Solve the system
Write the system as a single matrix equation. With the system is where
This matters because the whole solution is then determined by the eigenvalues of — no substitution or elimination is needed.
Find the eigenvalues. The characteristic equation is
so . A complex pair always produces times sines and cosines of : growth rate , rotation rate .
Find one eigenvector. For the first row of reads , so and
Only one eigenvector is required: the conjugate pair carries no new information.
Split the complex solution into real and imaginary parts. Using ,
Its real part and imaginary part are two independent real solutions.
Combine them into the general solution.
Check by substitution. Differentiating gives , and — the same expression. The second equation checks the same way. Since , every trajectory spirals outward from the origin.
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