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Linearization at Fixed Points Using the Jacobian Matrix

Approximating a nonlinear vector field near an equilibrium by its Jacobian matrix, and using that matrix's eigenvalues and eigenvectors to classify the equilibrium and predict local behaviour. Includes the fact that the linearized eigendirections are tangent to the true nonlinear invariant sets at the fixed point.