Search Results for author: Mariana C. A. Clare

Found 3 papers, 3 papers with code

Southern Ocean Dynamics Under Climate Change: New Knowledge Through Physics-Guided Machine Learning

1 code implementation21 Oct 2023 William Yik, Maike Sonnewald, Mariana C. A. Clare, Redouane Lguensat

In this region, THOR specifically reveals a shift in dynamical regime under climate change driven by changes in wind stress and interactions with bathymetry.

Uncertainty Quantification

Accelerated wind farm yaw and layout optimisation with multi-fidelity deep transfer learning wake models

1 code implementation28 Mar 2023 Sokratis Anagnostopoulos, Jens Bauer, Mariana C. A. Clare, Matthew D. Piggott

We also demonstrate that when utilising the Curl model, WakeNet is able to provide similar power gains to FLORIS, two orders of magnitude faster (e. g. 10 minutes vs 36 hours per optimisation case).

Steering Control Transfer Learning

Explainable Artificial Intelligence for Bayesian Neural Networks: Towards trustworthy predictions of ocean dynamics

1 code implementation30 Apr 2022 Mariana C. A. Clare, Maike Sonnewald, Redouane Lguensat, Julie Deshayes, Venkatramani Balaji

The uncertainty analysis from the BNN provides a comprehensive overview of the prediction more suited to practitioners' needs than predictions from a classical neural network.

Decision Making Explainable artificial intelligence +1

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