Iterative Methods

GCSELevel 6-7AQAEdexcelOCR

Iterative Methods

Iterative methods or iterations is the idea of repeating a process over and over with the purpose of getting closer to an answer. In maths, iterative methods are often used when finding an exact answer is not so simple. There are 3 key skills involved with iterative method questions at GCSE level, which are shown below.

Make sure you are happy with the following topics before moving onto Iterative methods

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Skill 1: Trial and Improvement

Trial and improvement is an iterative process whereby you try different solutions for an equation until you get the degree of accuracy that you want. This is easiest to see with an example.

Example: Use trial and improvement show that x3+6x=4textcolor{blue}{x}^3+6textcolor{blue}{x}=4 has a solution between 00 and 11.

Give your answer to 11 dp.

Iterative Methods Example Table Too Big Too Small Trial And Improvement
Iterative Methods Example Table Too Big Too Small Trial And Improvement

First pick the largest number in the range (x=1textcolor{blue}{x=1}). Then, substitute this value into the equation.

x3+6x=(1)3+6(1)=1+6=7textcolor{blue}{x}^3 +6textcolor{blue}{x} = (textcolor{blue}{1})^3 +6(textcolor{blue}{1}) = 1 + 6 = 7

We know 7>47>4 (it’s too big), so we must try a smaller number. x=0textcolor{blue}{x=0}

x3+6x=(0)3+6(0)=0textcolor{blue}{x}^3+6textcolor{blue}{x}=(textcolor{blue}{0})^3 + 6(textcolor{blue}{0})=0

00 is too small, so we know the solution must be somewhere in between 00 and 11.

We now repeat this process,

(0.5)3+6(0.5)=3.125..Too small(0.7)3+6(0.7)=4.543..Too big(0.6)3+6(0.6)=3.816..Too small(0.65)3+6(0.65)=4.17..Too bigbegin{aligned}(textcolor{blue}{0.5})^3 + 6(textcolor{blue}{0.5})&=3.125.. , text{Too small}& (textcolor{blue}{0.7})^3 + 6(textcolor{blue}{0.7})&=4.543.., text{Too big}& (textcolor{blue}{0.6})^3 + 6(textcolor{blue}{0.6})&=3.816.., text{Too small}& (textcolor{blue}{0.65})^3 + 6(textcolor{blue}{0.65})&=4.17..,,,, text{Too big}&end{aligned}

As we can now see, 0.6=0.6 = too small, but 0.65=0.65= too big. This means the actual solution must be between these two values.

We know that any number between 0.60.6 and 0.650.65 must round to 0.60.6 to 11 dp, so the solution must be 0.60.6 to 11dp.

Level 6-7GCSEAQAEdexcelOCR
Level 6-7GCSEAQAEdexcelOCR

Skill 2: Using Iteration Machines

An iteration machine allows us to find an approximate solution to an equation we may not be able to solve any other way.

Example: Use the iterative formula shown to find the value of xx to 11 dp

xn+1=4xn36textcolor{red}{x_{n+1}} = dfrac{4-textcolor{limegreen}{x_{n}}^3}{6}

Use x1=1x_1 = 1.

Step 1: Use x1x_1 as xntextcolor{limegreen}{x_n} in the equation to give xx+1textcolor{red}{x_{x+1}}

x1=1 gives x2=4x136=4(1)36=0.5x_1 = 1 ,, text{gives } ,,, textcolor{red}{x_2} = dfrac{4-{textcolor{limegreen}{x_{1}}}^3}{6}=dfrac{4-(textcolor{limegreen}{1})^3}{6}=textcolor{red}{0.5}

Step 2: Repeat the process using x2x_2 as xntextcolor{limegreen}{x_n} to give x3textcolor{red}{x_3}

x2=0.5 gives x3=4x236=4(0.5)36=0.6548333…x_2 = 0.5 ,,, text{ gives } ,,, textcolor{red}{x_3} = dfrac{4-{textcolor{limegreen}{x_{2}}}^3}{6}=dfrac{4-(textcolor{limegreen}{0.5})^3}{6}=textcolor{red}{0.6548333…}

Step 3: Repeat the process to give x4x_4, x5x_5, ….

x3=0.6548333… gives x4=4x326=4(0.6548333…)36=0.6217…x_3=0.6548333… ,,, text{ gives } ,,, textcolor{red}{x_4}=dfrac{4-{textcolor{limegreen}{x_{3}}}^2}{6}=dfrac{4-(textcolor{limegreen}{0.6548333…})^3}{6}=textcolor{red}{0.6217…}

x4=0.6217… gives x5=4x426=4(0.6217…)36=0.6266…x_4=0.6217… ,,, text{ gives } ,,, textcolor{red}{x_5}=dfrac{4-{textcolor{limegreen}{x_{4}}}^2}{6}=dfrac{4-(textcolor{limegreen}{0.6217…})^3}{6}=textcolor{red}{0.6266…}

Step 4: Once two consecutive answers round to the same 11 dp answer, we have our final answer.

0.6548333…rounds to0.7xcancel{0.6548333… ,,, text{rounds to} ,,, 0.7}

0.6217…rounds to0.60.6217… ,,, text{rounds to} ,,, 0.6

0.6266…rounds to0.60.6266… ,,, text{rounds to} ,,, 0.6

Final answer x=0.6x = 0.6 (11dp)

Note: When doing a question like this, it makes your life a lot easier if you use the ANS key on your calculator.

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Skill 3: Creating the iteration formula 

It is often necessary to form the iterative methods formula (e.g. xn+1=f(xn))x_{n+1}​=f(x_n​)) by rearranging an equation.

Example: Show that x3+x2=7x^3+x^2 =7  can be rearranged to give to give xn+1=7xn23x_{n+1} = sqrt[3]{7-{x_{n}}^2}

In order to do this we need to rearrange the equation to be in the form stated, then add in the notation required.

(x2)x3+x2=7(3)x3=7x2x=7x23begin{aligned} (-x^2) ,,,,,,,,, x^3+x^2 &=7 (sqrt[3]{}) ,,,,,,,,,,,,,,,,,,,,,,, x^3 &= 7-x^2 x &= sqrt[3]{7-x^2}end{aligned}

Finally we add in the required notation to complete our answer.

x=7x23xn+1=7xn23begin{aligned}x &= sqrt[3]{7-x^2} x_{n+1} &= sqrt[3]{7-{x_{n}}^2} end{aligned}

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Iterative Methods Example Questions

Question 1: Starting with x=2x=2, use trial and improvement to find a solution to the following equation to 11 decimal place,

2x36x=12x^3-6x=1

[3 marks]

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We will form a table with one column of xx values, one column on the results of calculating 2x36x2x^3-6x, and one column stating if the answer is bigger or smaller than the desired 11.

 

Iterative Methods Table Too Big Too Small

So, if 1.81.8 gives a result that is too small and 1.851.85 gives a result that is too big, then the actual solution must be somewhere between these two values.

 

Given that any number between 1.81.8 and 1.851.85 must round to 1.81.8, the solution must be 1.81.8 to 11 decimal place.

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Question 2: Starting with x1=2x_1=2, use the iterative formula

xn+1=3x+93x_{n+1}=sqrt[3]{3x+9}

to find a solution to x33x9=0x^3-3x-9=0 to 22 decimal places.

[3 marks]

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To find a solution we will use the recursive formula, until we get two consecutive terms which round to the same number to 22 decimal places.

 

 x1=2x2=3(2)+93=2.4662x3=3(2.4662)+93=2.54060x4=3(2.54060)+93=2.55207x5=3(2.55207)+93=2.55383begin{aligned} x_1&=2 x_2&=sqrt[3]{3(2)+9}=2.4662 x_3&=sqrt[3]{3(2.4662)+9}=2.54060 x_4&=sqrt[3]{3(2.54060 )+9}=2.55207 x_5&=sqrt[3]{3(2.55207 )+9}=2.55383end{aligned}

 

These last two results both round to 2.552.55 to 22dp, so the solution must be 2.552.55 to 22 decimal places.

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Question 3: Starting with x1=1x_1=1, use the iterative formula

xn+1=3xn2+5x_{n+1}=dfrac{-3}{{x_{n}}^2+5}

to find a solution to x3+5x+3=0x^3+5x+3=0 to 22 decimal places.

[3 marks]

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To find a solution we will use the recursive formula, until we get two consecutive terms which round to the same number to 22 decimal places.

 

x1=1x2=3(1)2+5=0.5 x3=3(0.5)2+5=0.5714x4=3(0.5714)2+5=0.5632x5=3(0.5632)2+5=0.564begin{aligned}x_1&=1 x_2&=dfrac{-3}{(1)^2+5}=-0.5  x_3&=dfrac{-3}{(-0.5)^2+5}=-0.5714 x_4&=dfrac{-3}{(-0.5714 )^2+5}=-0.5632 x_5&= dfrac{-3}{(-0.5632 )^2+5}= -0.564end{aligned}

 

These last two results both round to 0.56-0.56 to 22dp, so the solution must be 0.56-0.56 to 22 decimal places.

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Question 4: Starting with x1=4x_1=4, use the iterative formula

xn+1=3(xn)2+3x_{n+1}=dfrac{3}{(x_n)^2}+3

to find a solution to 3x2x3+3=03x^2-x^3+3=0 to 33 decimal places.

[3 marks]

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To find a solution we will use the recursive formula, until we get two consecutive terms which round to the same number to 33 decimal places.

 

x1=4x2=3(4)2+3=3.1875x3=3(3.1875)2+3=3.29527x4=3(3.29527)2+3=3.27627x5=3(3.27627)2+3=3.27949x6=3(3.27949)2+3=3.27894x7=3(3.27894)2+3=3.27903begin{aligned}x_1&=4 x_2&=dfrac{3}{(4)^2}+3=3.1875 x_3&=dfrac{3}{(3.1875)^2}+3=3.29527 x_4&=dfrac{3}{(3.29527)^2}+3=3.27627 x_5&=dfrac{3}{(3.27627)^2}+3=3.27949 x_6&=dfrac{3}{(3.27949)^2}+3=3.27894 x_7&=dfrac{3}{(3.27894)^2}+3=3.27903end{aligned}

 

These last two results both round to 3.2793.279 to 33dp, so the solution must be 3.2793.279 to 33 decimal places.

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Question 5: Starting with x1=2x_1=2, use the iterative formula

xn+1=6x+53x_{n+1}=sqrt[3]{6x+5}

to find a solution to x36x5=0x^3-6x-5=0 to 22 decimal places.

[3 marks]

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To find a solution we will use the recursive formula, until we get two consecutive terms which round to the same number to 22 decimal places.

 

 x1=2x2=6(2)+53=2.57128x3=6(2.57128)+53=2.73363x4=6(2.73363)+53=2.77641x5=6(2.77641)+53=2.78746x6=6(2.78746)+53=2.79030x7=6(2.79030)+53=2.791036begin{aligned} x_1&=2 x_2&=sqrt[3]{6(2)+5}= 2.57128 x_3&=sqrt[3]{6(2.57128)+5}= 2.73363 x_4&=sqrt[3]{6(2.73363)+5}= 2.77641 x_5&=sqrt[3]{6(2.77641)+5}= 2.78746 x_6&=sqrt[3]{6(2.78746)+5}= 2.79030 x_7&=sqrt[3]{6(2.79030)+5}= 2.791036end{aligned}

 

These last two results both round to 2.792.79 to 22dp, so the solution must be 2.792.79 to 22 decimal places.

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Specification Points Covered

Algebra – 20. find approximate solutions to equations numerically using iteration

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