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→∞ (1 + 3/x)x. Give a decimal value.

f(x) = (1 + 3/x)xx → ∞
L =
2.LimitsHard
xyx = 0

Find the limit L = limx→0 (1 − cos 3x)/(4x²), with x in radians.

f(x) = (1 − cos 3x)/(4x²)x → 0
L =
3.DerivativesMedium
xyx = 2

Let f(x) = ln(3x2 + 4). Find f′(2).

f(x) = ln(3x2 + 4)x = 2
f′(2) =
4.DerivativesHard
xy

Let f(x) = x3 − 15x2 + 63x − 2. Find the x-coordinate x of the local maximum.

f(x) = x3 − 15x2 + 63x − 2
x =
5.IntegralsMedium
xy210

Evaluate I = ∫210 1/x dx.

f(x) = 1/x[2, 10]
I =
6.IntegralsHard
xyy = x2​y = x

Find the area A of the region enclosed by y = x2 and y = x.

y = x2y = x
A =
7.Complex numbersMedium
ReIm11−1−122−2−233−3−3θz

The number z = 3·ej0.4 has its angle in radians. Find its real part a.

r = 3θ = 0.4 rad
a =
8.Complex numbersHard
ReIm11−1−122−2−233−3−3z₁z₂

One root of z³ + 6z + 20 = 0 is z₁ = 1 + j3. The coefficients are real. Find the real root r.

z₁ = 1 + j3
r =
9.Differential equationsMedium
tyy(0) = 5y(1) = ?

Solve y″ + 4y′ + 4y = 0 with y(0) = 5 and y′(0) = 0. Find y(1).

y″ + 4y′ + 4y = 0y(0) = 5y′(0) = 0
y(1) =
10.Differential equationsHard
t (min)m (kg)5 minm = ?

A tank holds 200 L of water in which 20 kg of salt is dissolved. Brine with 0.05 kg of salt per litre flows in at 5 L/min, and the well-mixed solution flows out at the same rate. How much salt m is in the tank after 5 min?

V = 200 Lm0 = 20 kgc = 0.05 kg/Lr = 5 L/min
m = kg
11.Matrices & determinantsMedium
A =265−4B =1010

Let C = AB for the matrices shown. Find the entry c21 (row 2, column 1).

A = [2 6; 5 −4]B = [1 0; 1 0]
c21 =
12.Matrices & determinantsHard
A =21−36

Find the larger eigenvalue λ of the matrix A shown.

A = [2 1; −3 6]
λ =
13.Vectors: dot & cross productMedium
xyzab

Find the scalar projection compb a of a = (2, 2, 3) onto b = (2, −4, 2), that is, the component of a in the direction of b.

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

Find the area A of the triangle with corners A(−3, 2, 2), B(−2, 4, 4) and C(2, −3, 2). Coordinates are in metres.

A(−3, 2, 2)B(−2, 4, 4)C(2, −3, 2)
A = m²
15.ProbabilityMedium
red: 5blue: 3

A bag holds 5 red and 3 blue balls. You draw two balls without putting the first one back. What is the probability P that both are red?

5 / 3
P =
16.ProbabilityHard
n = 12, p = 0.6: P(X ≤ 1) = ?k0123456789101112

12 components are tested, and each one fails with probability 0.6, independently. What is the probability P that at most one fails?

n = 12p = 0.6
P =
17.Descriptive statisticsMedium
152025303540455055

Find the sample standard deviation s of the data: 13, 26, 25, 26, 44, 57, 41.

n = 7
s =
18.Descriptive statisticsHard
z −2−1012

Exam scores are normally distributed with mean 170 and standard deviation 10. Find the z-score z of a score of 162.

μ = 170σ = 10x = 162
z =
19.Normal distributionMedium
−3−2−10123zshaded area between −z and z = 0.4039

Drag z so that the shaded area between −z and z under the standard normal curve is 0.4039. Find z to two decimals.

A = 0.4039
z =
20.Normal distributionHard
157164171178185192199cmbottom 85%

The heights of adult men are normally distributed with mean 178 cm and standard deviation 7 cm. Drag the cut-off so the shaded bottom 85% is to the left of it. Find the cut-off x.

μ = 178 cmσ = 7 cm85%
x = cm

3Solutions

1.Limits

Answer: L = 20.09

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).

Take the logarithm

ln L = limx→∞ x·ln(1 + 3/x)

Evaluate

ln(1 + u)/u → 1 as u → 0, so x·ln(1 + a/x) → a.

ln L = 1·3 = 3

Undo the logarithm

L = e3 = 20.09

Answer

L = 20.09
2.Limits

Answer: L = 1.125

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

3·sin 3x/(8x) → 0/0

Second application

9·cos 3x/8

Substitute x = 0

L = 9/8 = 1.125

Answer

L = 1.125
3.Derivatives

Answer: f′(2) = 0.75

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′(2) = 12/16 = 0.75

Answer

f′(2) = 0.75
4.Derivatives

Answer: x = 3

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.

Derivative

f′(x) = 3x2 − 30x + 63 = 3·(x2 − 10x + 21)

Solve f′(x) = 0

x = 3 or x = 7

Which one is which

f″(x) = 6x − 30: negative at a maximum, positive at a minimum.

f″(3) = −12, f″(7) = 12
x = 3

Answer

x = 3
5.Integrals

Answer: I = 1.609

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.

Antiderivative

F(x) = ln x

Evaluate at the limits

I = (ln 10 − ln 2) = ln 5 = 1.609

Answer

I = 1.609
6.Integrals

Answer: A = 0.1667

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.

Intersection points

x2 = x → x = 0, x = 1

Integrate upper minus lower

A = [0.5x2 − 0.3333x3]01 = 0.1667

Answer

A = 0.1667
7.Complex numbers

Answer: a = 2.763

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.

Euler's formula

z = 3·(cos 0.4 + j sin 0.4)

Components (radians)

a = 3·cos 0.4 = 2.763
b = 3·sin 0.4 = 1.168
a = 2.763

Answer

a = 2.763
8.Complex numbers

Answer: r = −2

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.

Conjugate pair

z₂ = 1 − j3
(z − z₁)(z − z₂) = z² − 2·1·z + (1² + 3²) = z² − 2z + 10

Factor out the quadratic

z³ + 6z + 20 = (z² − 2z + 10)(z + 2)

Real root

r = −2

Answer

r = −2

Check with the sum of the roots: z₁ + z₂ + r = 2 + (−2) = 0 = −(0).

9.Differential equations

Answer: y(1) = 2.03

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.

Double root

(r + 2)² = 0 → r = −2

Constants

A = y(0) = 5
y′(0) = B − 2A → B = 0 + 10 = 10

Evaluate

y(1) = (5 + 10·1)·e−2 = 2.03

Answer

y(1) = 2.03
10.Differential equations

Answer: m = 18.82 kg

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.

Set up the equation

dm/dt = 5·0.05 − (5/200)·m = 0.25 − 0.025·m

Solve

The integrating factor is ert/V; the solution approaches the equilibrium c·V.

m(t) = 10 + 10·e−t/40

Substitute t

m(5) = 10 + 10·0.8825 = 18.82 kg

Answer

m = 18.82 kg
11.Matrices & determinants

Answer: c21 = 1

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.

Row times column

c21 = 5·1 + (−4)·1 = 1

Answer

c21 = 1
12.Matrices & determinants

Answer: λ = 5

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.

Characteristic equation

λ² − (8)λ + (15) = 0

Solve

λ = (8 ± √(4))/2 → λ = 3, 5
λ = 5

Answer

λ = 5
13.Vectors: dot & cross product

Answer: compb a = 0.4082

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.

Dot product

a·b = 2·2 + 2·(−4) + 3·2 = 2

Length of b

|b| = √(2² + (−4)² + 2²) = 4.899

Scalar projection

compb a = a·b/|b| = 2/4.899 = 0.4082

Answer

compb a = 0.4082
14.Vectors: dot & cross product

Answer: A = 10.31 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 = (1, 2, 2)
AC = C − A = (5, −5, 0)

Cross product

(AB × AC)x = AByACz − ABzACy = 2·0 − 2·(−5) = 10
(AB × AC)y = ABzACx − ABxACz = 2·5 − 1·0 = 10
(AB × AC)z = ABxACy − AByACx = 1·(−5) − 2·5 = −15
|AB × AC| = √(10² + 10² + (−15)²) = 20.62

Area of the triangle

A = ½·20.62 = 10.31 m²

Answer

A = 10.31 m²
15.Probability

Answer: P = 0.3571

Probability: with equally likely outcomes, P(A) = favourable/total. For independent events multiply: P(A and B) = P(A)·P(B). The complement often helps: P(at least one) = 1 − P(none). Binomial: in n independent trials with success probability p, P(X = k) = C(n, k)·pᵏ·(1 − p)ⁿ⁻ᵏ.

First and second draw

P = 5/8 · 4/7 = 20/56 = 0.3571

Answer

P = 0.3571
16.Probability

Answer: P = 0.0003188

Probability: with equally likely outcomes, P(A) = favourable/total. For independent events multiply: P(A and B) = P(A)·P(B). The complement often helps: P(at least one) = 1 − P(none). Binomial: in n independent trials with success probability p, P(X = k) = C(n, k)·pᵏ·(1 − p)ⁿ⁻ᵏ.

Zero and one failure

P(X = 0) = 0.412 = 1.678 × 10⁻⁵
P(X = 1) = 12·0.6·0.411 = 0.000302

Add them

P = 1.678 × 10⁻⁵ + 0.000302 = 0.0003188

Answer

P = 0.0003188
17.Descriptive statistics

Answer: s = 14.85

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 = 232/7 = 33.14

Squared deviations

Σ(x − x̄)² = (−20.14)² + (−7.143)² + (−8.143)² + (−7.143)² + 10.86² + 23.86² + 7.857² = 1323

Standard deviation

s = √(1323/6) = 14.85

Answer

s = 14.85
18.Descriptive statistics

Answer: z = −0.8

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 = (162 − 170)/10 = −0.8

Answer

z = −0.8
19.Normal distribution

Answer: z = 0.53

From an area back to z: Φ(z) is the area to the left of z. For a left-tail area A, find z with Φ(z) = A in the table. A right-tail area A means Φ(z) = 1 − A. A central area A between −z and z leaves (1 − A)/2 in each tail, so Φ(z) = (1 + A)/2. For a value x, use x = μ + zσ.

Area to the left of z

Φ(z) = (1 + 0.4039)/2 = 0.7019

Read the z-table backwards

Find 0.7019 inside the table and read off z.

z = 0.53

Answer

z = 0.53
20.Normal distribution

Answer: x = 185.3 cm

From an area back to z: Φ(z) is the area to the left of z. For a left-tail area A, find z with Φ(z) = A in the table. A right-tail area A means Φ(z) = 1 − A. A central area A between −z and z leaves (1 − A)/2 in each tail, so Φ(z) = (1 + A)/2. For a value x, use x = μ + zσ.

Area to the left

Φ(z) = 0.85

z from the table

z ≈ 1.04

Back to the original units

x = 178 + 1.04·7 = 185.3 cm

Answer

x = 185.3 cm

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