Given the system of linear equations: x + y/2 = 9 3x + y = 10 The value of the…

2006

Given the system of linear equations:

x + y/2 = 9
3x + y = 10

The value of the Frobenius norm for the above system of equations, in the normalized (Jacobi) iterative form — reordering the equations first, if needed, so that the resulting iteration converges — is:

Answer: D. 2.0The Jacobi iterative method solves a linear system Ax = b by rewriting each equation so its own variable’s coefficient is 1, giving an iteration x(k+1) =…

  1. A.

    0.5

  2. B.

    0.75

  3. C.

    1.5

  4. D.

    2.0

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Correct answer: D

The Jacobi iterative method solves a linear system Ax = b by rewriting each equation so its own variable’s coefficient is 1, giving an iteration x(k+1) = Bx(k) + c, where the iteration matrix B has zero diagonal entries and off-diagonal entries equal to the negative of (coefficient of the other variable) ÷ (that row’s own coefficient). This iteration converges precisely when the spectral radius of B (its largest eigenvalue magnitude) is less than 1. With two equations and two variables there are two ways to pair an equation to each variable; only the pairing whose resulting B has spectral radius < 1 gives a valid, convergent (and hence meaningful) normalized iterative form. The Frobenius norm ‖B‖F — the square root of the sum of the squares of B’s entries — is then the quantity the question asks for.

Applying this to the given system:

  1. There are two possible pairings of equation to variable. Pairing (a): use x + y/2 = 9 for the x-row and 3x + y = 10 for the y-row. Pairing (b): the reverse — use 3x + y = 10 for the x-row and x + y/2 = 9 for the y-row.

  2. Pairing (a): x = 9 − 0.5y and y = 10 − 3x give Ba = [[0, −0.5], [−3, 0]]. For a 2×2 matrix [[0, b], [c, 0]], the eigenvalues satisfy λ2 = bc, so here λ2 = (−0.5)(−3) = 1.5 and the spectral radius is √1.5 ≈ 1.22 > 1 — this pairing diverges, so it cannot be the intended normalized iterative form.

  3. Pairing (b): divide 3x + y = 10 by 3 to isolate x: x = 10/3 − (1/3)y. Multiply x + y/2 = 9 by 2 and isolate y: y = 18 − 2x. This gives Bb = [[0, −1/3], [−2, 0]]; its eigenvalues satisfy λ2 = (−1/3)(−2) = 2/3, so the spectral radius is √(2/3) ≈ 0.82 < 1 — this pairing converges, so it is the valid normalized iterative form.

  4. Read off the off-diagonal entries of the convergent matrix Bb: the coefficient of y in the x-row is −1/3, and the coefficient of x in the y-row is −2.

  5. The Frobenius norm is ‖BbF = √(02 + (−1/3)2 + (−2)2 + 02) = √(1/9 + 4) = √(37/9) ≈ 2.03.

As a check, pairing (a)’s Frobenius norm is √(0.52 + 32) = √9.25 ≈ 3.04, which does not correspond to any offered option — confirming that pairing (a) is not the one being asked for, and that pairing (b), giving ≈2.03, is.

So the Frobenius norm of the system’s (convergent) normalized iteration matrix is ≈ 2.0.

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