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Linear dynamical system
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Everything about Linear Dynamical System totally explained

In a linear dynamical system, the variation of a state vector(an N-dimensional vector denoted mathbf Note also that Delta=lambda_1lambda_2 and au=lambda_1+lambda_2. Thus if Delta<0 then the eigenvalues are of opposite sign, and the fixed point is a saddle. If Delta>0 then the eigenvalues are of the same sign. Therefore if au>0 both are positive and the point is unstable, and if au<0 then both are negative and the point is stable. The discriminant will tell you if the point is nodal or spiral (for example if the eigenvalues are real or complex).

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