- 2074 Chaitra · 5 marks
Modal matrix of a matrix [2,1,1;−2,1,3;…]
Short answer
Eigenvalues: −2, 2, 2. Only one independent eigenvector for λ=2, so matrix is defective. Modal matrix P = [0 4 1; −1 −2 3; 1 2 1] (columns: eigenvector (0,−1,1), 2×(2,−1,1), generalized (1,3,1)). P⁻¹AP gives Jordan form diag(−2,2,2) with a 1 in the (2,3) entry.
Find the modal matrix for the matrix A = [2 1 1; −2 1 3; 2 1 −1].
A = [2 1 1; −2 1 3; 2 1 −1]
Eigenvalues
- Trace = 2 + 1 − 1 = 2
- Sum of principal minors = (−1 − 3) + (−2 − 2) + (2 + 2) = −4
- |A| = 2(−1 − 3) − 1(2 − 6) + 1(−2 − 2) = −8 + 4 − 4 = −8
λ³ − 2λ² − 4λ + 8 = 0 ⇒ (λ − 2)²(λ + 2) = 0
λ = −2, 2, 2.
Eigenvectors
λ = −2: A + 2I = [4 1 1; −2 3 3; 2 1 1]. From R₁ and R₃: 2x = 0 ⇒ x = 0, and y + z = 0. X₁ = (0, −1, 1)ᵀ.
λ = 2: A − 2I = [0 1 1; −2 −1 3; 2 1 −3]. R₁: y = −z. R₂: −2x − y + 3z = 0 ⇒ x = 2z. Rank = 2, so only one independent vector: X₂ = (2, −1, 1)ᵀ.
The modal matrix
The repeated eigenvalue 2 has only one independent eigenvector, so A is defective and cannot be reduced to a diagonal matrix. The modal matrix is then built with a generalised eigenvector X₃ satisfying (A − 2I)X₃ = (an eigenvector for λ = 2).
Use the eigenvector 2X₂ = (4, −2, 2)ᵀ. Solve (A − 2I)X₃ = (4, −2, 2)ᵀ: y + z = 4 and −2x − y + 3z = −2. Taking z = 1 gives y = 3, x = 1:
X₃ = (1, 3, 1)ᵀ. Check: (A − 2I)X₃ = (4, −2, 2)ᵀ ✓.
P = [ 0 4 1]
[−1 −2 3] |P| = 16 ≠ 0
[ 1 2 1]
(columns: X₁, 2X₂, X₃). Then
P⁻¹AP = J = [−2 0 0]
[ 0 2 1]
[ 0 0 2]
Answer: the modal matrix is P above; it gives the Jordan form J, not a purely diagonal form, because A has only two independent eigenvectors.
✓ Answer checked by Claude Opus 5.5 (high effort)
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