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首页> 外文期刊>European transactions on electrical power engineering >Forecast-based modeling and robust frequency control of standalone microgrids considering high penetration of renewable sources
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Forecast-based modeling and robust frequency control of standalone microgrids considering high penetration of renewable sources

机译:考虑高层可再生源的高渗透的独立微电网的预测建模与鲁棒频率控制

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摘要

This article proposes forecast-based modeling and robust frequency control strategy in isolated microgrids (MGs) to improve its stability. The intermittency and variability in renewable generation is problem for its smooth integration to MGs considering frequency stability. Continuous rise in penetration levels of renewable energy sources (RESs) is the main motivation behind forecast-based modeling and controller design for MGs. The disturbances that affect the frequency in the MG may come from the load side and/or the generation sides. In MGs, at the generation side, the forecast of power from RESs is usually obtained to get a rough estimate of available renewable power. The forecasted power always differs from the actual one, so the secondary frequency controller may get overburdened due to forecast error resulting in abnormal frequency deviation that may lead to unstable power system. The proposed H-infinity based robust control design considers the forecast error which improves the system stability and performance against disturbances coming from load/generation side. First, a long short term memory based recurrent neural network has been used to forecast the renewable power availability. Thereafter a H-infinity controller is designed, and it is shown through extensive simulation studies that the H-infinity controller outperforms optimized PID controllers so far as rejecting the effects of uncertainties in RESs, forecasting errors, and model parameter variations are concerned. The proposed robust controller design is also validated with real time simulator (OP4510) made by Opal-RT. The controller hardware in the loop (CHIL) test has been done taking the simulation time step of 50 mu S.
机译:本文提出了孤立的微电网(MGS)中基于预测的建模和鲁棒频率控制策略,以提高其稳定性。可再生生成的间歇性和可变性是考虑频率稳定性的对MGS的平滑集成问题。可再生能源(RESS)的渗透水平持续升高是预测基于预测的模型和控制器设计的主要动机。影响MG中的频率的干扰可以来自负载侧和/或生成侧。在MGS中,在一代方面,通常获得来自RES的权力预测以获得可用可再生能力的粗略估计。预测的功率总是与实际的功率不同,因此次级频率控制器可能因预测误差而导致可能导致不稳定电力系统的异常频率偏差而过载。所提出的H-Infinity基鲁棒控制设计考虑了预测误差,从而提高了来自负载/生成侧的扰动的系统稳定性和性能。首先,基于长期内存的经常性神经网络已被用于预测可再生能力的可用性。此后,设计了H-Infinity控制器,并且通过广泛的模拟研究显示了H-Infinity控制器优化的PID控制器,否则拒绝ress,预测误差和模型参数变化的不确定性的影响。建议的强大控制器设计也用Opal-RT制成的实时模拟器(OP4510)验证。 Loop(Chil)测试中的控制器硬件已经完成了50 my S的模拟时间步长完成。

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