Math Problem Statement

[0.46153846 1.96153846 2.46153846 1.96153846 0.46153846] 我得到了这样的一个解 如何根据图片上面说的惨差值 来校验数据?

我得到了这样的一个解 [0.46153846 1.96153846 2.46153846 1.96153846 0.46153846] 如何根据图片上面说的惨差值来校验数据?

Solution

To verify the data using the discrepancy value (Δx\Delta x^*) as described in the text, follow these steps:

1. Understanding the concept

The text explains that a well-posed system (корректная задача\text{корректная задача}) is sensitive to small perturbations in the right-hand side vector (Δb\Delta b) and/or the coefficients (Δaij\Delta a_{ij}) of the matrix AA. A system is considered poorly conditioned if these perturbations cause large errors in the solution (Δx\Delta x^*).

The sensitivity is quantified using the condition number of the matrix AA, denoted as cond(A)=AA1\text{cond}(A) = \|A\| \cdot \|A^{-1}\|. A high condition number indicates a poorly conditioned system.

2. Steps to calculate and verify the solution

To validate your solution:

  1. Condition number:

    • Compute cond(A)=AA1\text{cond}(A) = \|A\| \cdot \|A^{-1}\|. This tells you how sensitive the system is to errors.
    • If cond(A)\text{cond}(A) is very large, the system may be unstable.
  2. Compute residual (rr):

    • Use the formula r=Axbr = Ax - b, where AA is the coefficient matrix, xx is your solution vector, and bb is the right-hand side vector.
    • A small residual (close to 0) indicates the solution is consistent with the system.
  3. Relative error:

    • Estimate the relative error in the solution due to perturbations (Δx\Delta x^*) using: Δxxcond(A)Δbb\frac{\|\Delta x^*\|}{\|x\|} \approx \text{cond}(A) \cdot \frac{\|\Delta b\|}{\|b\|}
    • Here, Δb\Delta b represents any small changes or errors in bb.
  4. Validation:

    • Compare the calculated relative error and condition number to thresholds that indicate whether the system is well-posed.

3. Applying this to your solution

If the solution vector is: x=[0.4615,1.9615,2.4615,1.9615,0.4615]x = [0.4615, 1.9615, 2.4615, 1.9615, 0.4615] and you have the system Ax=bAx = b, you need:

  • Matrix AA
  • Right-hand side vector bb

Example:

  • If AA and bb are known, calculate r=Axbr = Ax - b.
  • Compute the condition number cond(A)\text{cond}(A).
  • Verify that small changes in bb (e.g., Δb\Delta b) result in proportional changes in xx according to the formula above.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Condition Number
Residuals in Systems of Linear Equations

Formulas

Residual: r = Ax - b
Relative Error: (||Δx*|| / ||x||) ≈ cond(A) * (||Δb|| / ||b||)
Condition Number: cond(A) = ||A|| * ||A^-1||

Theorems

Sensitivity Analysis in Linear Systems

Suitable Grade Level

Undergraduate Level