Clustering sparse sensor placement identification and deep learning based forecasting for wind turbine wakes

Data-driven machine learning for accurate prediction and statistical quantification of two phase flow regimes

(2021) Naseem Ali et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Wind turbine partial wake merging description and quantification

(2020) Ryan Scott et al.   WIND ENERGY

Cluster-based reduced-order descriptions of two phase flows

(2020) Naseem Ali et al.   CHEMICAL ENGINEERING SCIENCE

Data-driven modeling of the wake behind a wind turbine array

(2020) Naseem Ali et al.   Journal of Renewable and Sustainable Energy

Turbulence kinetic energy budget and conditional sampling of momentum, scalar, and intermittency fluxes in thermally stratified wind farms

(2019) Naseem Ali et al.   JOURNAL OF TURBULENCE

Low-dimensional representations and anisotropy of model rotor versus porous disk wind turbine arrays

(2019) Elizabeth H. Camp et al.   Physical Review Fluids

Application of Long Short-Term Memory (LSTM) Neural Network for Flood Forecasting

(2019) Le et al.   Water

Multi-objective optimization of a thick blade root airfoil to improve the energy production of large wind turbines

(2019) Jordis Herrmann et al.   Journal of Renewable and Sustainable Energy

EEG signal classification using LSTM and improved neural network algorithms

(2019) P. Nagabushanam et al.   SOFT COMPUTING

Data-Driven Sparse Sensor Placement for Reconstruction: Demonstrating the Benefits of Exploiting Known Patterns

(2018) Krithika Manohar et al.   IEEE CONTROL SYSTEMS MAGAZINE

Sparsity enabled cluster reduced-order models for control

(2018) Eurika Kaiser et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A generalized framework for reduced-order modeling of a wind turbine wake

(2018) Nicholas Hamilton et al.   WIND ENERGY

Ergodic Theory, Dynamic Mode Decomposition, and Computation of Spectral Properties of the Koopman Operator

(2017) Hassan Arbabi et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Optimal Coordinated Control of Power Extraction in LES of a Wind Farm with Entrance Effects

(2016) Jay Goit et al.   Energies

Focused-based multifractal analysis of the wake in a wind turbine array utilizing proper orthogonal decomposition

(2016) Naseem Ali et al.   Journal of Renewable and Sustainable Energy

Low-order representations of the canonical wind turbine array boundary layer via double proper orthogonal decomposition

(2016) Nicholas Hamilton et al.   PHYSICS OF FLUIDS

Dynamic Mode Decomposition with Control

(2016) Joshua L. Proctor et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Sparse Sensor Placement Optimization for Classification

(2016) B. W. Brunton et al.   SIAM JOURNAL ON APPLIED MATHEMATICS

Optimal control of energy extraction in wind-farm boundary layers

(2015) Jay P. Goit et al.   JOURNAL OF FLUID MECHANICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Time-adaptive wind turbine model for an LES framework

(2015) V. Sharma et al.   WIND ENERGY

Cluster-based reduced-order modelling of a mixing layer

(2014) Eurika Kaiser et al.   JOURNAL OF FLUID MECHANICS

Large eddy simulation study of the kinetic energy entrainment by energetic turbulent flow structures in large wind farms

(2014) Claire VerHulst et al.   PHYSICS OF FLUIDS

Wind turbine boundary layer arrays for Cartesian and staggered configurations:Part II, low-dimensional representations via the proper orthogonal decomposition

(2014) Nicholas Hamilton et al.   WIND ENERGY

A Model-Free Approach to Wind Farm Control Using Game Theoretic Methods

(2013) Jason R. Marden et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

An optimization framework for load and power distribution in wind farms

(2012) Maryam Soleimanzadeh et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

Large-Eddy Simulation of Wind-Turbine Wakes: Evaluation of Turbine Parametrisations

(2010) Yu-Ting Wu et al.   BOUNDARY-LAYER METEOROLOGY

Large eddy simulation study of fully developed wind-turbine array boundary layers

(2010) Marc Calaf et al.   PHYSICS OF FLUIDS