For a square matrix , the matrix exponential is defined bywhere is the identity matrix.
- [(1)] Let Compute the matrix exponential .
- [(2)] Consider the matrices where is a real number, and define the vector Let . Determine the minimum and maximum values of over all nonzero real vectors .
- [(3)] Let where is the matrix from part (2). Find the value of for the vector satisfying Let be the eigenvalues of the matrix in part {\rm (1)}. Let and be the minimum and maximum values, respectively, obtained in part {\rm (2)}, and letbe the value obtained in part {\rm (3)}. Compute\
[THOUGHT]
I need to compute the matrix exponential (e^{A}) for the given matrix (A), then find its eigenvalues (\lambda_1,\lambda_2,\lambda_3).
The Rayleigh quotient for (C=B e^{A_x}) simplifies because (C) is symmetric and its eigenvalues are always ({1,-1,e}), so the minimum (m=-1) and the norm (R^2=3).
Finally, the required product is (-3\cdot\det(A)\cdot\operatorname{tr}(A^2)).
I will use SymPy to compute (e^{A}), its eigenvalues, determinant, and trace of (A^2), then evaluate the product.
[/THOUGHT]
[PYTHON]
import sympy as sp
Define matrix A
A = sp.Matrix([[-1, 4, 4], [-5, 8, 10], [3, -3, -5]])
Compute matrix exponential e^A
expA = A.exp()
Compute eigenvalues of A
eigvals = A.eigenvals() # returns a dict {eigenvalue: algebraic multiplicity}
Extract the three eigenvalues (they may be complex)
lam1, lam2, lam3 = list(eigvals.keys())
Compute determinant of A
detA = A.det()
Compute trace of A^2
traceA2 = (A**2).trace()
Compute the final expression: -3 * det(A) * trace(A^2)
final_product = -3 * detA * traceA2
Print results
print("e^A:") sp.pprint(expA) print("\nEigenvalues of A:", lam1, lam2, lam3) print("det(A):", detA) print("tr(A^2):", traceA2) print("Final product:", final_product) [/PYTHON]
[THOUGHT] The Python output provides the eigenvalues of (A) as (3, 1, -2), determinant (-6), and trace of (A^2) as (14). The minimum (m) of the Rayleigh quotient is (-1) (from eigenvalues of (C)), and (R^2 = 3) (from the norm of the minimizer (z)). The product is ((-6) \cdot (-1) \cdot 3 \cdot 14 = 252). [/THOUGHT] \boxed{252}