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Calculus, numerical methods and vectors: review

28 original mixed questions on differentiation, numerical methods, integration, differential equations and 3D vectors, with independent hints and worked solutions.

Before you startPure 2 differentiation, numerical methods, integration and vectors.

01 / Check what the method establishes

A numerical result still needs a mathematical conclusion.

Attempt a question on paper, then choose a hint or worked solution when useful. There is no timer. Keep exact expressions until rounding is requested, state domains, and distinguish a candidate from a verified answer.

Choose → calculate → check → interpret

The interval model shows why a change of sign establishes existence but not necessarily uniqueness.

What does this interval establish?Explore
Sign brackets for a continuous cubicThe curve y equals x cubed minus x. Select an interval and compare endpoint signs.xyf(x) = x³ − x; horizontal range −2 to 2

a = −2, f(a) = −6; b = −0.5, f(b) = 0.375.

The opposite signs and continuity guarantee at least one root inside this interval.

Opposite signs do not prove uniqueness. Equal signs alone do not prove that an interval contains no roots. An endpoint value of zero is already a root, rather than a strict sign change.

02 / Combine differentiation rules

Combine differentiation rules

Write the rule before simplifying, then check signs on either side of a stationary point.

01 · Product and stationary points

For y = x²e⁻²ˣ, find and classify both stationary points.

Hint

Factor y′ before solving.

Worked solution

y′ = 2xe⁻²ˣ(1 − x). Hence x = 0 or 1. Its sign is negative, positive, negative across these points: (0,0) is a minimum and (1,e⁻²) a maximum.

02 · A logarithmic quotient

For x > 0, find the maximum value of (ln x)/x.

Hint

Use the quotient rule; e is the only stationary input.

Worked solution

y′ = (1 − ln x)/x². It is positive for 0 < x < e and negative for x > e, so the maximum is 1/e at x = e.

03 / Inverse and parametric derivatives

Inverse and parametric derivatives

State where the derivative formula is valid. Divide by dx/dt only when it is nonzero.

03 · Inverse slope

f(x) = x³ + x. Find the derivative of f⁻¹ at input 10.

Hint

First solve f(x) = 10.

Worked solution

f(2) = 10 and f′(2) = 13. Since f′ = 3x² + 1 > 0 everywhere, the inverse exists and (f⁻¹)′(10) = 1/13.

04 · Parametric tangent

x = t² + 1, y = t³ − t. Find the tangent at t = 2 and state where the quotient formula fails.

Hint

dy/dx = (3t² − 1)/(2t).

Worked solution

At t = 2, (x,y) = (5,6) and the slope is 11/4. Tangent: y − 6 = (11/4)(x − 5). The quotient is undefined at t = 0 because dx/dt = 0; that point requires separate analysis.

04 / Implicit slopes and concavity

Implicit slopes and concavity

A zero numerator gives a horizontal tangent only when the derivative is defined.

05 · Normal to an implicit curve

Find the normal to x² + xy + y² = 7 at (1,2).

Hint

Differentiate xy with the product rule.

Worked solution

2x + y + (x + 2y)y′ = 0, so y′ = −(2x + y)/(x + 2y). At (1,2) the tangent slope is −4/5; the normal is y − 2 = (5/4)(x − 1).

06 · Concavity interval

Find where y = x²e⁻ˣ has y″ < 0.

Hint

Factor out the positive exponential.

Worked solution

y′ = e⁻ˣ(2x − x²), and y″ = e⁻ˣ(x² − 4x + 2). The quadratic is negative between its roots, so 2 − √2 < x < 2 + √2.

05 / Related rates and reliable rounding

Related rates and reliable rounding

A rate needs units. A rounded root needs a bracket inside the appropriate rounding interval.

07 · Expanding sphere

A sphere has radius 3 cm when its volume increases at 18π cm³ s⁻¹. Find dr/dt.

Hint

V = 4πr³/3, so dV/dt = 4πr² dr/dt.

Worked solution

18π = 36π dr/dt, giving dr/dt = 1/2 cm s⁻¹.

08 · Certify a root

Show that the positive root of x³ − 2 = 0 is 1.2599 to 4 decimal places.

Hint

Use the rounding boundaries 1.25985 and 1.25995, not just consecutive 4-decimal numbers.

Worked solution

f(1.25985) ≈ −0.000338334953 and f(1.25995) ≈ 0.000137869450. Continuity gives a root between them; f′ = 3x² > 0 there gives uniqueness. The whole open bracket rounds to 1.2599.

06 / Iteration and Newton updates

Iteration and Newton updates

Keep unrounded working values, and distinguish solving a rearrangement from proving convergence.

09 · Two Newton steps

For f(x) = x³ − 2, start at x₀ = 1 and find x₁ and x₂ exactly.

Hint

xₙ₊₁ = xₙ − (xₙ³ − 2)/(3xₙ²).

Worked solution

x₁ = 4/3. Then x₂ = 4/3 − (10/27)/(16/3) = 91/72. These are approximations, not exact roots.

10 · Fixed-point restrictions

Consider xₙ₊₁ = √(3 + xₙ), x₀ = 1. Find the next two values and the possible nonnegative limit.

Hint

Square the limit relation but retain the nonnegative square-root condition.

Worked solution

x₁ = 2, x₂ = √5. A limit L satisfies L² − L − 3 = 0 and L ≥ 0, so L = (1 + √13)/2. Near L, g′(L) = 1/(2L) < 1, supporting local convergence; the negative quadratic root is not a fixed point of this square-root iteration.

07 / Check failure and retain offsets

Check failure and retain offsets

Numerical algorithms have assumptions; periodic models may have a nonzero mean level.

11 · A failed Newton start

Why can Newton’s method not start at x₀ = 1 for f(x) = x³ − 3x + 1?

Hint

Evaluate f and f′ separately.

Worked solution

f(1) = −1, so it is not a root; f′(1) = 0. The Newton correction divides by zero. Choose a different starting value after inspecting a bracket or graph.

12 · Periodic level

A level is h(t) = 10 + 3cos t − 4sin t. Express it as 10 + Rcos(t + α), and find its full-period range.

Hint

Match Rcosα = 3 and Rsinα = 4.

Worked solution

R = 5, α = arctan(4/3) in the first quadrant. Thus h = 10 + 5cos(t + α), with range 5 ≤ h ≤ 15. Dropping the offset 10 changes the model.

08 / Recognise standard and reverse-chain forms

Recognise standard and reverse-chain forms

A constant factor from the inner derivative must be included.

13 · Linear arguments

Find ∫[4e²ˣ − 3sin(3x)] dx.

Hint

Integrate each term and divide by its inner derivative.

Worked solution

The result is 2e²ˣ + cos(3x) + C. Differentiating recovers 4e²ˣ − 3sin(3x).

14 · Logarithmic reverse chain

Find ∫2x/(x² + 5) dx for real x.

Hint

The numerator is the derivative of the positive denominator.

Worked solution

The integral is ln(x² + 5) + C. The argument is positive for every real x, so absolute-value notation is unnecessary here.

09 / Substitution and integration by parts

Substitution and integration by parts

Change bounds when changing the variable; keep the boundary term in integration by parts.

15 · Definite substitution

Evaluate ∫₀¹ x√(1 + x²) dx exactly.

Hint

Use u = 1 + x²; the new bounds are 1 and 2.

Worked solution

The integral is ½∫₁²u¹ᐟ² du = [u³ᐟ²/3]₁² = (2√2 − 1)/3.

16 · A logarithmic parts integral

Evaluate ∫₁ᵉ ln x dx.

Hint

Take u = ln x and dv = dx.

Worked solution

An antiderivative is x ln x − x. At e it is 0; at 1 it is −1. The integral is 1.

10 / Partial fractions and signed area

Partial fractions and signed area

A definite integral counts area below the axis negatively.

17 · Rational integral

Evaluate ∫₀¹ 1/[(x + 1)(x + 2)] dx.

Hint

Decompose as 1/(x + 1) − 1/(x + 2).

Worked solution

The antiderivative is ln(x + 1) − ln(x + 2). Evaluation gives ln(2/3) − ln(1/2) = ln(4/3).

18 · Net and total area

For y = x² − 1 on 0 ≤ x ≤ 2, find the signed integral and total area with the x axis.

Hint

Split at x = 1, the zero inside the interval.

Worked solution

F(x) = x³/3 − x. On [0,1] the integral is −2/3; on [1,2] it is 4/3. The net integral is 2/3, while the total area is 2.

11 / Compare exact and approximate areas

Split where the upper curve changes.

Watch: net integral and total area

Pause, replay or seek freely. The notes explain the same idea and stay in view.

19 · Curves cross inside the interval

Find the total area between y = x and y = x² for 0 ≤ x ≤ 2.

Hint

The curves meet at 0 and 1. Between 0 and 1, x is above x²; after 1 the order reverses.

Worked solution

Area = ∫₀¹(x − x²)dx + ∫₁²(x² − x)dx = 1/6 + 5/6 = 1.

20 · Trapezium error

Estimate ∫₀²x² dx with two equal strips. Compare with the exact value and find percentage overestimate relative to the exact value.

Hint

Width h = 1; ordinates 0, 1, 4.

Worked solution

T = ½(0 + 2×1 + 4) = 3; exact = 8/3. Excess = 1/3, and percentage error = (1/3)/(8/3) × 100 = 12.5%. The upward-curving graph lies below each chord.

12 / Initial conditions and limiting models

Initial conditions and limiting models

Check your solution in both the differential equation and the initial condition.

21 · Separable initial value

Solve dy/dx = 2x(y + 1), y(0) = 2.

Hint

Integrate dy/(y + 1) = 2x dx on the solution branch.

Worked solution

ln|y + 1| = x² + C. The initial value gives y + 1 = 3ex², hence y = 3ex² − 1. The omitted equilibrium y = −1 does not meet y(0) = 2.

22 · Tank limit

A tank model is dV/dt = 12 − 0.3V, V(0) = 10, with V in litres and t in minutes. Find V(t) and its limiting value.

Hint

Equilibrium is V = 40. Solve for the difference from equilibrium.

Worked solution

V = 40 − 30e⁻⁰·³ᵗ. Its derivative is 9e⁻⁰·³ᵗ, equal to 12 − 0.3V, and V(0) = 10. It approaches 40 litres from below for t ≥ 0, assuming the physical tank can accommodate that volume.

13 / Geometric rates and exponential decay

Geometric rates and exponential decay

State the physical time interval as well as the formula.

23 · Radius model

A radius obeys dr/dt = −2/r², with r(0) = 3. Find r(t) and when the model first reaches zero.

Hint

Multiply by r² and integrate, while r > 0.

Worked solution

r³ = 27 − 6t, so r = (27 − 6t)¹ᐟ³ for 0 ≤ t < 4.5. The limiting radius is zero at 4.5 time units; the original rate law is undefined at r = 0 and cannot be continued through it.

24 · Half-life calibration

A quantity decays exponentially from 80 to 20 in 6 hours. Find its decay constant k in Q = 80e⁻ᵏᵗ, and its half-life.

Hint

The factor 1/4 is two halvings.

Worked solution

e⁻⁶ᵏ = 1/4 gives k = ln4/6 = ln2/3 per hour. The half-life is ln2/k = 3 hours.

14 / Geometry and directed angles

Geometry and directed angles

Use displacement for separation and signed components for positive-axis angles.

25 · Distance and direction

A = (−1,2,3), B = (3,−2,1). Find AB, its length and a unit vector from A to B.

Hint

End minus start, then divide by its magnitude.

Worked solution

AB = (4,−4,−2); its length is 6. A unit vector is (2/3,−2/3,−1/3).

26 · Two different angles

For v = (2,−1,−2), find the angle with the positive z axis and the acute angle with the xy plane.

Hint

The magnitude is 3; the perpendicular-to-plane component has magnitude 2.

Worked solution

Positive-z angle = arccos(−2/3) ≈ 131.8°. Plane angle = arcsin(2/3) ≈ 41.8°. Keep the negative sign for the directed positive-axis question.

15 / Check all conditions before concluding

Check all conditions before concluding

Reattempt any question that needed a hint. Then return to the corresponding lesson for another independent example.

27 · Resultant after removal

A 4 kg particle is in equilibrium. Force (8,−4,12) N is removed. Find the new acceleration.

Hint

The remaining forces sum to the negative of the removed force.

Worked solution

The new resultant is (−8,4,−12) N, so acceleration is (−2,1,−3) m s⁻². Equilibrium described zero acceleration before removal; it did not require zero velocity.

28 · Horizontal implicit tangents

Find every horizontal tangent on x² + xy + y² = 3, checking the derivative denominator.

Hint

Use y′ = −(2x + y)/(x + 2y), then substitute y = −2x into the curve.

Worked solution

Substitution gives 3x² = 3, hence (x,y) = (1,−2) or (−1,2). The denominators are −3 and 3, both nonzero, so these are valid horizontal tangents: y = −2 and y = 2.

Section 1 of 15 · Check what the method establishes