Projects per year
Personal profile
Research profile
Ekaterina Petrova is an Assistant Professor of Artificial Intelligence in Construction at the Department of the Built Environment at Eindhoven University of Technology. She received a PhD in Civil Engineering in 2019 from Aalborg University in Denmark. She was also a visiting researcher at the Department of Architecture and Urban Planning at Ghent University in 2018. Ekaterina joined the Information Systems in the Built Environment (ISBE) research group at Eindhoven University of Technology in March 2021. Her research focuses on the integration of various symbolic and statistical Artificial Intelligence (AI) approaches for decision support in performance-oriented building design and engineering. Her research interests include neuro-symbolic AI in the built environment, cognitive approaches, smart buildings, Building Information Modelling and Management, Semantic Web technologies. She has been working on various topics related to the implementation of symbolic and statistical AI for decision support in the context of sustainable building design, circular buildings, Digital Twins, data-driven smart buildings, etc.
Ekaterina supervises PhD-, master- and bachelor students and is involved in curriculum development and lecturing of multiple bachelors and master courses, including Collaborative design, Fundamentals of Building Information Modelling, Parametric Design, Systems Engineering, Digital Built Environment, etc. She is also a member of the Eindhoven Artificial Intelligence Systems Institute (EAISI), a coordinator of the Smart Cities track of the Msc in Artificial Intelligence & Engineering Systems (AI&ES) program at Eindhoven University of Technology and a chair of the Program Committee of AI&ES. She serves as a reviewer of multiple journals and conferences in the area of Information Technology in Architecture, Engineering and Construction. She is also a holder of an Irene Curie fellowship from Eindhoven University of Technology, Professor P. Ole Fanger's Research Grant and an eCAADe Young Researcher Grant.
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):
External positions
Assistant Professor, Aalborg University
1 Mar 2020 → 28 Feb 2021
Researcher, Aalborg University
1 Jun 2019 → 28 Feb 2020
Guest Researcher and Teaching Assistant, Ghent University
1 Mar 2018 → 30 Jun 2018
PhD Candidate, Aalborg University
1 Jun 2016 → 31 May 2019
Research Assistant, Aalborg University
1 Mar 2016 → 31 May 2016
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Collaborations and top research areas from the last five years
Projects
- 5 Active
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AM2PM: Additive to Predictive Manufacturing for Multstorey Construction Using Learning-by-Printing and Networked Robotics
Petrova, E. (Project Manager) & Donkers, A. J. A. (Project member)
1/10/24 → 30/09/28
Project: Third tier
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UPSCALE: Cross-linking, Tracing and Reusing Construction and Demolition Waste (CDW) across Circular Supply Networks in Construction
Pauwels, P. (Project Manager), Petrova, E. (Project member), Kazici, S. (Project member), Han, Q. (Project communication officer), Eshuis, H. (Project communication officer), Eshuis, H. (Project member) & van Zandwijk, K. (Project member)
17/06/24 → 16/06/29
Project: Second tier
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WILSON: Distributed data modelling and federated digital tWInning for Lifecycle data-driven Sustainable OperatioN and management of buildings and districts
Pauwels, P. (Project Manager), Petrova, E. (Project member), Sharma, R. (Project member), Ramachandruni, A. (Project member) & Akbarieh, A. (Project member)
1/05/24 → 30/04/28
Project: Third tier
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FireBIM: Accounting for fire safety engineering using Building Information Modelling
Petrova, E. (Project Manager) & Donkers, A. J. A. (Project member)
1/01/24 → 31/12/26
Project: Third tier
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Integrating symbolic and subsymbolic AI for multimodal data fusion and enrichment of Building Digital Twins with material performance data
Petrova, E. (Project Manager), Pauwels, P. (Project member) & Kaltenegger, J. K. (Project member)
1/01/24 → 31/12/27
Project: First tier
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Generating building performance simulation models using semantic graphs and sensor measurements
Wan, L. (Corresponding author-nrf), Esmaeili, P., Fjerbæk, E., Gall, J., Welfonder, T., Petrova, E. & Pauwels, P., Jan 2026, (Accepted/In press) Proceedings of Clima 2025: Decarbonized, healthy and energy conscious buildings in future climates. Springer, 8 p. (Lecture Notes in Civil Engineering (LNCE)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile83 Downloads (Pure) -
Adding Geometric Functionalities to Linked Building Data using IfcOpenShell
Donkers, A. J. A. (Corresponding author) & Petrova, E., 2025, Proceedings of the 2025 European Conference on Computing in Construction and the 42nd CIB W78 Conference on IT in Construction. Petrova, E., Srećković, M., Meda, P., Soman, R. K., Beetz, J., McArthur, J. & Hall, D. (eds.). European Council on Computing in Construction (EC3), 8 p. (Computing in Construction).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile147 Downloads (Pure) -
A Hybrid BERT–LLM Approach for Regulation Graph Generation & Visualization from Fire Safety Documents
Jorge, T., Ribeiro, D., Reis, J., Gavina, R., Donkers, A. J. A., Petrova, E., Canito, A. & Driesen, C., 2025, (Accepted/In press) Proceedings of the Digital Building Permit Conference 2025. Fischer, S., Fauth, J., Schranz, C. & Urban, H. (eds.). Springer Nature, 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile11 Downloads (Pure) -
An ontology-driven framework for digital transformation and performance assessment of building materials
Kaltenegger, J. K. (Corresponding author), Frandsen, K. M. & Petrova, E., 1 Mar 2025, In: Building and Environment. 271, 20 p., 112565.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile3 Citations (Scopus)33 Downloads (Pure) -
A semantic approach to portable data-driven model predictive control systems design in smart buildings
Chamari, L., Walker, S., Petrova, E. & Pauwels, P., 6 Mar 2025, Social Science Research Network (SSRN), 45 p.Research output: Working paper › Preprint › Academic
Open AccessFile3 Downloads (Pure)
Prizes
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2023 CIB W78 Charles M. Eastman Top PhD Paper Award
Chamari, L. (Recipient), Petrova, E. (Recipient) & Pauwels, P. (Recipient), 12 Jul 2023
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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Professor P. Ole Fanger's Research Grant
Petrova, E. (Recipient), 11 Apr 2018
Prize: Other › Scientific
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Neuro-Symbolic Artificial Intelligence in Architecture, Engineering and Construction
Petrova, E. (Speaker)
15 Apr 2024Activity: Talk or presentation types › Invited talk › Scientific
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Neuro-symbolic AI for a smart and sustainable built environment
Petrova, E. (Speaker)
21 Mar 2024Activity: Talk or presentation types › Invited talk › Professional
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Artificial Intelligence and the Internet of Everything: Achievements, challenges and opportunities in a connected (built) world
Petrova, E. (Speaker)
9 May 2023Activity: Talk or presentation types › Invited talk › Scientific
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2nd Research Day on Digitalization of the Built Environment (Event)
Petrova, E. (Editorial board member) & Pauwels, P. (Editorial board member)
27 Mar 2023Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
File -
UtopIAn and DystopIAn views on AI-enabled Smart Cities
Petrova, E. (Speaker)
20 Oct 2022Activity: Talk or presentation types › Invited talk › Scientific
Courses
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Design science methodology and systems engineering
Petrova, E. & Opdenakker, R. J. G. 1/09/19 → 31/08/26
Course
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Digital Built Environment
Petrova, E., Kaltenegger, J. K., Pauwels, P. & Sarabi, S. 1/09/24 → 31/08/26
Course
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Press/Media
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UPSCALE SECURES €1.3 MILLION NWO KIC FUNDING FOR TRANSDISCIPLINARY PROJECT
18/03/24
1 item of Media coverage
Press/Media: Research
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Researchers from Eindhoven University of Technology Publish Findings in Information Technology (An End-to-End Implementation of a Service-Oriented Architecture for Data-Driven Smart Buildings)
Pauwels, P., Petrova, E. & Rathnayaka Mudiyanselage, L. C.
13/11/23
1 item of Media coverage
Press/Media: Expert Comment
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TU/e to hire nine PhD students in joint supervision with other EuroTech Universities
4/08/23
1 Media contribution
Press/Media: Research
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“Digitization is slowly finding its way into construction, but we’re not there yet”
20/04/23
1 Media contribution
Press/Media: Expert Comment
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Interview “Digitization is slowly finding its way into construction, but we’re not there yet”
20/04/23
1 item of Media coverage
Press/Media: Expert Comment