The following are proposals fo research projects available to all interested students. Further project proposals will be added as they become available.
- Automatic detection, classification and prediction of collective behaviors in network dynamical systems: application to epileptic seizures
- Advanced Technologies for real-time modelling of seismic risk and earthquake early warning applications
- Bridging scales in mathematical epidemiology: from agent-based simulations in complex networks to the numerical analysis, early-warning and the control of the emergent dynamics of the next pandemic
- Causal relationships within the firearm ecosystem
- Collective decision making in multi-agent systems with applications to human/AI interaction
- Controlling the collective dynamics of large-scale hybrid multi-agent systems
- Data-based modelling, analysis and design of sustainable mobility dynamics: from agent-based modelling to the construction and numerical analysis of macroscopic models
- Disaster inside a disaster: modeling the occurrence and effects of major seismic sequences during epidemic crises using multi-risk analysis and complex multi-agent systems
- Dynamic landslide and flood-risk assessment: prototyping an interactive information platform
- Engineering of airport operations risk analysis
- Evolutionary games on networks with higher-order interactions
- Evolutionary updated physics-based shaking prediction through the quantitative description of seismic source and its epistemic uncertainty
- Hydrogeological and volcanic risks. Protection from catastrophic granular flows: Modelling the impact of granular flows on protective structures and building
- Improvement of earthquake forecasting modeling and implications in terms of seismic hazard and risk
- LiDAR, drones and BrIM for rapid bridge inspection and management
- Machine learning for the modelling and numerical analysis of the emergent dynamics of phase field models
- Multi-hazard risk analysis of industrial facilities considering high-consequence low-probability events
- Multi-risk analysis of supply chain networks
- Multiscale environmental variability: a systemic approach combining multilayer networks and multifractality
- Predictive maintenance models for degrading units in the presence of multiple sources of variability
- Risk analysis of H2 storage
- Rock physics: downscaling of mesoscale medium properties from seismic images
- Singular stochastic control models with applications: from theory to applications and back
- Synchronization and collective dynamics in D-dimensional coupled oscillators
- The human exodus: predicting human migration due to environmental change
- Towards a complete assessment of the volcanic (multi)hazard and risk at global scale and for single volcanoes
- Towards multi-agent learning and data-driven decision-making: bridging the gap between RL, control theory and statistics
- Towards trustable neural networks bridging the gap between machine learning and control