Search Results for author: Hanna Grzybowska

Found 2 papers, 0 papers with code

Decentralised Traffic Incident Detection via Network Lasso

no code implementations28 Feb 2024 Qiyuan Zhu, A. K. Qin, Prabath Abeysekara, Hussein Dia, Hanna Grzybowska

Traffic incident detection plays a key role in intelligent transportation systems, which has gained great attention in transport engineering.

Federated Learning

Training Physics-Informed Neural Networks via Multi-Task Optimization for Traffic Density Prediction

no code implementations8 Jul 2023 Bo wang, A. K. Qin, Sajjad Shafiei, Hussein Dia, Adriana-Simona Mihaita, Hanna Grzybowska

Physics-informed neural networks (PINNs) are a newly emerging research frontier in machine learning, which incorporate certain physical laws that govern a given data set, e. g., those described by partial differential equations (PDEs), into the training of the neural network (NN) based on such a data set.

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