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 + 1/x)x. Give a decimal value.

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

Find the limit L = limx→0 (e2x − 1 − 2x)/x².

f(x) = (e2x − 1 − 2x)/x²x → 0
L =
3.DerivativesMedium
xyx = 1

Let f(x) = (−2x + 3)4. Find f′(1).

f(x) = (−2x + 3)4x = 1
f′(1) =
4.DerivativesHard
xyx = 2

The tangent line to f(x) = 3x2 − 3x + 5 at x = 2 crosses the y-axis at y = b. Find b.

f(x) = 3x2 − 3x + 5x = 2
b =
5.IntegralsMedium
xy24

Evaluate I = ∫24 1/x dx.

f(x) = 1/x[2, 4]
I =
6.IntegralsHard
xy−33

Find the area A of the region between the parabola y = 9 − x² and the x-axis.

y = 9 − x²
A =
7.Complex numbersMedium
ReIm22−2−244−4−466−6−6θz

Write z = 6∠65° in rectangular form a + jb and give the real part a.

r = 6θ = 65°
a =
8.Complex numbersHard
ReIm22−2−244−4−4z₀z₁z₂

The roots of zⁿ = w with n = 3 and w = 64∠−90° are zk = R1/n∠((φ + 360°·k)/n), k = 0, 1, 2. Find the argument of z₁ in degrees, between −180° and 180°.

w = 64∠−90°n = 3k = 1
θ₁ = °
9.Differential equationsMedium
tyy(0) = 5y(1.5) = ?

Solve y″ + 4y′ + 4y = 0 with y(0) = 5 and y′(0) = 0. Find y(1.5).

y″ + 4y′ + 4y = 0y(0) = 5y′(0) = 0
y(1.5) =
10.Differential equationsHard
tyy(0) = 3y(1) = ?

Solve y″ + 2y′ + 10y = 0 with y(0) = 3 and y′(0) = 0 (released from rest). Find y(1); angles in radians.

y″ + 2y′ + 10y = 0y(0) = 3y′(0) = 0
y(1) =
11.Matrices & determinantsMedium
A =−360−1B =−1−3−2−1

Let C = AB for the matrices shown. Find the entry c12 (row 1, column 2).

A = [−3 6; 0 −1]B = [−1 −3; −2 −1]
c12 =
12.Matrices & determinantsHard
A =−1−2−4−4b =−11−2

Solve the system −x − 2y = −11 and −4x − 4y = −2. Find x.

−x − 2y = −11−4x − 4y = −2
x =
13.Vectors: dot & cross productMedium
xyzab

Find the scalar projection compb a of a = (−4, −1, 7) onto b = (1, 2, 6), that is, the component of a in the direction of b.

a = (−4, −1, 7)b = (1, 2, 6)
compb a =
14.Vectors: dot & cross productHard
xyzab

The unit vector n̂ is perpendicular to both a = (0, 1, 5) and b = (5, −4, 1) and has a positive z-component. Find its x-component n̂x.

a = (0, 1, 5)b = (5, −4, 1)n̂z > 0
n̂x =
15.ProbabilityMedium
n = 8k = 3N = ?

In how many ways N can a committee of 3 people be chosen from a group of 8? The order does not matter.

n = 8k = 3
N =
16.ProbabilityHard
n = 11, p = 0.2: P(X = 5) = ?k01234567891011

A test has 11 multiple-choice questions. A student who guesses gets each one right with probability 0.2, independently. What is the probability P of exactly 5 correct answers?

n = 11p = 0.2k = 5
P =
17.Descriptive statisticsMedium
202530354045505560

Find the sample standard deviation s of the data: 48, 60, 47, 19, 22, 27, 28.

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

Exam scores are normally distributed with mean 500 and standard deviation 75. Find the z-score z of a score of 593.8.

μ = 500σ = 75x = 593.8
z =
19.Normal distributionMedium
172.75181.85P = ?

The heights of adult men are normally distributed with mean 178 cm and standard deviation 7 cm. What fraction lies between 172.75 and 181.85 cm? Give P as a decimal.

μ = 178σ = 7x1 = 172.75x2 = 181.85
P =
20.Normal distributionHard
380420460500540580620hbottom 75%

The battery lifetimes are normally distributed with mean 500 h and standard deviation 40 h. Drag the cut-off so the shaded bottom 75% is to the left of it. Find the cut-off x.

μ = 500 hσ = 40 h75%
x = h

3Solutions

1.Limits

Answer: L = 2.718

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 + 1/x)

Evaluate

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

ln L = 1·1 = 1

Undo the logarithm

L = e1 = 2.718

Answer

L = 2.718
2.Limits

Answer: L = 2

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

(2·e2x − 2)/(2x) → 0/0

Second application

4·e2x/2

Substitute x = 0

L = 4·1/2 = 2

Answer

L = 2
3.Derivatives

Answer: f′(1) = −8

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

f′(x) = 4·(−2x + 3)3·(−2)

Substitute

f′(1) = 4·13·(−2) = −8

Answer

f′(1) = −8
4.Derivatives

Answer: b = −7

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(2) = 11
f′(x) = 6x − 3 → f′(2) = 9

Tangent line at x = 0

b = f(x₀) − f′(x₀)·x₀ = 11 − 9·2 = −7

Answer

b = −7
5.Integrals

Answer: I = 0.6931

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 4 − ln 2) = ln 2 = 0.6931

Answer

I = 0.6931
6.Integrals

Answer: A = 36

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.

Zeros

9 − x² = 0 → x = ±3

Integrate

A = [9x − x³/3]−33 = 18 − (−18) = 36

Answer

A = 36
7.Complex numbers

Answer: a = 2.536

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.

Components

a = 6·cos(65°) = 2.536
b = 6·sin(65°) = 5.438

Rectangular form

z = 2.536 + j5.438
a = 2.536

Answer

a = 2.536
8.Complex numbers

Answer: θ₁ = 90 °

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.

Modulus of the roots

641/3 = 4

Argument of the root

θ₁ = (−90° + 360°·1)/3 = 90°

Argument

θ₁ = 90°

Answer

θ₁ = 90°

The 3 roots lie on the circle of radius 4, 120° apart.

9.Differential equations

Answer: y(1.5) = 0.9957

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) = (5 + 10·1.5)·e−3 = 0.9957

Answer

y(1.5) = 0.9957
10.Differential equations

Answer: y(1) = −1.041

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.

Complex roots

r = −1 ± 3j

Constants

A = 3, B = 1·3/3 = 1

Evaluate

y(1) = e−1(3·cos 3 + 1·sin 3) = −1.041

Answer

y(1) = −1.041
11.Matrices & determinants

Answer: c12 = 3

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

c12 = (−3)·(−3) + 6·(−1) = 3

Answer

c12 = 3
12.Matrices & determinants

Answer: x = −10

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)·(−4) − (−2)·(−4) = −4

Replace the x column

det Aₓ = (−11)·(−4) − (−2)·(−2) = 40
x = 40/(−4) = −10

Answer

x = −10
y = 10.5
13.Vectors: dot & cross product

Answer: compb a = 5.622

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 = (−4)·1 + (−1)·2 + 7·6 = 36

Length of b

|b| = √(1² + 2² + 6²) = 6.403

Scalar projection

compb a = a·b/|b| = 36/6.403 = 5.622

Answer

compb a = 5.622
14.Vectors: dot & cross product

Answer: n̂x = −0.6358

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.

Cross product

(a × b)x = aybz − azby = 1·1 − 5·(−4) = 21
(a × b)y = azbx − axbz = 5·5 − 0·1 = 25
(a × b)z = axby − aybx = 0·(−4) − 1·5 = −5

Normalise

The z-component of a × b is negative, so use −(a × b).

|a × b| = √(21² + 25² + (−5)²) = 33.03
n̂ = −(21, 25, −5)/33.03 = (−0.6358, −0.7569, 0.1514)
n̂x = −0.6358

Answer

n̂x = −0.6358
15.Probability

Answer: N = 56

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.

Combinations

C(8, 3) = (8·7·6)/(3·2·1) = 56

Answer

N = 56
16.Probability

Answer: P = 0.03876

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.

Binomial formula

P(X = 5) = 462·0.25·0.86 = 462·0.00032·0.2621 = 0.03876

Answer

P = 0.03876
17.Descriptive statistics

Answer: s = 15.66

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 = 251/7 = 35.86

Squared deviations

Σ(x − x̄)² = 12.14² + 24.14² + 11.14² + (−16.86)² + (−13.86)² + (−8.857)² + (−7.857)² = 1471

Standard deviation

s = √(1471/6) = 15.66

Answer

s = 15.66
18.Descriptive statistics

Answer: z = 1.25

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 = (593.8 − 500)/75 = 1.25

Answer

z = 1.25
19.Normal distribution

Answer: P = 0.4822

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 = (172.75 − 178)/7 = −0.75
z₂ = (181.85 − 178)/7 = 0.55

Area between

P = Φ(0.55) − Φ(−0.75) = 0.7088 − 0.2266 = 0.4822

Answer

P = 0.4822
20.Normal distribution

Answer: x = 527 h

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) = 0.75

z from the table

z ≈ 0.67

Back to the original units

x = 500 + 0.67·40 = 527 h

Answer

x = 527 h

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