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Crosswind kite control - A benchmark problem for advanced control and dynamic optimization

机译:侧风风筝控制-高级控制和动态优化的基准问题

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This paper presents a kite control and optimization problem intended as a benchmark problem for advanced control and optimization. We provide an entry point to this exciting renewable energy system for researchers in control and optimization methods looking for a realistic test bench, and/or a useful application case for their theory. The benchmark problem in this paper can be studied in simulation, and a complete Simulink model is provided to facilitate this. The simulated scenario, which reproduces many of the challenges presented by a real system, is based on experimental studies from the literature, industrial data and the authors' own experience in experimental kite control. In particular, an experimentally validated wind turbulence model is included, which subjects the kite to realistic disturbances. The benchmark problem is that of controlling a kite such that the average line tension is maximized. Two different models are provided: A more comprehensive one is used to simulate the 'plant', while a simpler 'model' is used to design and implement control and optimization strategies. This way, uncertainty is present in the form of plant-model mismatch. The outputs of the plant are corrupted by measurement noise. The maximum achievable average line tension for the plant is calculated, which should facilitate the performance comparison of different algorithms. A simple control strategy is implemented on the plant and found to be quite sub-optimal, even if the free parameters of the algorithm are well tuned. An open question is whether or not more advanced control algorithms could do better. (C) 2017 European Control Association. Published by Elsevier Ltd. All rights reserved.
机译:本文提出了一种风筝控制和优化问题,旨在作为高级控制和优化的基准问题。我们为控制和优化方法的研究人员提供了一个令人兴奋的可再生能源系统的切入点,以寻找切合实际的试验台和/或为其理论提供有用的应用案例。本文中的基准测试问题可以在仿真中进行研究,并提供了一个完整的Simulink模型来简化此工作。模拟场景重现了真实系统所面临的许多挑战,该模拟场景基于文献,工业数据以及作者在实验风筝控制方面的经验进行的实验研究。特别是,包括了一个经过实验验证的风湍流模型,该模型使风筝受到了实际干扰。基准问题是控制风筝,以使平均线张力最大化。提供了两种不同的模型:更全面的模型用于模拟“工厂”,而更简单的“模型”用于设计和实施控制及优化策略。这样,不确定性以工厂模型不匹配的形式出现。设备的输出因测量噪声而损坏。计算了工厂可达到的最大平均线张力,这应有助于比较不同算法的性能。即使对算法的自由参数进行了很好的调整,在工厂上实施的简单控制策略也无法达到最佳效果。一个悬而未决的问题是,更先进的控制算法是否可以做得更好。 (C)2017欧洲控制协会。由Elsevier Ltd.出版。保留所有权利。

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