Projects per year
Organisation profile
Organisation profile
We are a group of enthusiastic multidisciplinary young researchers from both the Departments of Applied Physics and Photonics (TONA) and Physics (DNTK). We use experimental and theoretical methods (nonlinear dynamics, stochastic processes, complex systems, electromagnetism, general relativity, etc.) to tackle and answer some fundamental challenges about nonlinear, complex and time-evolving systems. This combination allows an imaginative and insightful approach to problems, thereby avoiding the "fundamental-applied" polarisation. Besides photonic systems (such as e.g. semiconductor lasers) we also study other dynamical (e.g. biological) systems. The current areas of research are: - Dynamics of semiconductor lasers: nonlinear dynamics, bifurcation theory and stochastic processes are used in lasers, in particular semiconductor lasers. This theoretical study allows us to study the dynamic behaviour (e.g. bi- and multi-stability, excitability) of semiconductor lasers. These theoretical predictions are then tested experimentally in our labs. - Coherence properties of lasers: experimental and theoretical study of coherence properties of semiconductor lasers, and research into methods to modify and control the spatial coherence. In this way, we can generate spatially incoherent emission of a laser source. In our research we try to understand, model, optimize and apply this unique emission regime in innovative applications. - Metamaterials: metamaterials are complex structures that are composed of small, resonant electric circuits. These building blocks are much smaller than the wavelength of light, therefore they determine the electromagnetic properties of materials like atoms do in natural materials. Several problems are studied, ranging from the simulation of elementary metamaterial building blocks, over photonic devices based on metamaterials, to the development of metamaterial-based systems using the techniques of transformation optics. - Dissipative solitons: we study structures that arise in extended spatial systems in nature, both patterns as well as localized structures (spatial or dissipative solitons). We investigate the dynamic behaviour of these solitons (in time and space), studying the fundamental principles and unravelling the underlying bifurcation structure. - Coupled networks with delay: we study (small) networks of systems (oscillators) coupled with a time lag (delay). With such systems, synchronization may occur in which the oscillators vibrate with the same frequency and/or phase. In particular, we look at the existence and stability of such synchronized solutions and the influence of network topology and the delay. Such systems also have universal data processing properties (Reservoir Computing or Liquid State Machines) that we investigate and attempt to explain. - Non-linear oscillators with delay: We have recently shown that such systems show universal information processing properties (reservoir computing or Liquid State Machines). With only one non-linear node, we can get the same information-processing performance as with a neural network consisting of 400 nodes. We now further investigate the information processing capacity and attempt to explain and implement information processing concepts based on delay-coupled systems. - Dynamics of biological systems: we are focusing on the dynamics of toxin-antitoxin systems in bacteria and archaea. In cooperation with Structural Biology Brussels, we study models for gene regulation and function in the cell with different techniques: differential equations, stochastic methods, etc. We also study the dynamics of ecoystems, like the human gut flora (together with the Raes lab).
Keywords
- complex systems
- nonlinear dynamics
Fingerprint
Collaborations and top research areas from the last five years
Profiles
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Rossana Bettoni
- Vrije Universiteit Brussel
- Data Analytics Lab
- Physics - Undefined
- Faculty of Sciences and Bioengineering Sciences
- Applied Physics
Person: Researcher, PhD, Doctoral student
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Jan Danckaert
- Vrije Universiteit Brussel
- Rectorate - Additional Position (Rector, Vice Rector, Dean, Department Chair, Head of Research Group), Undefined
- Applied Physics and Photonics
- Physics
- Data Analytics Lab
- Applied Physics
Person: Researcher, Professor
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OZR4283: Bilateral cooperation within the framework of a joint doctoral project: benchfee for joint PhD VUB - UCLouvain, JOSEPH Sebastian
1/04/24 → 31/03/28
Project: Fundamental
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EUPOM152: Erasmus+ Key Action: Reforming the Governance of PhD Programs at Palestinian Higher Education Institutions
Zhu, C., Danckaert, J., François, K. & Zomlot, Z.
1/04/24 → 31/03/27
Project: Fundamental
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OZR4333: Bilateral cooperation within the framework of a joint doctoral project: benchfee for joint PhD VUB - UGent, DE PRINS Robbe
16/01/24 → 15/01/28
Project: Fundamental
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IOF3029: House of Sustainable Transitions
Macharis, C., Galle, W., Mommens, K., Blondeau, J., Runacres, M., Oberthur, S., Lizarazo Rodriguez, C. L., Keserü, I., Bram, S., Thiery, W., Kuppens, T., Aerenhouts, D., Deliens, T., Kalimo, H., Meyer, T., Shahin, J., Trauner, F., Buldeo Rai, H., Willems, K., Bossuyt, F., Tysmans, T., De Temmerman, N., De Laet, L., Mertens, E., De Proft, F., Henrard, K., van Heur, B., Ginis, V., Te Boveldt, G. & Vervoort, I.
1/01/24 → 31/12/28
Project: Applied
Research output
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Early evidence of how LLMs outperform traditional systems on OCR/HTR tasks for historical records
Kim, S., Baudru, J., Ryckbosch, W., Bersini, H. & Ginis, V., 20 Jan 2025.Research output: Working paper › Preprint
File -
Is Intergenerational Elasticity (IGE) a Misleading Measure of Wealth Mobility?
Kim, S., Vanhoyweghen, A., Ryckbosch, W. & Ginis, V., 21 Jan 2025, SSRN, 15 p.Research output: Working paper › Preprint
Open Access -
Requirements on bit resolution in optical Ising machine implementations with analog spin variables
Sevenants, T., Van Der Sande, G. & Verschaffelt, G., 4 Jan 2025, In: Communications Physics. 8, 8 p., 11.Research output: Contribution to journal › Article › peer-review
Open Access -
The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
Tori, F. J., Holst, V. T. & Ginis, V., 2025, (Accepted/In press) In: International Conference on Learning Representations.Research output: Contribution to journal › Conference paper
Open Access -
A recurrent Gaussian quantum network for online processing of quantum time series
De Prins, R., Van Der Sande, G. & Bienstman, P., Dec 2024, In: Scientific Reports. 14, 1, 14 p., 12322.Research output: Contribution to journal › Article › peer-review
Open Access
Activities
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Analyzing the impact of physical implementation on the performance of Ising machines using continuation methods
Jacobus Lamers (Speaker)
24 Apr 2024Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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Using continuation methods to investigate the impact of the physical implementation of Ising machines on the best strategies to solve optimization problems
Jacobus Lamers (Speaker)
16 Apr 2024Activity: Talk or presentation › Talk or presentation at a conference
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Improving photonic Ising machines by way of a stability analysis of steady states
Jacobus Lamers (Speaker)
11 Apr 2024Activity: Talk or presentation › Talk or presentation at a conference
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Using display-technology to boost the size and performance of Ising Machine
Toon Sevenants (Participant), Guy Verschaffelt (Supervisor) & Guy Van Der Sande (Supervisor)
26 Jan 2023 → 1 Mar 2023Activity: Other › Written proposal
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Debate "Multilingualism: A utopia or moment in European education?"
Wim Vandenbussche (Participant), Ann Peeters (Participant), Stefanie Keulen (Chair), Jan Danckaert (Participant), Sven Gatz (Participant) & Jo Angouri (Participant)
27 Nov 2023Activity: Participating in or organising an event › Participating in or organizing a public lecture/debate
Datasets
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Raw data for Large Language Models Reflect Human Citation Patterns with a Heightened Citation Bias
Algaba, A. (Creator), Mazijn, C. (Creator), Holst, V. T. (Creator), Tori, F. J. (Creator), Wenmackers, S. (Creator) & Ginis, V. (Creator), Zenodo, 25 May 2024
Dataset
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Replication Data for "Dataset Artefacts are the Hidden Drivers of the Declining Disruptiveness in Science"
Holst, V. T. (Creator), Algaba, A. (Creator), Tori, F. J. (Creator), Wenmackers, S. (Creator) & Ginis, V. (Creator), Zenodo, 16 Feb 2024
Dataset