Projects
ETX4VELO: Tracking with GNNs
Real-time particle track reconstruction from high-frequency, noisy data using ML on GPUs and FPGAs at the LHC.
Figure: Illustration of the process of moving from hits in the detector to a graph of the event.
Figure: Illustration of the process of moving from the event graph to the reconstructed tracks of the event.
Paper, Paper, Code(Python, C++, CUDA, HDL)
Traffic Anomaly Detection
Learning traffic anomalies from generative models on real-time spatio-temporal data from 125 cameras in Gothenburg, Sweden.
Figure: Detection of the beginning of heavy snowfall. Scenes from Camera 14 on Nov. 19, 2020, at 14:10 (left) and 14:20 (right).
Energy Transport in the PXP Spin Chain
Exploring weak ergodicity breaking in the PXP spin chain.
Figure: Spins on a chain, interacting only if they are close to each other.
Figure: Observation of linear fronts in the space-time diagram of the evolution of the energy density of a PXP chain.
Master Thesis, Code(Julia, Python)
Chimera States in Oscillator Networks
Chimera states in the leaky integrate-and-fire model of spiking neuron oscillators.
Figure: Development of a chimera state in a network of coupled identical oscillators, with coexisting domains of coherence and incoherence.
Exploring Trading Strategies for Crypto
Figure: Illustration of buy and sell signals based on moving averages, on historical data of bitcoin prices.