, M. (Creator), Ussing, L. F. (Creator), Lindhard, S. M. (Creator), Pomianowski, M. Z. (Creator), Rohde, L. (Creator), Hansen, A. R. (Creator) & Heiselberg, P. K. (Creator), Zenodo, 25 Oct 2023
DOI: https://doi.org/10.5281/zenodo.10039896
Dataset
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Three years of hourly data from of 3021 smart heat meters installed in Danish residential buildings
Schaffer, M. (Creator), Tvedebrink, T. (Creator) & Marszal-Pomianowska, A. (Creator), Zenodo, 20 May 2022
DOI: 10.5281/zenodo.6563114, https://zenodo.org/record/6563114
Dataset
Activities
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IEA EBC Annex 84: Demand Management of Buildings in Thermal Networks - Expert meeting November 2023
Anna Marszal-Pomianowska (Other), Markus Schaffer (Other) & Hicham Johra (Other)
23 Nov 2023 → 24 Nov 2023Activity: Other
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2023 International Conference on the Built Environment in Transition, CISBAT 2023
Markus Schaffer (Participant)
13 Sept 2023 → 15 Sept 2023Activity: Attending an event › Conference organisation or participation
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2023 European Conference on Computing in Construction40th International CIB W78 Conference
Markus Schaffer (Participant)
10 Jul 2023 → 12 Jul 2023Activity: Attending an event › Conference organisation or participation
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Euroheat & Power Congress 2023
Markus Schaffer (Participant)
22 May 2023 → 24 May 2023Activity: Attending an event › Conference organisation or participation
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Uppsala University
Markus Schaffer (Visiting researcher)
18 Mar 2023 → 25 Jun 2023Activity: Visiting another research institution