Fixed-Point Iteration Calculator

Iterate a fixed-point formula and track convergence.

Numerical MethodsIterationCollege Math

Calculator

Approximate √N
Starting guess
Iterations
Please enter valid values.

What this calculator teaches

Iterate a fixed-point formula and track convergence.

This calculator focuses on numerical methods with a result, formula context, and step-by-step interpretation so the page is more useful for students than a bare answer.

Formula & Symbols

ConceptFormulaMeaning
Fixed pointx = g(x)A solution is a value unchanged by g.
Babylonian updateg(x)=0.5(x+N/x)A fixed-point formula for square roots.

Step-by-Step Example

Example
Use fixed-point iteration for √10
  • Start with a guess.
  • Apply xₙ₊₁=0.5(xₙ+N/xₙ).
  • Watch the values converge.
✓ The iteration converges to √N for positive guesses.

Where students use this

🎓
Student learning
Connect formulas with step-by-step calculation practice.
🧪
Engineering analysis
Check numerical models and applied problem steps.
💻
Technical work
Use math results in algorithms, simulations, and data workflows.

Common Mistakes to Avoid

⚠️
Ignoring assumptions

Check conditions such as convergence, step size, valid units, matrix dimensions, or stable iteration before using the answer.

⚠️
Rounding too early

Keep extra digits during intermediate work and round only the final result.

⚠️
Using a calculator without interpretation

The result is useful only when you understand what the formula, units, and restrictions mean.

Frequently Asked Questions

Is this calculator for college or engineering math? ▾
Yes. It is designed for students who need both the numerical result and a short explanation of the method.
Why can answers differ from a textbook? ▾
Different rounding, notation, or equivalent algebraic forms can make correct answers look different.
Should I show the steps on homework? ▾
Usually yes. Use the calculator to check your work, then write the method and substitution clearly.

Related Math Calculators

Formula Explorer connections

Interpretation: This relationship converts, summarizes or checks numerical quantities using standard arithmetic and measurement rules. Assumption: Use consistent units, preserve enough significant digits, and round only the final result unless the method states otherwise.

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