A method of power system vulnerability assessment based on high-dimensional stochastic matrix theory
A high-dimensional random matrix and weak point technology, applied in electrical components, circuit devices, AC network circuits, etc., can solve problems such as misjudgment
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[0062] The present invention will be described in further detail below in conjunction with the accompanying drawings and embodiments.
[0063] First, the basic concepts commonly used in random matrix theory are explained:
[0064] (1) Marchenko-Pastur (M-P) theorem
[0065] The M-P theorem describes the density function of the empirical spectral distribution. Let X={x i,j} is a non-Hermitian random matrix of order N×T (that is, N rows and T columns), and the sample covariance matrix of the random matrix is
[0066] Assume that the elements in the random matrix X are independent and identically distributed, and the mean value μ(x)=0, the variance σ 2 (x)Figure 1a and Figure 1b , when N,T→∞, and the proportional coefficient c=N / T∈(0,1], the sample covariance matrix of the random matrix The empirical spectral distribution of converges to The Marcenko-Pastur Law, that is, the M-P rate, expressed as a density function:
[0067]
[0068] In the formula: lambda s are ...
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