"Model Order Reduction - Volume 1, System and Data-Driven Methods and Algorithms", November 2021
"Model Order Reduction - Volume 2: Snapshot-Based Methods and Algorithms", December 2020
"Model Order Reduction - Volume 3: Applications", December 2020
Ruxandra Barbulescu, Gonçalo Mestre, Arlindo Oliveira and Luis Miguel Silveira, ''Learning the dynamics of realistic models of C. elegans nervous system with recurrent neural networks'', article in Scientific Reports 13(467), Jan. 2023, Nature.
Gonçalo Mestre, Ruxandra Barbulescu, Arlindo L. Oliveira and L. Miguel Silveira, "Modelling Neuronal Behaviour with Time Series Regression: Recurrent Neural Networks on C. Elegans Data", Arxiv preprint hep-th, 2021.
Gabriela Ciuprina, Daniel Ioan, Aurel-Sorin Lup, Luis Miguel Silveira, Anton Duca and Michael Kraft. ”Simplification by pruning as a model order reduction approach for RF-MEMS switches”, COMPEL- The international journal for computation and mathematics in electrical and electronic engineering 39(2), pp. 511–523, Nov. 2019, Emerald Publishing Limited.
Daniel Ioan, Ruxandra Barbulescu, Luis Miguel Silveira and Gabriela Ciuprina, ”Reduced Order Models of Myelinated Ax- 10 onal Compartments”, Journal of Computational Neuroscience (47) pp. 141- 166. Oct. 2019, Springer.
Ruxandra Barbulescu, Daniel Ioan and Gabriela Ciuprina, ”Coupled Macromodels for the Simulation of the Saltatory Con- duction”, UPB Scientific Bulletin, Series C: Electrical Engineering 81(3), 2019.
Stefano Grivet-Talocia and L. Miguel Silveira, "Post-processing methods for passivity enforcement". In ""Model Order Reduction Volume 1 System and Data-Driven Methods and Algorithms", November 2021
Ruxandra Barbulescu, Gabriela Ciuprina, Tudor Ionescu, Daniel Ioan and Luis Miguel Silveira, ''Efficient model reduction of myelinated compartments as port-Hamiltonian systems''. In: van Beurden M., Budko N., Schilders W. (eds) Scientific Computing in Electrical Engineering. Mathematics in Industry (36), pp.3-12. Springer, 2021.
Peter Benner, Stefano Grivet-Talocia, Alfio Quarteroni, Gianluigi Rozza, Wil Schilders and Luis Miguel Silveira. ”Model Order Re- duction: Basic Concepts and Notation.” In Model Order Reduction: Volume 1: System-and Data-Driven Methods and Algorithms, pp. 1-14. De Gruyter, November 2021.
Papers, Preprints and extended abstracts in conference proceedings:
Ruxandra Barbulescu, Arlindo L. Oliveira and L. Miguel Silveira, "Physics-informed machine learning for reliable predictions of the behavioural dynamics of C. elegans", 2022 Bernstein Conference, September 2022.
Ruxandra Barbulescu, Gonçalo Mestre, Arlindo Oliveira and Luis Miguel Silveira, ''Modelling the dynamic behaviour of the C. elegans nervous system with machine learning techniques'', 6th HBP Student Conference on Interdisciplinary Brain Research, February 2022, DOI: 10.3389/978-2-88971-014-0, pp. 51-55.
Using Recurrent Neural Networks to model the dynamic behaviour of the C. Elegans nervous system", Champalimaud Research Symposium 2021, October 2021., "
Black-box model reduction of the C. Elegans nervous system", 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), October 2021., "
Model order reduction of the C. elegans nervous system with POD-DEIM", 2021 Bernstein Conference, September 2021.a, "
Ruxandra Barbulescu, Gabriela Ciuprina, Tudor Ionescu, Daniel Ioan and L. Miguel Silveira, "Efficient model reduction of myelinated axons as port-Hamiltonean systems", presented at the 2020 International Conference on Scientific Computing in Electrical Engineering, Feb. 2020, Eindhoven, The Netherlands.
|T1||Gonçalo Leote Cardoso Mestre, "Modeling Large Neuron Systems using Machine Learning Techniques", MSc. Thesis, Engineering and Data Science, IST - Instituto Superior Técnico, October 2021.|