Personal profile
Research
As Interim Professor of Artificial Intelligence and Digital Methods, Dr.-Ing. Ayse Glass leads more than €15M research programs on AI, building technologies, and urban informatics with departments Economy and Digitalization and Digital City Science. Specialized in building technology and architecture with a focus on urban informatics and acoustics, she works at the intersection of computational design, building technology, and AI-powered methods for urban development.
She has led projects such as “Fahrplanoptimierung Plus” (FPO+) and “Platform Data Fusion Generator – DaFne” at HafenCity University Hamburg, including the development of deep reinforcement learning approaches and synthetic data generation for mobility and smart city applications. Central to her work is the development of Hamburg-Harburg’s digital twin and AI-based mobility predictors, in collaboration with partners including Deutsche Bahn, RPTU, Lübeck University, Breuer, and TUHH. Her research explores citizens’ mobility behavior using multisource urban data, BIM, wireless networks, sensors, simulations, and agentic AI systems to inform human-centered, data-driven design. Her teaching concept is radically “learning by doing”: she turns the city into a living lab through data walks, site visits, hackathons, and intensive workshops where students prototype real solutions with real data, code, and communities. Alongside her academic work, she curates talks, installations, and creative AI exhibitions with the Artificial Intelligence Center Hamburg to open up AI, question its impact, and make complex technologies accessible to everyone.
Her PhD introduced an interactive, algorithmic method for generative design that integrates building physics and acoustic simulation as design drivers, forming the basis for her continuing work on adaptive systems and digital fabrication. Her academic practice is grounded in over a decade of professional experience as project manager, architect, and acoustic engineer on more than 30 international projects, including high-rise buildings, universities, hotels, museums, and cultural landmarks. She was recently selected as part of a young leaders delegation for AI and technology.
Education/Academic qualification
Unknown, Master, Building Physics and Material, Mimar Sinan Fine Arts University
Unknown, PhD, Building Technology , Mimar Sinan Fine Arts University
Unknown, Bachelor, Architecture
External positions
Lecturer, Vienna University of Technology
Keywords
- Q Science (General)
- Artificial Intelligence
- Digital Twin
- Computation
- Acoustics
- Maschine Learning
- Architecture
- Building Technology
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AI as a Tool for Untangling Urban Complexities
Glass, A., Noennig, J. & Cserpes, B., 2025, 29th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2025). Flearmoy, J. (ed.). Elsevier, p. 1195-1204 10 p. (Procedia Computer Science; vol. 270).Research output: Chapter in Book (Inbook) /Conference Proceeding › Conference Paper › Research Article/Contribution › peer-review
Open Access -
Intrusion Detection in Smart Buildings Using Energy Anomalies: A Long Short-Term Memory Model Approach
Glass, A., Sithungu, S., Glass, R. & Müller-Lietzkow, J., Jun 2025, Proceedings of the 24th European Conference on CyberWarfare and Security, ECCWS 2025. Lipps, C. & Han, B. (eds.). p. 135-140 6 p. (European Conference on Information Warfare and Security, ECCWS).Research output: Chapter in Book (Inbook) /Conference Proceeding › Conference Paper › Research Article/Contribution › peer-review
Open Access -
Towards the data-based [x] minute city: outline of the sumo_15 project.
Noennig, J., Glass, A., Elattar, H. & Müller-Lietzkow, J., 2025, 5th International Conference on Urban Planning: ICUP2025 - Proceedings Serbia, Niš, April 10-11, 2025. Šoškić, M., Tanić, M., Kondić, S., Branković, M. D. & Milošević, V. (eds.). Nis, p. 463-472 (International Conference on Urban Planning).Research output: Chapter in Book (Inbook) /Conference Proceeding › Conference Paper › Research Article/Contribution › peer-review
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Evaluating Tabular Data Generation Techniques on the DaFne Platform: Insights from a Predictive Maintenance Case Study on Bridges
Baddam, P., Glass, A., Jäkel, R., Jander, J., Krause, T., Kunert, P., Noennig, J., Okhrin, I., Sanchez, M. & Steffens, U., 2 Aug 2024, Proceedings of 9th International Congress on Information and Communication Technology - ICICT 2024. Yang, X.-S., Sherratt, S., Dey, N. & Joshi, A. (eds.). p. 611-628 18 p. (Lecture Notes in Networks and Systems; vol. 1000 LNNS).Research output: Chapter in Book (Inbook) /Conference Proceeding › Conference Paper › Research Article/Contribution › peer-review
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Innovative Urban Design Simulation: Utilizing Agent-Based Modelling through Reinforcement Learning
Glass, A., Noennig, J. R., Bek, B., Glass, R., Menges, E. K., Okhrin, I., Baddam, P., Sanchez, M. R., Senthil, G. & Jäkel, R., 28 Feb 2024, CIIS '23: Proceedings of the 2023 6th International Conference on Computational Intelligence and Intelligent Systems. Association for Computing Machinery, p. 20-25 (ACM International Conference Proceeding Series).Research output: Chapter in Book (Inbook) /Conference Proceeding › Conference Paper › Research Article/Contribution › peer-review
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Edge Smart Buidling
Noennig, J. (Leading researcher), Hernandez, J. (Co-project manager), Glass, A. (Additional researcher) & Moleiro Dale, M. (Additional researcher)
1/08/21 → 31/07/27
Project: Third Party Funded Project - Research › Industry and other private funding
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Verbundprojekt: Fahrplanoptimierung durch eine Kl-basierte Lösung zur besseren Prognosefähigkeit im Flow-Management des Personentransfers - FPOplus -; Teilvorhaben: Wissenschaftlich-Technische Grundlagen sowie Rechts- und Datenschutzfragen mit anschließender Realanwendung im Bahnhof (Hochschulen)
Müller-Lietzkow, J. (Leading researcher), Dehbi, Y. (Additional researcher) & Glass, A. (Additional researcher)
1/05/23 → 30/04/26
Project: Third Party Funded Project - Research › Federal Ministries
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Verbundprojekt DaFne: Plattform Data Fusion Generator für die Künstliche Intelligenz
Noennig, J. (Project Lead HCU ) & Glass, A. (Co-project manager)
1/12/21 → 28/02/24
Project: Third Party Funded Project - Research › Federal Ministries
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DZM Vernetzungskonferenz - Bundesministerium für Digitales und Verkehr
Glass, A. (Speaker), Jipp, M. (Speaker), Ruf, M. (Speaker), Claus, S. (Speaker), Witte, D. (Speaker) & Müller-Lietzkow, J. (Speaker)
18 Sept 2024Activity: Lecture, Talk, Presentation & Exhibitions › Lecture, Talk, Presentation
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Open Lecture on "AI and Smart Cities"
Glass, A. (Speaker)
29 Apr 2024Activity: Lecture, Talk, Presentation & Exhibitions › Lecture, Talk, Presentation
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Young Future Lab, AI and Cities
Glass, A. (Speaker)
31 Oct 2023Activity: Lecture, Talk, Presentation & Exhibitions › Lecture, Talk, Presentation
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Städte von morgen - Wie sehen sie aus, wie werden sie geplant?
Glass, A. (Speaker)
2 Oct 2023Activity: Lecture, Talk, Presentation & Exhibitions › Lecture, Talk, Presentation
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AI Art Splash, Exhibition
Glass, A. (Exhibited researcher/artist) & Bogula, W. (Speaker)
27 Jul 2023Activity: Lecture, Talk, Presentation & Exhibitions › Exhibition of own works
Prizes
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Izmir Opera Building, Architectural Design Competition, 5th Honorable Mention
Glass, A. (Recipient), Baz, Ö. S. (Recipient), Durakbasa, D. (Recipient) & Yavuz, A. (Recipient), 1 Dec 2010
Prize: Other distinction
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Izmir Opera Building, Architectural Design Competition, 6th Honorable Mention
Glass, A. (Recipient), Yavuz, A. (Recipient) & Uysalkan, R. (Recipient), 1 Nov 2010
Prize: Other distinction
Press/Media
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Young German leaders visit Israel - Delegation for Hamburg State
22/11/25 → 11/10/26
1 item of Media coverage, 2 Media contributions
Press/Media
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KI, DIGITAL CITIES UND NEW WORK: EIN INTERVIEW MIT DR. AYSE GLASS
19/07/23
1 item of Media coverage
Press/Media