Projekter pr. år
Personlig profil
Forskning
I work in the broad area of Computational Intelligence, by developing tools and methods of Artificial Intelligence, Machine Learning, Quantum Mechanics, Performance Based Engineering, Uncertainty Quantification and Risk Analysis, Decision Support Tool for academia and industry for more than 20 years.
My current research interests focus on the development of new Quantum Physics AI tools for regenerative and resilient design. I am also going to develop the Quantum Physics Digital Twin for lifecycle asset management.
Rådgivning
Participation in national and international committees, panels and steering groups about digitalisation for teaching, sustainability and resilience of urban communities.
Samarbejder og Formidling
Messina, Reggio Calabria: resilient design under imprecise probability, Risk Digital Twin (RDT) under imprecise data
National University of Singapore: Stochastic Dynamic Analysis, RDT for offshore systems
Politecnico Milano: UQ, Quantum UQ (QUQ), Quantum AI (QAI)
University of California at Berkeley: Decision Support Tool (DST) under uncertainty, AI and UQ for sustainable and resilient design, RDT, Quantum UQ and AI
UNSW Sidney: RDT, low-carbon building design
SMART, MIT: UQ and DST for resilient railway system
Undervisning
My teaching is about AI, statistics and Machine Learning, Uncertainty Quantification and Risk Analysis for Sustainable and Resilient design.
Profil
Umberto Alibrandi has a PhD in Civil and Environmental Engineering, structural engineering. His main expertise is in Structural Reliability, Uncertainty Quantification, Risk Analysis, Machine Learning and AI. Recently has proposed the (i) Risk Digital Twin of structures and infrastructures, (ii) design framework of Sustainable Resilient Engineering, (iii) Quantum Physics Bayesian Networks, (iv) Quantum Physics Stochastic Neural Networks. Umberto's current projects aim at (i) developing novel probability framework grounded on Quantum Mechanics for predictions of complex systems under uncertainty, (ii) technology and algorithms for digital twins of structures and infrastructures, (iii) intelligent and autonomous systems (including drones and digital twins), (iv) Disaster Risk Management and Urban Resilience through digital tools.
Emneord
- Cyber-physical systems
- Structure dynamics
- Decision support
- Computer vision
- Operations research
- Machine learning
Fingeraftryk
- 1 Lignende profiler
Samarbejde og topforskningsområder i de sidste fem år
Projekter
- 2 Afsluttet
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Quantum-inspired Bayesian Networks (QBN) for structural integrity and lifetime evaluation of offshore platforms
Alibrandi, U. (PI), zio, E. (CoPI), Amador, S. (CoPI) & Brincker, R. (CoPI)
01/09/2022 → 31/12/2022
Projekter: Projekt › Forskning
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Data-driven chemical transport model
Ye, Z. (PI) & Alibrandi, U. (Deltager)
01/09/2022 → 31/12/2022
Projekter: Projekt › Forskning
Publikation
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Prediction of damage intensity to masonry residential buildings with convolutional neural network and support vector machine
Jędrzejczyk, A., Firek, K., Rusek, J. & Alibrandi, U., dec. 2024, I: Scientific Reports. 14, 1, 16256.Publikation: Bidrag til tidsskrift/Konferencebidrag i tidsskrift /Bidrag til avis › Tidsskriftartikel › Forskning › peer review
Åben adgang -
Quantum imprecise Bayesian Networks (QIBN) for modelling of socio-ecological-technical systems under uncertainty
Alibrandi, U., zio, E. & Mosalam, K. M., 2024, The 7th International Conference on System Reliability and Safety, Bologna, Italy - November 22-24, 2023.Publikation: Bidrag til bog/antologi/rapport/proceeding › Konferencebidrag i proceedings › Forskning › peer review
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Risk-informed Digital Twin of a butterfly-arch stress-ribbon pedestrian bridge
Alibrandi, U., He, L., contento, A., Mosalam, K. M. & briseghella, B., 2024, (Accepteret/In press) ARCH23, 10th International Conference on arch bridges Fuzhou, China, October 25-27 2023 .Publikation: Bidrag til bog/antologi/rapport/proceeding › Konferencebidrag i proceedings › Forskning › peer review
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Sustainable and Resilient Engineering for Facade Design under Uncertainty in the Tropics
Gao, Y., Alibrandi, U. & mosalam, K. M., jun. 2024, I: Journal of Risk and Uncertainty in Engineering Systems - Part A : Civil Engineering. 10, 2, 04024015.Publikation: Bidrag til tidsskrift/Konferencebidrag i tidsskrift /Bidrag til avis › Tidsskriftartikel › Forskning › peer review
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BNSL GOBNILP algorithm in application to damage intensity prognostic system to RC multistorey residential buildings subjected to negative impacts of the industrial environment of mines
Rusek, J., Alibrandi, U., Słowik, L. & Chomacki, L., dec. 2023, I: Journal of Building Engineering . 80, 20 s., 107885.Publikation: Bidrag til tidsskrift/Konferencebidrag i tidsskrift /Bidrag til avis › Tidsskriftartikel › Forskning › peer review
Aktiviteter
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9th International Symposium on Reliability Engineering and Risk Management (Begivenhed)
Alibrandi, U. (Medlem)
2024 → …Aktivitet: Præsentationer, medlemskaber, ejerskab og andre aktiviteter › Medlem af udvalg, råd og nævn
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Quantum-inspired imprecise Bayesian Networks (QIBN) to model socio-ecologica-technical systems under uncertainty
Alibrandi, U. (Oplægsholder)
2023 → …Aktivitet: Præsentationer, medlemskaber, ejerskab og andre aktiviteter › Foredrag og mundtlige bidrag
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7th International conference on system reliability and safety, IEEE
Alibrandi, U. (Chair person)
2023 → …Aktivitet: Deltagelse i eller arrangement af en begivenhed - typer › Deltagelse i eller organisering af workshop, seminar eller kursus
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ASCE INSPIRE 2023, Infrastructure Innovation and adaptation for sustainable and resilient world (Begivenhed)
Alibrandi, U. (Medlem)
2023 → …Aktivitet: Præsentationer, medlemskaber, ejerskab og andre aktiviteter › Medlem af udvalg, råd og nævn
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8th International Symposium on Reliability Engineering and Risk Management
Alibrandi, U. (Arrangør)
2022 → …Aktivitet: Deltagelse i eller arrangement af en begivenhed - typer › Deltagelse i eller organisering af workshop, seminar eller kursus
Priser
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lecture notes for a deaf student (public exam)
Alibrandi, U. (Modtager), sep. 2007
Pris: Priser, stipendier, udnævnelser
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lecture notes “Mechanics of Structures” (public exam)
Alibrandi, U. (Modtager), feb. 2007
Pris: Priser, stipendier, udnævnelser
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Postdoctoral funding (public exam)
Alibrandi, U. (Modtager), mar. 2006
Pris: Priser, stipendier, udnævnelser
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Tsuboi Awards for 2022 Conferred in 2023
Rahbek, L. W. (Modtager), Carsten R. Terp, C. (Modtager), Alibrandi, U. (Modtager) & Kirkegaard, P. H. (Modtager), 2023
Pris: Priser, stipendier, udnævnelser
Kurser
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Machine Learning in Civil and Architectural Engineering 2022
Alibrandi, U. 01/09/2022 → …
Kursus: Undervisning
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Machine Learning in Civil and Architectural Engineering 2023
Alibrandi, U. 01/09/2022 → …
Kursus: Undervisning
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Reliability, Risk and Resilience for the Built Environment 2023
Alibrandi, U. 01/09/2023 → …
Kursus: Undervisning
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