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Advanced Mathematics: Trigonometry, Calculus, Geometry and Probability

Advanced school maths has three big strands. Trigonometry and calculus study waves and change: sin θ from a circle, the derivative as slope and the integral as area. Geometry studies shapes and solids, such as cone : sphere : cylinder = 1 : 2 : 3. Probability and statistics measure chance and data, from dice to the bell curve.

🎬 Step-by-step story

  1. Trigonometry: a point goes round a circle. Its height is sin θ. The line it leaves behind is the sine wave.
  2. Calculus: the slope of the orange tangent line is the derivative. For y = x²/4 the slope is x/2.
  3. Integration: bars under the curve add up to the area. More bars give a better answer, close to 5.33.
  4. Geometry: a cone holds one third of a cylinder, and a sphere holds two thirds. Pour them to see.
  5. Probability: roll two dice again and again. A sum of 7 comes most often, and the bars form a bell shape.
  6. Your turn. Pick any station from the list and use its sliders or buttons.

Tip: drag the 3D scene to turn it. Use two fingers to zoom.

🤔 Common doubts, cleared

Why does a circle make a wave?

The height of a point going round a circle goes up and down in a smooth, repeating way. Plotting the height against the angle draws the wave. Slide θ and watch the green line grow.

How can a curve have a slope at a single point?

Take two close points and join them. Slide them closer and closer: the line settles into the tangent. Its slope is the derivative at that point.

Why do more bars give a better area?

Each bar leaves a small gap with the curve. Thinner bars leave tiny gaps, so the total moves closer to the real area. Raise n and see the number reach 5.33.

Why is a cone exactly one third of a cylinder?

This is a result of geometry that Archimedes proved. In the 3D you can see it: one cone filling pours exactly a third of the cylinder.

Why is a sum of 7 more likely than 2?

There are 6 ways to make 7 and only 1 way to make 2. All 36 outcomes are equally likely, so 7 happens more often.

Do I need all of this for exams?

Syllabuses differ, but these five tools appear in almost every senior maths course. Use the links in the lesson to practise each one in depth.

Trigonometry: from the circle to the wave

Put a point on a circle of radius 1 and turn it by an angle θ. Its height is sin θ and its sideways position is cos θ. As θ grows, the height goes up to 1, down to −1 and back: a wave that repeats every 360° (2π radians). That is why sine and cosine describe sound, light and the swing of a pendulum.

Angles can be in radians: π radians = 180°. Always true on the circle: sin²θ + cos²θ = 1, because the point is on a circle of radius 1.

Calculus: derivative (slope) and integral (area)

The derivative tells how fast something changes. On a graph it is the slope of the tangent, the line that just touches the curve at one point. Take two nearby points, make them come closer and closer, and the slope of the line joining them settles at the slope of the tangent.

Rule to start with (power rule): if y = xⁿ then dy/dx = n xⁿ⁻¹. So for y = x² the slope is 2x, and for y = x²/4 it is x/2.

The integral adds up many thin slices to find an area under a curve. With bars: area ≈ sum of (height × width). More and thinner bars give a better answer. For y = xⁿ, ∫ xⁿ dx = xⁿ⁺¹/(n+1). The area under y = x²/4 from 0 to 4 is 4³/12 = 5.33.

Derivative and integral undo each other. This link is the fundamental theorem of calculus.

Geometry: shapes and solids

In coordinate geometry we describe shapes with numbers. The distance between (x₁, y₁) and (x₂, y₂) is √((x₂−x₁)² + (y₂−y₁)²), and a circle with centre (0, 0) and radius r is x² + y² = r².

For solids, take a cylinder of radius r and height h = 2r. Then a cone of the same size holds one third of it and a sphere that just fits inside holds two thirds of it:

V(cylinder) = πr²h, V(cone) = πr²h/3, V(sphere) = 4πr³/3.

Archimedes found this ratio 1 : 2 : 3 more than 2,000 years ago. In the 3D you can pour the cone and the sphere into the cylinder: they fill it exactly.

Probability and statistics

Probability = favourable outcomes ÷ all equally likely outcomes. For two dice there are 6 × 6 = 36 outcomes. A sum of 7 can happen in 6 ways (1+6, 2+5, 3+4, 4+3, 5+2, 6+1), so P(7) = 6/36 = 1/6, more than P(2) = 1/36. That is why the middle bar is tallest.

Statistics describes data. The mean is the average. The standard deviation tells how far values usually spread from the mean. When many small chances add up (like two or more dice), the bar chart of results forms a smooth bell curve, the normal distribution. About 68% of values lie within one standard deviation of the mean.

Try it and what to learn next

Try it: roll the dice 100 times in the 3D and predict which bar will be tallest before you look. Then roll 100 more. The more you roll, the closer the blue bars match the orange outline.

Next, go deeper with: Unit circle, Derivatives, Integration, Solid geometry and Normal distribution.

Key formulas and definitions

Worked examples

1. If θ is acute and cos θ = 0.6, find sin θ.

sin²θ + cos²θ = 1, so sin²θ = 1 − 0.36 = 0.64. sin θ = 0.8 (positive, since θ is acute).

2. Find the slope of y = 3x² + 5x at x = 2.

dy/dx = 6x + 5. At x = 2: 6 × 2 + 5 = 17.

3. Find the area under y = x² from x = 0 to x = 3.

Area = ∫₀³ x² dx = [x³/3]₀³ = 27/3 − 0 = 9.

4. Find the volume of a sphere of radius 3 cm.

V = 4⁄3 π r³ = 4⁄3 × π × 27 = 36π ≈ 113.1 cm³.

5. Two fair dice are rolled. Find the probability that the sum is 8.

Ways to get 8: (2,6), (3,5), (4,4), (5,3), (6,2) = 5 ways out of 36. P = 5/36 ≈ 0.139.

6. Find the mean and standard deviation of 2, 4, 4, 4, 5, 5, 7, 9.

Mean = 40 ÷ 8 = 5. Differences squared: 9, 1, 1, 1, 0, 0, 4, 16 = 32. Variance = 32 ÷ 8 = 4. Standard deviation = √4 = 2.

Common mistakes

Practice quiz

1. The derivative of x² is:
2. sin²θ + cos²θ equals:
3. The volume of a cone of the same radius and height as a cylinder is:
4. The integral of a curve between two points gives:
5. With two dice, the most likely sum is:

Practice: answer these yourself

Type or choose your answer, then press Check. Use a hint if you are stuck; the full solution appears after you answer.

Frequently asked questions

What is advanced mathematics at high school?

It usually means trigonometry and calculus, geometry (including solids and coordinates), and probability and statistics, studied at a deeper level than the basics.

What is the difference between a derivative and an integral?

A derivative gives the rate of change or slope. An integral adds up small pieces to give a total such as an area. They are opposite processes.

Why does the sum of two dice look like a bell?

There are more ways to make middle sums (6 ways for 7) than extreme sums (1 way for 2 or 12), so the middle bars are tallest.

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