Search Results for author: Margherita Grossi

Found 4 papers, 0 papers with code

Antifragile Perimeter Control: Anticipating and Gaining from Disruptions with Reinforcement Learning

no code implementations20 Feb 2024 Linghang Sun, Michail A. Makridis, Alexander Genser, Cristian Axenie, Margherita Grossi, Anastasios Kouvelas

While previous research works have dedicated efforts to improving the robustness or resilience of transportation systems against disruptions, this paper applies the cutting-edge concept of antifragility to better design a traffic control strategy for urban road networks.

Model Predictive Control Reinforcement Learning (RL)

The Fragile Nature of Road Transportation Systems

no code implementations1 Feb 2024 Linghang Sun, Yifan Zhang, Cristian Axenie, Margherita Grossi, Anastasios Kouvelas, Michail A. Makridis

The continuous increase in traffic demand presents a substantial challenge to the optimal operation of urban road networks and the efficiency of traffic control strategies.

Variable Selection in Maximum Mean Discrepancy for Interpretable Distribution Comparison

no code implementations2 Nov 2023 Kensuke Mitsuzawa, Motonobu Kanagawa, Stefano Bortoli, Margherita Grossi, Paolo Papotti

For this optimisation, we introduce sparse regularisation and propose two methods for dealing with the issue of selecting an appropriate regularisation parameter.

Causal Inference Two-sample testing +1

Antifragile Control Systems: The case of an oscillator-based network model of urban road traffic dynamics

no code implementations19 Oct 2022 Cristian Axenie, Margherita Grossi

In our work, we consider a novel system for road traffic control based on a network of interacting oscillators.

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