Mariana C. A. Clare

Publication Activity (10 Years)

Years Active: 2021-2023
Publications (10 Years): 7

Top Topics

Unsupervised Learning

Sensitivity Analysis

Top Venues

Comput. Geosci.

Publications

William Yik, Maike Sonnewald, Mariana C. A. Clare, Redouane Lguensat
Southern Ocean Dynamics Under Climate Change: New Knowledge Through Physics-Guided Machine Learning. CoRR (2023)
Sokratis Anagnostopoulos, Jens Bauer, Mariana C. A. Clare, Matthew D. Piggott
Accelerated wind farm yaw and layout optimisation with multi-fidelity deep transfer learning wake models. CoRR (2023)
Mariana C. A. Clare, Simon C. Warder, Robert Neal, B. Bhaskaran, Matthew D. Piggott
An unsupervised learning approach for predicting wind farm power and downstream wakes using weather patterns. CoRR (2023)
Mariana C. A. Clare, Matthew D. Piggott
Bayesian neural networks for the probabilistic forecasting of wind direction and speed using ocean data. CoRR (2022)
Mariana C. A. Clare, Maike Sonnewald, Redouane Lguensat, Julie Deshayes, Venkatramani Balaji
Explainable Artificial Intelligence for Bayesian Neural Networks: Towards trustworthy predictions of ocean dynamics. CoRR (2022)
Mariana C. A. Clare, Stephan C. Kramer, Colin J. Cotter, Matthew D. Piggott
Calibration, inversion and sensitivity analysis for hydro-morphodynamic models through the application of adjoint methods. Comput. Geosci. 163 (2022)
Mariana C. A. Clare, James R. Percival, Athanasios Angeloudis, Colin J. Cotter, Matthew D. Piggott
Hydro-morphodynamics 2D modelling using a discontinuous Galerkin discretisation. Comput. Geosci. 146 (2021)