Telecommunication Engineering  ·  Level 6
Engineering Technician Mathematics
Chapter 8: Apply Statistics and probability
📚 5 Topics
⚑ What you will be able to do

By the end of this chapter, you will be able to:

  • Identify, collect, and organize data properly following key statistics concepts.
  • Interpret, analyze, and present data clearly and effectively using statistical methods.
  • Calculate the mean, median, mode, and standard deviation accurately to summarize data.
  • Perform probability calculations correctly based on the fundamental laws of probability.
  • Calculate probability distributions, mathematical expectations, and sampling distributions with accuracy.
  • Determine probabilities involving dependent, independent, and mutually exclusive events confidently.

Mastering these skills will help you make smart, data-driven decisions that are essential in many engineering and technical fields.

Engineering professionals across all sectors in Kenya encounter situations involving quantities that have both magnitude and direction, such as forces, velocities, and displacements. Understanding vectors and scalars in two and three dimensions is fundamental for analyzing such quantities in practical contexts ranging from hospital equipment positioning to agricultural land surveying. This chapter introduces the mathematical treatment of vectors and scalars, enabling precise calculation and problem-solving in diverse professional environments.

8.1 Vectors and Scalars in Two and Three Dimensions

Vectors combine magnitude and direction, while scalars have magnitude only. This distinction is crucial in various applications, such as calculating resultant forces on structures at a county government office or determining velocity and acceleration of goods transportation in a retail supply chain. We begin with the basics of vectors and scalars, progressing to vector operations in two and three dimensions.

8.1.1 Understanding Scalars and Vectors

Scalars are quantities described by magnitude alone, such as temperature, mass, or time, and are represented by real numbers. Vectors have both magnitude and direction, represented graphically by arrows and mathematically by ordered pairs or triplets.

A vector in two dimensions is denoted as \( \mathbf{A} = (A_x, A_y) \), and in three dimensions as \( \mathbf{A} = (A_x, A_y, A_z) \), where \(A_x, A_y, A_z\) are the components along the coordinate axes.

The magnitude \( |\mathbf{A}| \) of a vector is found by:

$$ |\mathbf{A}| = \sqrt{A_x^2 + A_y^2} \quad \text{(2D vector)} $$

$$ |\mathbf{A}| = \sqrt{A_x^2 + A_y^2 + A_z^2} \quad \text{(3D vector)} $$

Worked Examples

Example 1: A hospital bed is moved along a corridor 3 m east and then 4 m north. Find the magnitude of the displacement vector.

Given: \( A_x = 3 \, m \), \( A_y = 4 \, m \)

$$ |\mathbf{A}| = \sqrt{3^2 + 4^2} $$

$$ = \sqrt{9 + 16} $$

$$ = \sqrt{25} $$

Answer: 5 m

Example 2: A drone used in agricultural monitoring moves 5 m north, 3 m east, and 2 m upward. Find the magnitude of the displacement vector.

Given: \( A_x = 3 \, m \), \( A_y = 5 \, m \), \( A_z = 2 \, m \)

$$ |\mathbf{A}| = \sqrt{3^2 + 5^2 + 2^2} $$

$$ = \sqrt{9 + 25 + 4} $$

$$ = \sqrt{38} $$

$$ = 6.16 \, m $$

Answer: 6.16 m

Example 3: A security camera at a county government office is mounted such that it faces a point 7 m east, 24 m north, and 10 m above its base. Calculate the direct distance from the camera to that point.

Given: \( A_x = 7 \, m \), \( A_y = 24 \, m \), \( A_z = 10 \, m \)

$$ |\mathbf{A}| = \sqrt{7^2 + 24^2 + 10^2} $$

$$ = \sqrt{49 + 576 + 100} $$

$$ = \sqrt{725} $$

$$ = 26.93 \, m $$

Answer: 26.93 m

8.1.2 Vector Addition and Subtraction in Two and Three Dimensions

Vectors add and subtract component-wise. This operation is essential in combining multiple forces or displacements in practical situations, such as computing net force on a structure or net movement of a vehicle.

For two vectors \( \mathbf{A} = (A_x, A_y, A_z) \) and \( \mathbf{B} = (B_x, B_y, B_z) \), addition is:

$$ \mathbf{R} = \mathbf{A} + \mathbf{B} = (A_x + B_x, \, A_y + B_y, \, A_z + B_z) $$

Subtraction is:

$$ \mathbf{D} = \mathbf{A} - \mathbf{B} = (A_x - B_x, \, A_y - B_y, \, A_z - B_z) $$

Worked Examples

Example 1: At a retail warehouse, a forklift moves 8 m east then 6 m north. Another forklift moves 3 m east and 9 m south. Find the resultant displacement vector.

Given:

\( \mathbf{A} = (8, 6) \, m \), \( \mathbf{B} = (3, -9) \, m \)

$$ \mathbf{R} = (8 + 3, \, 6 + (-9)) = (11, -3) \, m $$

Magnitude:

$$ |\mathbf{R}| = \sqrt{11^2 + (-3)^2} = \sqrt{121 + 9} = \sqrt{130} = 11.40 \, m $$

Answer: Resultant displacement vector is (11, -3) m with magnitude 11.40 m

Example 2: A drone moves 10 m east, 4 m north, and 3 m up. Then it moves back 7 m west, 6 m south, and 2 m down. Find the net displacement.

Given:

\( \mathbf{A} = (10, 4, 3) \, m \), \( \mathbf{B} = (-7, -6, -2) \, m \)

$$ \mathbf{D} = (10 - (-7), \, 4 - (-6), \, 3 - (-2)) = (17, 10, 5) \, m $$

Magnitude:

$$ |\mathbf{D}| = \sqrt{17^2 + 10^2 + 5^2} = \sqrt{289 + 100 + 25} = \sqrt{414} = 20.35 \, m $$

Answer: Net displacement vector is (17, 10, 5) m with magnitude 20.35 m

Example 3: In a hospital, a patient is moved 5 m north, 12 m east, and 2 m downwards, then 8 m south, 4 m west, and 1 m upwards. Calculate the resultant displacement vector and magnitude.

Given:

\( \mathbf{A} = (12, 5, -2) \, m \), \( \mathbf{B} = (-4, -8, 1) \, m \)

$$ \mathbf{R} = (12 + (-4), \, 5 + (-8), \, -2 + 1) = (8, -3, -1) \, m $$

Magnitude:

$$ |\mathbf{R}| = \sqrt{8^2 + (-3)^2 + (-1)^2} = \sqrt{64 + 9 + 1} = \sqrt{74} = 8.60 \, m $$

Answer: Resultant displacement is (8, -3, -1) m with magnitude 8.60 m

8.1.3 Scalar Multiplication and Unit Vectors

Multiplying a vector by a scalar changes its magnitude but not its direction if the scalar is positive. If the scalar is negative, the vector reverses direction. Unit vectors have magnitude 1 and indicate direction only.

The unit vector \( \mathbf{\hat{A}} \) in the direction of \( \mathbf{A} \) is:

$$ \mathbf{\hat{A}} = \frac{\mathbf{A}}{|\mathbf{A}|} = ( \frac{A_x}{|\mathbf{A}|}, \frac{A_y}{|\mathbf{A}|}, \frac{A_z}{|\mathbf{A}|} ) $$

Worked Examples

Example 1: A vehicle moves with velocity vector \( \mathbf{v} = (20, 15) \, km/h \). Find the velocity vector when speed doubles.

Given:

\( \mathbf{v} = (20, 15) \, km/h \), scalar \( k = 2 \)

$$ \mathbf{v'} = k \mathbf{v} = (2 \times 20, \, 2 \times 15) = (40, 30) \, km/h $$

Answer: Velocity vector after doubling speed is (40, 30) km/h

Example 2: Find the unit vector in the direction of \( \mathbf{A} = (3, 4, 12) \).

Given:

\( \mathbf{A} = (3, 4, 12) \)

Magnitude:

$$ |\mathbf{A}| = \sqrt{3^2 + 4^2 + 12^2} = \sqrt{9 + 16 + 144} = \sqrt{169} = 13 $$

Unit vector:

$$ \mathbf{\hat{A}} = ( \frac{3}{13}, \frac{4}{13}, \frac{12}{13} ) $$

Answer: Unit vector is (0.231, 0.308, 0.923)

Example 3: A wind force vector is \( \mathbf{F} = (-6, 8) \) kN. Find the vector after multiplying by scalar -3 and interpret the result.

Given:

\( \mathbf{F} = (-6, 8) \, kN \), \( k = -3 \)

$$ \mathbf{F'} = -3 \times (-6, 8) = (18, -24) \, kN $$

Answer: The vector after multiplication is (18, -24) kN, reversed in direction and tripled in magnitude

8.1.4 Dot Product and Angle Between Two Vectors

The dot product of vectors \( \mathbf{A} \) and \( \mathbf{B} \) measures their directional relationship and is defined as:

$$ \mathbf{A} \cdot \mathbf{B} = A_x B_x + A_y B_y + A_z B_z $$

It is related to the angle \( \theta \) between the vectors by:

$$ \mathbf{A} \cdot \mathbf{B} = |\mathbf{A}| \, |\mathbf{B}| \cos \theta $$

This relationship allows calculation of the angle between vectors.

Worked Examples

Example 1: Find the dot product of vectors \( \mathbf{A} = (2, 3) \) and \( \mathbf{B} = (4, -1) \).

Given:

\( \mathbf{A} = (2, 3) \), \( \mathbf{B} = (4, -1) \)

$$ \mathbf{A} \cdot \mathbf{B} = (2)(4) + (3)(-1) = 8 - 3 = 5 $$

Answer: Dot product is 5

Example 2: Find the angle between vectors \( \mathbf{A} = (1, 2, 2) \) and \( \mathbf{B} = (2, 0, 1) \).

Given:

\( \mathbf{A} = (1, 2, 2) \), \( \mathbf{B} = (2, 0, 1) \)

Calculate dot product:

$$ \mathbf{A} \cdot \mathbf{B} = 1 \times 2 + 2 \times 0 + 2 \times 1 = 2 + 0 + 2 = 4 $$

Magnitudes:

$$ |\mathbf{A}| = \sqrt{1^2 + 2^2 + 2^2} = \sqrt{1 + 4 + 4} = \sqrt{9} = 3 $$

$$ |\mathbf{B}| = \sqrt{2^2 + 0^2 + 1^2} = \sqrt{4 + 0 + 1} = \sqrt{5} = 2.236 $$

Calculate angle:

$$ \cos \theta = \frac{\mathbf{A} \cdot \mathbf{B}}{|\mathbf{A}| \, |\mathbf{B}|} = \frac{4}{3 \times 2.236} = \frac{4}{6.708} = 0.596 $$

$$ \theta = \cos^{-1}(0.596) = 53.13^\circ $$

Answer: Angle between vectors is 53.13 degrees

Example 3: Two forces act on a point: \( \mathbf{F_1} = (5, 0, 3) \) kN and \( \mathbf{F_2} = (2, 4, 1) \) kN. Calculate the angle between the forces.

Given:

\( \mathbf{F_1} = (5, 0, 3) \), \( \mathbf{F_2} = (2, 4, 1) \)

Dot product:

$$ \mathbf{F_1} \cdot \mathbf{F_2} = 5 \times 2 + 0 \times 4 + 3 \times 1 = 10 + 0 + 3 = 13 $$

Magnitudes:

$$ |\mathbf{F_1}| = \sqrt{5^2 + 0^2 + 3^2} = \sqrt{25 + 0 + 9} = \sqrt{34} = 5.83 $$

$$ |\mathbf{F_2}| = \sqrt{2^2 + 4^2 + 1^2} = \sqrt{4 + 16 + 1} = \sqrt{21} = 4.58 $$

Calculate angle:

$$ \cos \theta = \frac{13}{5.83 \times 4.58} = \frac{13}{26.7} = 0.487 $$

$$ \theta = \cos^{-1}(0.487) = 61.0^\circ $$

Answer: Angle between forces is 61.0 degrees

Practice Questions

  1. A delivery vehicle moves 6 m north and 8 m east. Calculate the magnitude of its displacement vector. (3 marks)
  2. Two vectors in 3D space are \( \mathbf{A} = (4, -3, 2) \) and \( \mathbf{B} = (-1, 5, 4) \). Find \( \mathbf{A} + \mathbf{B} \) and its magnitude. (5 marks)
  3. Find the unit vector in the direction of \( \mathbf{C} = (7, 24) \). (4 marks)
  4. Calculate the dot product of \( \mathbf{X} = (3, 6, -2) \) and \( \mathbf{Y} = (1, -4, 5) \). (4 marks)
  5. Two forces \( \mathbf{F_1} = (2, 3) \) kN and \( \mathbf{F_2} = (5, -1) \) kN act on a point. Find the angle between them. (6 marks)
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🔒8.2 Operations on vectors: Addition and subtraction

Vector operations are fundamental in many professional fields in Kenya, including healthcare logistics, agricultural land management, and business analytics. Understanding how to add and subtract vectors enables professionals to analyze quantities that have bo…

🔒8.3 Position vectors

Position vectors are fundamental in describing the location of points in space relative to a chosen origin. In various Kenyan professional fields such as construction site layout, agricultural land mapping, and spatial data analysis in county government office…

🔒8.4 Resolution of vectors

Resolution of vectors is a fundamental concept in mathematics and physics that applies across many Kenyan professional contexts, such as determining force components in construction projects at county government offices or analyzing velocity components in logi…

🔒8.5 Scalar and vector product

In many professional fields across Kenya, from agriculture to healthcare infrastructure, understanding vector operations is essential for analyzing forces, directions, and magnitudes in practical scenarios. The scalar and vector products allow professionals to…

Chapter Summary

This chapter covered the fundamental concepts of vectors and scalars in two and three dimensions, emphasizing their differences and applications in engineering contexts. It explained how to perform vector operations such as addition and subtraction, demonstrating how these combine or oppose directional quantities. The concept of position vectors was introduced to represent the location of points in space relative to an origin. The chapter then detailed the resolution of vectors into components, which is essential for analyzing forces and motions along specific directions. Finally, it explored scalar and vector products, showing how these operations yield magnitudes or new vectors that are critical in calculating work, torque, and areas in engineering problems. Through this progression, students gained a comprehensive understanding of vector mathematics necessary for practical engineering analysis.

Self-Assessment

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Written Assessment

  1. A delivery truck at a county government office moves 3 km east and then 4 km north. Represent the displacement as a vector and find its magnitude. (2 marks)

  2. A farm worker walks 5 km northeast and then 7 km southwest. Express these as vectors and find the resultant displacement vector. (3 marks)

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Chapter Examination Questions

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SECTION A (40 Marks) - Answer ALL Questions

  1. A delivery truck at a county hospital moves 4 km east and then 3 km north. Represent the displacement as a vector in two dimensions and calculate its magnitude. (4 marks)
  2. Given vectors \(\mathbf{A} = 3\mathbf{i} + 2\mathbf{j}\) and \(\mathbf{B} = -\mathbf{i} + 4\mathbf{j}\), find \(\mathbf{A} + \mathbf{B}\) and \(\mathbf{A} - \mathbf{B}\). (4 marks)
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Am I competent?

At the start of this chapter we promised you would be able to:

  • Identify, collect, and organize data properly following key statistics concepts.
  • Interpret, analyze, and present data clearly and effectively using statistical methods.
  • Calculate the mean, median, mode, and standard deviation accurately to summarize data.
  • Perform probability calculations correctly based on the fundamental laws of probability.
  • Calculate probability distributions, mathematical expectations, and sampling distributions with accuracy.
  • Determine probabilities involving dependent, independent, and mutually exclusive events confidently.

Tick each one you can genuinely do.

So, are you there yet?

You're competent when you can confidently do 50% or more of what this chapter promised.

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