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We present a novel data-driven nested optimization framework that addresses the problem of coupling between plant and controller optimization. This optimization strategy is tailored towards instances where a closed-form expression for the…

Systems and Control · Electrical Eng. & Systems 2024-12-20 Ali Baheri , Chris Vermillion

With the increasing amount of available data from simulations and experiments, research for the development of data-driven models for wind-farm power prediction has increased significantly. While the data-driven models can successfully…

Fluid Dynamics · Physics 2023-04-06 Navid Zehtabiyan-Rezaie , Alexandros Iosifidis , Mahdi Abkar

In this paper, we develop a distributionally robust model predictive control framework for the control of wind farms with the goal of power tracking and mechanical stress reduction of the individual wind turbines. We introduce an ARMA model…

Optimization and Control · Mathematics 2023-03-07 Christoph Mark , Steven Liu

Within the last 20 years, wind turbines have reached matured and the growing worldwide wind energy market will allow further improvements. In the recent decades, the numbers of research papers that have applied optimization techniques in…

Optimization and Control · Mathematics 2016-10-05 Adam Chehouri , Rafic Younes , Adrian Ilinca , Jean Perron

In this paper, the highly acknowledged advantages of the Model Predictive Control (MPC) approach are utilized to regulate the wind turbines' output power in the partial load region. In this region, the purpose of the designed controller is…

Systems and Control · Electrical Eng. & Systems 2019-11-11 Kamyar Ghanbarpour , Farhad Bayat , Abolfazl Jalilvand

In this paper, we present a controller synthesis approach for wind turbine generators (WTG) and energy storage systems with metric temporal logic (MTL) specifications, with provable probabilistic guarantees in the stochastic environment of…

Systems and Control · Electrical Eng. & Systems 2019-11-27 Zhe Xu , Agung Julius , Ufuk Topcu , Joe H. Chow

The floating wind turbines sector has great energy potential. However, minimizing the movement of the structure under the combined effect of wind and waves while ensuring maximum power extraction over a wide operating range is one of the…

Optimization and Control · Mathematics 2025-03-11 Flavie Didier , Salah Laghrouche , Daniel Depernet

As the penetration level of transmission-scale time-intermittent renewable generation resources increases, control of flexible resources will become important to mitigating the fluctuations due to these new renewable resources. Flexible…

Optimization and Control · Mathematics 2013-09-12 Krishnamurthy Dvijotham , Scott Backhaus , Misha Chertkov

Ensuring reliable and low-latency communication in offshore wind farms is critical for efficient monitoring and control, yet remains challenging due to the harsh environment and lack of infrastructure. This paper investigates a flying base…

Signal Processing · Electrical Eng. & Systems 2025-07-11 Xinyi Lin , Peizheng Li , Adnan Aijaz

Wind farm control is an active and growing field of research in which the control actions of individual turbines in a farm are coordinated, accounting for inter-turbine aerodynamic interaction, to improve the overall performance of the wind…

The optimal control of sustainable energy supply systems, including renewable energies and energy storage, takes a central role in the decarbonization of industrial systems. However, the use of fluctuating renewable energies leads to…

Optimization and Control · Mathematics 2025-12-18 Eric Pilling , Martin Bähr , Ralf Wunderlich

Condition based maintenance is a modern approach to maintenance which has been successfully used in several industrial sectors. In this paper we present a concrete statistical approach to condition based maintenance for wind turbine by…

Applications · Statistics 2017-02-17 Thomas Kenbeek , Stella Kapodistria , Alessandro Di Bucchianico

The article considers the problem of the optimal control of a wind power plant based on fuzzy control and automation of generating the fuzzy rule base. Fuzzy rules by experts do not always provide a maximum power output of the wind plant…

Systems and Control · Electrical Eng. & Systems 2020-06-19 Vadim Manusov , Pavel Matrenin

Large eddy simulations of wind farms are performed to study the effects of wind turbine row alignment with respect to the incoming flow direction. Various wind farms with fixed stream-wise spacing (7.85 rotor diameters) and varying lateral…

Fluid Dynamics · Physics 2014-05-06 Richard J. A. M. Stevens , Dennice F. Gayme , Charles Meneveau

Wind turbines are prone to structural degradation, particularly in offshore locations. Based on the structural health condition of the tower, power de-rating strategies can be used to reduce structural loads at the cost of power losses.This…

Systems and Control · Electrical Eng. & Systems 2022-04-13 Jean Gonzalez Silva , Daan van der Hoek , Sebastiaan Paul Mulders , Riccardo Ferrari , Jan-Willem van Wingerden

Wind energy is becoming a top contributor to the renewable energy mix, which raises potential reliability issues for the grid due to the fluctuating nature of its source. To achieve adequate reserve commitment and to promote market…

Data Analysis, Statistics and Probability · Physics 2013-10-14 Teresa Scholz , Vitor V. Lopes , Ana Estanqueiro

Many real-world problems contain multiple objectives and agents, where a trade-off exists between objectives. Key to solving such problems is to exploit sparse dependency structures that exist between agents. For example, in wind farm…

Artificial Intelligence · Computer Science 2022-07-04 Conor F. Hayes , Timothy Verstraeten , Diederik M. Roijers , Enda Howley , Patrick Mannion

In this paper, an offset-free bilinear model predictive control approach for wind turbines is presented. State-of-the-art controllers employ different control loops for pitch angle and generator torque which switch depending on wind…

Systems and Control · Electrical Eng. & Systems 2024-01-30 Arnold Sterle , Aaron Grapentin , Christian A. Hans , Jörg Raisch

Vertical farming allows for year-round cultivation of a variety of crops, overcoming environmental limitations and ensuring food security. This closed and highly controlled system allows the plants to grow in optimal conditions, so that…

Systems and Control · Electrical Eng. & Systems 2023-09-15 Annalena Daniels , Michael Fink , Marion Leibold , Dirk Wollherr , Senthold Asseng

Modern wind farms comprised of horizontal-axis wind turbines (HAWTs) require significant land resources to separate each wind turbine from the adjacent turbine wakes. This aerodynamic constraint limits the amount of power that can be…

Fluid Dynamics · Physics 2011-06-27 John O. Dabiri
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