Math With AmarA C A D E M Y

Undergraduate · Advanced · 16 minute lesson

Linearize a nonlinear root problem and inspect the update

Derive Newton's iteration and check a concrete root approximation.

Lesson 90 of 100 in Undergraduate. Take the time you need; the lesson estimate is a guide.

Jump to practice

Learn with Amar

Teaching video

A teaching recording for this chapter has not been published yet. Start with the worked example below and explore the related animations where available.

Undergraduate chapters and video availability

01 · Read and understand

What you will learn

  • Derive Newton's iteration and check a concrete root approximation.
  • Justify the conclusion "f(8/3)=1/9, smaller than f(3)=2" using the stated assumptions.

Before you start

Derivatives and tangent lines.

Keep paper nearby. Read the question once for the context, then again to identify what is known and what you need to find.

Start with a question

Use Newton's method once from x₀=3 to approximate √7.

Why this math matters

Derive Newton's iteration and check a concrete root approximation. This worked micro-lesson connects a precise mathematical condition to a conclusion you can check. The transfer task asks you to change the setting and decide which parts of the reasoning still apply.

An advanced mathematics workspace with geometric models and research notes
Make a representation of your own.Sketch the quantities or relationships in this question before working through the solution. The cover image sets the learning scene; it does not show this problem’s exact values.

Set up the model

A useful answer starts with clear assumptions:

  • The starting value is positive.
  • Arithmetic in the worked step is exact.

02 · Work through the example

Follow the reasoning, one step at a time.

Try to predict the next step before reading it. After each calculation, explain why the operation makes sense and how it helps answer the original question.

AI-edited portrait of Amar

Work through it with Amar

See this example unfold.

The complete worked example, one idea at a time.

Text-led walkthrough · no audioAmar’s portrait was edited with AI.

Linearize a nonlinear root problem and inspect the update

Paused

Question: Start with the question. Paused.

Question

Start with the question

Use Newton's method once from x₀=3 to approximate √7.

Before you calculate

Read what is known and what you need to find. Make a prediction before moving to the first calculation.

Starts paused. Play advances through the full text at a reading pace; pause whenever you need more time. Previous, Next, and the phase buttons let you set your own pace. Playback pauses when this walkthrough leaves the screen or you switch tabs.

Your device’s reduced-motion setting keeps each phase still. Manual controls remain available. The full written solution stays below.

  1. Build the model

    f(x)=x²−7 and f′(x)=2x

    The desired positive root solves f(x)=0.

  2. Work through the mathematics

    x₁=x₀−f(x₀)/f′(x₀)=3−2/6=8/3

    The tangent's zero supplies the next iterate.

  3. Check the conclusion

    f(8/3)=1/9, smaller than f(3)=2

    The residual is reduced; local quadratic convergence requires a simple root and a sufficiently suitable starting point.

The result

f(8/3)=1/9, smaller than f(3)=2

The residual is reduced; local quadratic convergence requires a simple root and a sufficiently suitable starting point.

Common mistakes to catch

  • Newton iteration is not globally guaranteed for every function and starting point.
  • A small step and a small residual are different diagnostics.

03 · Practice independently

Try it before revealing the answer.

Use paper or a calculator as needed. Write your units and reasoning, then open the hint or explanation to check your approach.

Practice 1

Write the general square-root update.

Show a hint

Simplify x−(x²−7)/(2x).

Reveal answer and explanation

xₙ₊₁=(xₙ+7/xₙ)/2

The tangent formula becomes an arithmetic average.

Practice 2

Can Newton's method always start at zero here?

Show a hint

Inspect f′(0).

Reveal answer and explanation

No

The derivative is zero, so the displayed update divides by zero.

Take the idea with you

Use a bracket or other safeguard when an unrestricted tangent step leaves a useful region.

04 · Reflect and continue

Can you explain it in your own words?

Before moving on, explain the main idea without looking at the worked example. Try both practice questions, check your reasoning, and name one mistake you now know how to avoid. Return to a step if you still need support.

Next lesson

Up next: Guarantee a root bracket after a fixed number of steps

Completion is your own study record, not a test score. It stays in this browser, does not sync to another device, and can be removed by clearing browser data.

Keep building understanding

Your next step in Undergraduate.

See the full collection

Move forward when the idea feels clear, or revisit the previous lesson to strengthen a connection. Check the prerequisites before starting a new topic.