Engineering Mathematics: cram pack

Formula sheets, the key method steps for every topic and 20 practice problems, with full solutions at the back.

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1Formulas and methods

Limits

Direct substitution
try x = a first; 0/0 means simplify
Factor and cancel
xⁿ − aⁿ = (x − a)(xⁿ⁻¹ + a·xⁿ⁻² + … + aⁿ⁻¹)
Conjugate
(√x − √a)(√x + √a) = x − a
Limits at infinity
divide by the highest power of x; equal degrees give the ratio of leading coefficients
Special limit
limx→∞ (1 + a/x)bx = eab
L'Hôpital's rule
lim f/g = lim f′/g′ (0/0 or ∞/∞)

Derivatives

Power rule
(xⁿ)′ = n·xⁿ⁻¹
Product rule
(uv)′ = u′v + uv′
Quotient rule
(u/v)′ = (u′v − uv′)/v²
Chain rule
f(g(x))′ = f′(g(x))·g′(x)
Common derivatives
(eˣ)′ = eˣ, (ln x)′ = 1/x, (sin x)′ = cos x, (cos x)′ = −sin x

Method

  1. Identify the structure: sum, product, quotient or composition.
  2. Apply the power rule to each power of x.
  3. Use the product, quotient or chain rule where needed.
  4. Simplify, and evaluate at the point if asked.

Integrals

Power rule
∫xⁿ dx = xⁿ⁺¹/(n + 1) + C
Definite integral
∫ab f dx = F(b) − F(a)
Common integrals
∫eˣ dx = eˣ, ∫1/x dx = ln|x|, ∫sin x dx = −cos x
Area between curves
∫ab (f − g) dx

Method

  1. Rewrite the integrand as a sum of simple terms where possible.
  2. Apply the power rule: ∫xⁿ dx = xⁿ⁺¹/(n + 1), and standard integrals for ex, 1/x, sin and cos.
  3. Use substitution when you see a function and its derivative together.
  4. For a definite integral, evaluate F(b) − F(a).

Complex numbers

Rectangular form
z = a + jb, j² = −1, z̄ = a − jb
Modulus and argument
|z| = √(a² + b²), tan θ = b/a (check the quadrant)
Polar and exponential form
z = r∠θ = r(cos θ + j sin θ) = r·ejθ
Division
z₁/z₂ = z₁z̄₂/|z₂|²
Product and quotient
r₁∠θ₁ · r₂∠θ₂ = r₁r₂∠(θ₁ + θ₂), r₁∠θ₁ / r₂∠θ₂ = (r₁/r₂)∠(θ₁ − θ₂)
De Moivre
(r∠θ)ⁿ = rⁿ∠nθ
n-th roots
zk = R1/n∠((φ + 360°·k)/n), k = 0 … n − 1
Quadratic with p² < 4q
z = −p/2 ± j√(q − p²/4)

Method

  1. Decide which form suits the operation: rectangular a + jb for adding and subtracting, polar r∠θ for multiplying, dividing, powers and roots.
  2. Multiply out with j² = −1; divide by multiplying the top and bottom by the conjugate of the denominator.
  3. Convert with r = √(a² + b²) and θ from a sketch of the point (check the quadrant), and back with a = r cos θ, b = r sin θ.
  4. For powers use De Moivre, (r∠θ)ⁿ = rⁿ∠nθ; for zⁿ = R∠φ list all n roots R1/n∠((φ + 360°k)/n).

Differential equations

Exponential growth/decay
dy/dt = ky → y = y0ekt
Half-life
k = ln 2 / t½
Newton's law of cooling
T(t) = Ta + (T0 − Ta)e−kt
Integrating factor
y′ + p(x)y = q(x): μ = e∫p dx, (μy)′ = μq
Mixing tank
dm/dt = r·c − (r/V)·m

Matrices & determinants

2×2 determinant
det = ad − bc
2×2 inverse
A⁻¹ = (1/det)·[d −b; −c a]
Product
(AB)ij = Σk AikBkj
Eigenvalues
det(A − λI) = 0
Cramer’s rule
xi = det(Ai)/det(A)

Vectors: dot & cross product

Magnitude
|a| = √(ax² + ay² + az²)
Unit vector
û = a/|a|
Components from an angle
Fx = F·cos θ, Fy = F·sin θ
Dot product
a·b = axbx + ayby + azbz = |a||b|cos θ
Scalar projection of a onto b
a·b/|b|
Work
W = F·d
Cross product
a × b = (aybz − azby, azbx − axbz, axby − aybx)
Areas
parallelogram |a × b|, triangle ½|a × b|
Moment about O
MO = r × F, r = A − O
Volume of a parallelepiped
V = |a·(b × c)|

Method

  1. Write every vector in components; for a force given by a magnitude and an angle, use F·cos θ and F·sin θ.
  2. For lengths and directions use the magnitude √(x² + y² + z²) and the unit vector a/|a|.
  3. Use the dot product for angles, projections, perpendicularity and work: a·b = |a||b|cos θ.
  4. Use the cross product for perpendicular vectors, areas and moments: write the three components carefully, keeping the order a × b.

Probability

Complement
P(not A) = 1 − P(A)
Addition rule
P(A ∪ B) = P(A) + P(B) − P(A ∩ B)
Independent events
P(A ∩ B) = P(A)·P(B)
Conditional probability
P(A|B) = P(A ∩ B)/P(B)
Binomial
P(X = k) = C(n,k)·pk(1 − p)n−k

Descriptive statistics

Mean
x̄ = Σx/n
Sample standard deviation
s = √(Σ(x − x̄)²/(n − 1))
Median
middle value of the sorted data
z-score
z = (x − μ)/σ
Normal distribution
68% within ±1σ, 95% within ±2σ

Normal distribution

z-score
z = (x − μ)/σ
Below x
P(X < x) = Φ(z)
Above x
P(X > x) = 1 − Φ(z)
Between
Φ(z2) − Φ(z1)
Percentile
x = μ + z·σ

Method

  1. Convert the value to a z-score: z = (x − μ)/σ.
  2. Look up Φ(z), the area to the left of z.
  3. For the area to the right use 1 − Φ(z); for an interval subtract the two left areas.
  4. For a percentile, work backwards: find z for the area, then x = μ + z·σ.

2Practice problems

1.LimitsMedium
xyy = L

Find the limit L = limx→∞ (2x2 + 6x − 1)/(5x2 + 4x + 5).

f(x) = (2x2 + 6x − 1)/(5x2 + 4x + 5)x → ∞
L =
2.LimitsHard
xyx = 0

Find the limit L = limx→0 (1 − cos 5x)/(4x²), with x in radians.

f(x) = (1 − cos 5x)/(4x²)x → 0
L =
3.DerivativesMedium
xyx = −1

Let f(x) = ln(3x2 + 4). Find f′(−1).

f(x) = ln(3x2 + 4)x = −1
f′(−1) =
4.DerivativesHard
xyx = −1

The tangent line to f(x) = x2 − 5 at x = −1 crosses the y-axis at y = b. Find b.

f(x) = x2 − 5x = −1
b =
5.IntegralsMedium
xy01

Evaluate I = ∫01 2x·(x² + 1)1 dx.

f(x) = 2x·(x² + 1)1[0, 1]
I =
6.IntegralsHard
xy2y = xy = 0.5x²

The region between the line y = x and the parabola y = 0.5x² is rotated about the x-axis. Find the volume V of the solid.

y = xy = 0.5x²
V =
7.Complex numbersMedium
ReIm55−5−5z₁z₂w

Given z₁ = 4∠100° and z₂ = 0.5∠−95°, find the argument θ of w = z₁/z₂ in degrees, between −180° and 180°.

z₁ = 4∠100°z₂ = 0.5∠−95°
θ = °
8.Complex numbersHard
ReIm11−1−122−2−2θz

Use De Moivre's theorem to find the imaginary part of z⁸ for z = 1 + j√3.

z = 1 + j√3n = 8
Im(z⁸) =
9.Differential equationsMedium
t (min)T (°C)10Ta​19 °C12 °C

A can of soda at 4 °C is taken out of the fridge into a room at 28 °C. After 10 min its temperature is 19 °C. It follows Newton's law of cooling, dT/dt = −k·(T − Tₐ). How long after the start, t, does it take to reach 12 °C?

T0 = 4 °CTa = 28 °CT(10) = 19 °CT = 12 °C
t = min
10.Differential equationsHard
tyK = 1ymax​ = ?

A system obeys y″ + 3y′ + 27.25y = 27.25 for t ≥ 0, starting from rest: y(0) = 0, y′(0) = 0. Find the peak value ymax of its step response.

y″ + 3y′ + 27.25y = 27.25y(0) = 0y′(0) = 0
ymax =
11.Matrices & determinantsMedium
A =−1−50−2−51−40−1

Find the determinant det A of the 3×3 matrix A shown.

A = [−1 −5 0; −2 −5 1; −4 0 −1]
det A =
12.Matrices & determinantsHard
A =13−32b =−50

Solve the system x + 3y = −5 and −3x + 2y = 0. Find x.

x + 3y = −5−3x + 2y = 0
x =
13.Vectors: dot & cross productMedium
xyzab

Find the dot product a·b of a = (−2, 4, −2) and b = (−7, −3, −5).

a = (−2, 4, −2)b = (−7, −3, −5)
a·b =
14.Vectors: dot & cross productHard
xyzABC

Find the area A of the triangle with corners A(0, −1, −4), B(2, 4, −2) and C(−4, 0, 1). Coordinates are in metres.

A(0, −1, −4)B(2, 4, −2)C(−4, 0, 1)
A = m²
15.ProbabilityMedium
xp(x)100.3200.25300.3400.15μ = 23

For the distribution shown, find the variance Var(X) of X.

x: 10, 20, 30, 40p(x): 0.3, 0.25, 0.3, 0.15
Var(X) =
16.ProbabilityHard
€p(x)−20.8580.1980.05

A game costs €2 to play. You win €10 with probability 0.1 and €100 with probability 0.05; otherwise you win nothing. The stake is not returned. Find the expected net gain E(G) per game.

stake = €2€10: p = 0.1€100: p = 0.05
E(G) = €
17.Descriptive statisticsMedium
2025303540455055

Find the sample standard deviation s of the data: 20, 49, 41, 43, 18, 56.

n = 6
s =
18.Descriptive statisticsHard
z −2−1012

Exam scores are normally distributed with mean 50 and standard deviation 10. Find the z-score z of a score of 70.

μ = 50σ = 10x = 70
z =
19.Normal distributionMedium
2644P = ?

The delivery times are normally distributed with mean 32 min and standard deviation 6 min. What fraction lies between 26 and 44 min? Give P as a decimal.

μ = 32σ = 6x1 = 26x2 = 44
P =
20.Normal distributionHard
μ = 500x = ?90%

The battery lifetimes are normally distributed with mean 500 h and standard deviation 40 h. Find the value x below which 90% of them lie (the 90th percentile).

μ = 500σ = 40P = 90%
x = h

3Solutions

1.Limits

Answer: L = 0.4

Limits: first try direct substitution. If it gives 0/0, simplify first: factor and cancel the common factor, or multiply by the conjugate. As x → ∞, divide numerator and denominator by the highest power of x. L'Hôpital's rule: if f/g gives 0/0 or ∞/∞, then lim f/g = lim f′/g′, differentiating the numerator and the denominator separately (not with the quotient rule).

Divide by the highest power

(2 + 6/x + (−1)/x2)/(5 + 4/x + 5/x2)

Let x → ∞

L = 2/5 = 0.4

Answer

L = 0.4

For equal degrees the limit is the ratio of the leading coefficients.

2.Limits

Answer: L = 3.125

Limits: first try direct substitution. If it gives 0/0, simplify first: factor and cancel the common factor, or multiply by the conjugate. As x → ∞, divide numerator and denominator by the highest power of x. L'Hôpital's rule: if f/g gives 0/0 or ∞/∞, then lim f/g = lim f′/g′, differentiating the numerator and the denominator separately (not with the quotient rule).

First application

5·sin 5x/(8x) → 0/0

Second application

25·cos 5x/8

Substitute x = 0

L = 25/8 = 3.125

Answer

L = 3.125
3.Derivatives

Answer: f′(−1) = −0.8571

Differentiation: the derivative f′(x) is the slope of the graph at x. Power rule: (xⁿ)′ = n·xⁿ⁻¹. Product rule: (uv)′ = u′v + uv′. Chain rule: (f(g(x)))′ = f′(g(x))·g′(x). Where f′(x) = 0 the graph has a horizontal tangent: a maximum, minimum or saddle point.

Chain rule for the logarithm

f′(x) = 6x/(3x2 + 4)

Substitute

f′(−1) = −6/7 = −0.8571

Answer

f′(−1) = −0.8571
4.Derivatives

Answer: b = −6

Differentiation: the derivative f′(x) is the slope of the graph at x. Power rule: (xⁿ)′ = n·xⁿ⁻¹. Product rule: (uv)′ = u′v + uv′. Chain rule: (f(g(x)))′ = f′(g(x))·g′(x). Where f′(x) = 0 the graph has a horizontal tangent: a maximum, minimum or saddle point.

Point and slope

f(−1) = −4
f′(x) = 2x → f′(−1) = −2

Tangent line at x = 0

b = f(x₀) − f′(x₀)·x₀ = −4 − (−2)·(−1) = −6

Answer

b = −6
5.Integrals

Answer: I = 1.5

Definite integrals: ∫ₐᵇ f(x) dx is the signed area between the graph and the x-axis from a to b. Find an antiderivative F (with F′ = f) and evaluate F(b) − F(a). Power rule: ∫xⁿ dx = xⁿ⁺¹/(n + 1). The area between two curves is ∫(upper − lower) dx.

Substitution

u = x² + 1, du = 2x dx
I = ∫12 u1 du

Integrate and evaluate

I = [u2/2]12 = (4 − 1)/2 = 1.5

Answer

I = 1.5
6.Integrals

Answer: V = 3.351

Volumes of revolution: rotating the region under y = f(x) from x = a to x = b about the x-axis makes a solid whose cross-section at x is a disc of radius f(x). Adding the discs gives V = π∫ₐᵇ f(x)² dx. When the region lies between an outer curve R(x) and an inner curve r(x), each slice is a washer: V = π∫ₐᵇ (R(x)² − r(x)²) dx. Square the radii before you subtract them.

Intersection points

1x = 0.5x² → x = 0, x = 2

Washer method

V = π∫₀2 ((1x)² − (0.5x²)²) dx

Integrate

V = π(1·2³/3 − 0.25·2⁵/5) = π·1.067 = 3.351

Answer

V = 3.351
7.Complex numbers

Answer: θ = −165 °

Polar form: z = r∠θ = r(cos θ + j sin θ) = r·ejθ, with r = |z| and θ = arg z. Back to rectangular form: a = r cos θ, b = r sin θ. The argument needs the quadrant: θ = atan(b/a) only when a > 0; for a < 0 add or subtract 180°. In polar form multiplication is easy: multiply the moduli and add the arguments; for division divide the moduli and subtract the arguments.

Modulus and argument of w

|w| = 4 / 0.5 = 8
θ = 100° − (−95)° = 195° → −165°

Argument

θ = −165°

Answer

θ = −165°
8.Complex numbers

Answer: Im(z⁸) = 221.7

De Moivre and roots: (r∠θ)ⁿ = rⁿ∠nθ. The equation zⁿ = R∠φ has exactly n roots, all with modulus R1/n, at the arguments (φ + 360°·k)/n for k = 0, 1, …, n − 1: they lie evenly spaced on a circle, 360°/n apart. A quadratic z² + pz + q = 0 with p² < 4q has the complex roots z = −p/2 ± j√(q − p²/4); a polynomial with real coefficients always has its complex roots in conjugate pairs a ± jb.

Polar form

z = 1 + j√3 = 2∠60°

De Moivre

z⁸ = (2)⁸∠480° = 256∠120°

Rectangular form

z⁸ = 256·(cos 120° + j sin 120°) = −128 + j221.7
Im(z⁸) = 221.7

Answer

Im(z⁸) = 221.7
9.Differential equations

Answer: t = 4.134 min

First-order differential equations: dy/dt = k·y has the solution y = y₀·ekt (growth for k > 0, decay for k < 0); a half-life T gives k = ln 2/T. Newton's law of cooling, dT/dt = −k·(T − Tₐ), gives T(t) = Tₐ + (T₀ − Tₐ)·e−kt. A linear equation y′ + p(x)·y = q(x) is solved with the integrating factor μ = e∫p dx: (μy)′ = μq, so μy = ∫μq dx + C.

Cooling constant

k = ln(-24/-9)/10 = 0.09808 min⁻¹

Time to reach the target

t = ln(-24/(−16))/0.09808 = 4.134 min

Answer

t = 4.134 min
10.Differential equations

Answer: ymax = 1.39

Second-order linear equations: for y″ + b·y′ + c·y = 0 try y = ert: this gives the characteristic equation r² + b·r + c = 0. Two real roots r₁ ≠ r₂ give y = A·er₁t + B·er₂t (overdamped); a double root r gives y = (A + Bt)·ert (critically damped); complex roots −α ± jω give y = e−αt(A cos ωt + B sin ωt) (underdamped, oscillating). The initial values y(0) and y′(0) fix A and B. Written as y″ + 2ζωny′ + ωn²y = 0, ωn is the natural frequency and ζ the damping ratio: ζ < 1 oscillates. With a constant input, y″ + by′ + cy = c·K, the solution is the steady value K plus the free response.

Steady value and roots

yss = 1, r = −1.5 ± 5j

Constants from the initial values

y(0) = 1 + A = 0 → A = −1
y′(0) = −1.5A + 5B = 0 → B = −0.3

Peak

t = π/5 = 0.6283
ymax = 1·(1 + e−1.5·π/5) = 1.39

Answer

ymax = 1.39
11.Matrices & determinants

Answer: det A = 25

Matrices: the determinant of a 2×2 matrix is ad − bc. For 3×3, expand along a row: each entry times the determinant of the 2×2 matrix left after removing its row and column, with alternating signs + − +. Eigenvalues λ solve det(A − λI) = 0; for 2×2 that is λ² − (trace)·λ + det = 0.

2×2 minors of the first row

M₁₁ = 5, M₁₂ = 6, M₁₃ = −20

Cofactor expansion

det A = (−1)·5 − (−5)·6 + 0·(−20) = 25

Answer

det A = 25
12.Matrices & determinants

Answer: x = −0.9091

Matrices: the determinant of a 2×2 matrix is ad − bc. For 3×3, expand along a row: each entry times the determinant of the 2×2 matrix left after removing its row and column, with alternating signs + − +. Eigenvalues λ solve det(A − λI) = 0; for 2×2 that is λ² − (trace)·λ + det = 0.

Determinant of the coefficient matrix

det A = 1·2 − 3·(−3) = 11

Replace the x column

det Aₓ = (−5)·2 − 3·0 = −10
x = −10/11 = −0.9091

Answer

x = −0.9091
y = −1.364
13.Vectors: dot & cross product

Answer: a·b = 12

Dot product: a·b = axbx + ayby + azbz = |a|·|b|·cos θ, a scalar. It gives the angle between two vectors, cos θ = a·b/(|a|·|b|), and it is zero when they are perpendicular. The scalar projection of a onto b is a·b/|b|, and a constant force F moving through a displacement d does work W = F·d.

Multiply matching components and add

a·b = (−2)·(−7) + 4·(−3) + (−2)·(−5) = 14 + (−12) + 10 = 12

Answer

a·b = 12

Positive: the angle between the vectors is less than 90°.

14.Vectors: dot & cross product

Answer: A = 18.28 m²

Cross product: a × b = (aybz − azby, azbx − axbz, axby − aybx) is perpendicular to both vectors, and |a × b| = |a|·|b|·sin θ is the area of the parallelogram they span (the triangle has half of it). Order matters: b × a = −(a × b). The moment of a force F applied at point A about point O is MO = r × F, with r = A − O.

Edge vectors

AB = B − A = (2, 5, 2)
AC = C − A = (−4, 1, 5)

Cross product

(AB × AC)x = AByACz − ABzACy = 5·5 − 2·1 = 23
(AB × AC)y = ABzACx − ABxACz = 2·(−4) − 2·5 = −18
(AB × AC)z = ABxACy − AByACx = 2·1 − 5·(−4) = 22
|AB × AC| = √(23² + (−18)² + 22²) = 36.57

Area of the triangle

A = ½·36.57 = 18.28 m²

Answer

A = 18.28 m²
15.Probability

Answer: Var(X) = 111

Discrete random variables: a probability distribution lists every value x a variable can take with its probability p(x); the probabilities are between 0 and 1 and add up to 1. The expected value (mean) is E(X) = Σx·p(x), the long-run average. The variance is Var(X) = Σ(x − μ)²·p(x) = E(X²) − μ², and the standard deviation σ = √Var(X). For a linear change Y = aX + b: E(Y) = a·E(X) + b, Var(Y) = a²·Var(X) and σY = |a|·σX; adding a constant does not change the spread.

Mean

μ = 10·0.3 + 20·0.25 + 30·0.3 + 40·0.15 = 23

Mean of the squares

E(X²) = 100·0.3 + 400·0.25 + 900·0.3 + 1600·0.15 = 640

Variance

Var(X) = 640 − 23² = 111

Answer

Var(X) = 111
16.Probability

Answer: E(G) = 4 €

Discrete random variables: a probability distribution lists every value x a variable can take with its probability p(x); the probabilities are between 0 and 1 and add up to 1. The expected value (mean) is E(X) = Σx·p(x), the long-run average. The variance is Var(X) = Σ(x − μ)²·p(x) = E(X²) − μ², and the standard deviation σ = √Var(X). For a linear change Y = aX + b: E(Y) = a·E(X) + b, Var(Y) = a²·Var(X) and σY = |a|·σX; adding a constant does not change the spread.

Net outcomes

G: 8 (p = 0.1), 98 (p = 0.05), −2 (p = 0.85)

Expected value

E(G) = 8·0.1 + 98·0.05 − 2·0.85 = 4 €

Answer

E(G) = 4 €

A positive value means you win money on average.

17.Descriptive statistics

Answer: s = 15.51

Descriptive statistics: the mean is the sum divided by n; the median is the middle value of the sorted data (the average of the two middle values when n is even). The sample standard deviation is s = √(Σ(x − x̄)²/(n − 1)). A z-score z = (x − μ)/σ says how many standard deviations a value lies from the mean.

Mean

x̄ = 227/6 = 37.83

Squared deviations

Σ(x − x̄)² = (−17.83)² + 11.17² + 3.167² + 5.167² + (−19.83)² + 18.17² = 1203

Standard deviation

s = √(1203/5) = 15.51

Answer

s = 15.51
18.Descriptive statistics

Answer: z = 2

Descriptive statistics: the mean is the sum divided by n; the median is the middle value of the sorted data (the average of the two middle values when n is even). The sample standard deviation is s = √(Σ(x − x̄)²/(n − 1)). A z-score z = (x − μ)/σ says how many standard deviations a value lies from the mean.

Standardise

z = (70 − 50)/10 = 2

Answer

z = 2
19.Normal distribution

Answer: P = 0.8186

Normal distribution: convert a value x to a z-score, z = (x − μ)/σ, which counts standard deviations from the mean. A z-table (or Φ(z)) gives the area to the left of z, which is P(X < x). The area to the right is 1 − Φ(z), and the area between two values is the difference of their two areas.

z-scores

z₁ = (26 − 32)/6 = −1
z₂ = (44 − 32)/6 = 2

Area between

P = Φ(2) − Φ(−1) = 0.9772 − 0.1587 = 0.8186

Answer

P = 0.8186
20.Normal distribution

Answer: x = 551.3 h

Normal distribution: convert a value x to a z-score, z = (x − μ)/σ, which counts standard deviations from the mean. A z-table (or Φ(z)) gives the area to the left of z, which is P(X < x). The area to the right is 1 − Φ(z), and the area between two values is the difference of their two areas.

z for the percentile

Φ(z) = 0.9 → z = 1.282

Back to x

x = 500 + 1.282·40 = 551.26 h

Answer

x = 551.26 h

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