In this work, we explore two mechanisms that explain non-Gaussian behaviour of power-grid frequency recordings in the South African grid. We make use of a Fokker-Planck approach to power-grid frequency that yields a direct relation between common model parameters such as inertia, damping, and noise amplitude and non-parametric estimations of the same directly from power-grid frequency recordings. We propose two explanations for the non-Gaussian leptokurtic distributions in South Africa: The first based on multiplicative noise in power-grid frequency recordings, which we observe in South Africa; The second based on the well-known scheduled and unscheduled load shedding and rolling blackouts that beset South Africa. For the first we derive an analytic expression of the effects of multiplicative noise that permits the estimation of all statistical moments - and discuss drawbacks in comparison with the data; For the second we employ a simple numerical analysis with a modular power grid of South Africa. Both options help understand the statistics of power-grid frequency in South Africa - particularly the presence of heavy tails.
翻译:在这项工作中,我们探索了解释南非电网网中电网频率记录的非加西语行为的两个机制。我们利用Fokker-Planck方法处理电网频率,在惯性、阻力、噪音振幅和非参数估计等通用模型参数与电网频率记录直接相同之处之间产生直接关系。我们为南非非加西语 Leptokurtic 分布提出了两个解释:第一个基于电网频率记录中多倍增噪声,我们在南非观察到;第二个基于南非众所周知的预定和未排定的超载和滚动停电,我们从中得出了多倍噪音的影响的分析表,允许估算所有统计时段,并讨论了与数据比较的背影;第二个是我们使用南非模块电网的简单数字分析法。两种选择都有助于理解南非电网频率的统计数字,特别是重尾的存在。