Personal profile
Research profile
Gabriele Mirra is an Assistant Professor at TU Delft in the Department of Architectural Engineering and Technology, Digital Technologies section. His expertise includes structural design, acoustics, robotics, programming, and machine learning. In 2015 he received his MSc in Architecture from the University of Naples Federico II (Italy). Between 2014 and 2018, he researched structural and acoustic optimisation using Genetic Algorithms, developed a CAD plugin for acoustic analysis and designed several built acoustic shells. In 2023 he completed his PhD in Artificial Intelligence in Design at The University of Melbourne, where he taught performance-driven design from 2019 to 2023. From 2023 to 2024 he was a Postdoctoral Researcher at the University of Southern Denmark, where he led the development and delivery of two subjects on Artificial Neural Networks and programming for design applications. In 2023, his work on AI for conceptual structural design earned him the prestigious "Tsuboi Award" from the International Association for Shell and Spatial Structures.
Gabriele's research focuses on devising new strategies to train AI models in design and develop more autonomous and participative CAD systems. His current interests include the development of AI models for circular design and exploring new pedagogical approaches for integrating AI into design curricula.
Education/Academic qualification
Doctorate, Expertise, playfulness, analogical reasoning: three learning mechanisms to train Artificial Intelligence for design applications, University of Melbourne
Apr 2019 → Nov 2022
Award Date: 28 Apr 2023
Master's degree, Computational morphogenesis and construction of an acoustic shell for outdoor chamber music, Università degli Studi di Napoli Federico II
Sept 2009 → Jun 2015
Award Date: 8 Jun 2015
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Collaborations and top research areas from the last five years
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Beyond the Visuals: Future Collaboration Scenarios Between Architects and Artificial Intelligence
Pugnale, A. & Mirra, G., 2024, Advances in Representation: New AI- and XR-Driven Transdisciplinarity. Giordano, A., Russo, M. & Spallone, R. (eds.). Cham: Springer, p. 3-27 5 p. (Digital Innovations in Architecture, Engineering and Construction).Research output: Chapter in Book/Conference proceedings/Edited volume › Chapter › Scientific › peer-review
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FloaTree: A System for Making Artificial Habitat Structures Informed by AI-Generated Visual Abstractions of Large Old Trees
Pugnale, A., Colabella, S., Mack, M., Mirra, G., Park, M. M., Halls, J., Holland, A. & Roudavski, S., 2024, Proceedings of the IASS 2024 Symposium: Redefining the Art of Structural Design. Block, P., Boller, G., de Wolf, C., Pauli, J. & Kaufmann, W. (eds.). IASS, 10 p.Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review
Open Access -
Aeolus: A Grasshopper plugin for the interactive design and optimisation of acoustic shells
Mirra, G., Mack, M. & Pugnale, A., 2023, IASS 2023 Melbourne Symposium: Other. Xie, Y. M., Burry, J., Lee, T. U. & Ma, J. (eds.). IASS, 13 p. (Proceedings of IASS Annual Symposia; no. 23).Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review
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Enhancing interactivity in structural optimisation through reinforcement learning: an application on shell structures
Mirra, G. & Pugnale, A., 2023, IASS 2023 Melbourne Symposium: Optimisation methods and applications. Xie, Y. M., Burry, J., Lee, T. U. & Ma, J. (eds.). IASS, 12 p. (Proceedings of IASS Annual Symposia; no. 23).Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review
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An Artificial Intelligence Agent That Synthesises Visual Abstractions of Natural Forms to Support the Design of Human-Made Habitat Structures
Mirra, G., Holland, A., Roudavski, S., Wijnands, J. S. & Pugnale, A., 2022, In: Frontiers in Ecology and Evolution. 10, 21 p., 806453.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access