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Machine Learning for Wind Farm Aerodynamics and Control (MeLodiC)

Amount: €520,600
Funding type: grant
Funder scheme: Frontiers for the Future - Projects
Start date: 2021-12-01
End date: 2025-11-30
Investigator: Breiffni Fitzgerald
Institution: Trinity College Dublin (TCD)
Funded outputs count: 11
Funder award ID: 20/FFP-P/8702
OpenAlex ID: G7278564251
Fatigue-consistent wind turbine load reconstruction via physics-guided differentiable spectral fatigue modelling
2026 · Shubham Baisthakur, Breiffni Fitzgerald · Applied Soft Computing
Uncertainty-Aware Wind Turbine Power Curve Modelling with Rotor Turbulence Intensity Asymmetry Using Two-Stage Gaussian Process Regression
2026 · Shubham Baisthakur, Nur M.M. Kalimullah, et al. · Journal of Physics Conference Series
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State-space modeling and predictive control of wind turbine blade dynamics using ERA-OKID
2026 · Satyam Panda, Shubham Baisthakur, et al. · Renewable Energy
Deep reconstruction of sparse elastic wavefield and graph-based damage detection for accelerated health monitoring of PZT ceramics
2026 · Nur M.M. Kalimullah, Breiffni Fitzgerald, et al. · Mechanical Systems and Signal Processing · 1
Multi-task learning long short-term memory model to emulate wind turbine blade dynamics
2025 · Shubham Baisthakur, Breiffni Fitzgerald · Wind energy science · 2
An iterative method for solving sparse linear algebraic systems with continuum solution dependent right-hand side for elliptic partial differential equations
2025 · Sudipta Lal Basu, Kirk M. Soodhalter, et al. · Partial Differential Equations in Applied Mathematics
Predicting Wind Turbine Blade Tip Deformation With Long Short‐Term Memory (LSTM) Models
2025 · Shubham Baisthakur, Breiffni Fitzgerald · Wind Energy · 9
Integrated IPC-TMDI control for mitigating fatigue in floating offshore wind turbines under misaligned wind-wave loading
2025 · Yida Pu, You Dong, et al. · Ocean Engineering · 15
Control-Oriented Data-Driven Modelling of Wind Turbine Blade Dynamics Using ERA-OKID
2025 · Satyam Panda, Shubham Baisthakur, et al. · IFAC-PapersOnLine
Estimating the performance of wind turbines misaligned with respect to the wind direction using a simplified CFD based approach
2024 · Sudipta Lal Basu, Breiffni Fitzgerald, et al. · Journal of Physics Conference Series
Physics-Informed Neural Network surrogate model for bypassing Blade Element Momentum theory in wind turbine aerodynamic load estimation
2024 · Shubham Baisthakur, Breiffni Fitzgerald · Renewable Energy · 58
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