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ControlledChaos
Can I linearlize a system of non-linear DEs and then solve the linearized set of equations using normal methods (Eigenvectors and Eigenvalues)?
Sure, why not? Of course, you will get linear results to your non-linear system. Please check the reasonableness of your solutions before you build anything.