Control Engineering 1: cram pack

Formula sheets, the key method steps for every topic and 12 practice problems, with full solutions at the back.

New problemsBack to the course

In the print window, choose “Save as PDF” to keep a copy on your device.

1Formulas and methods

Stability: Routh–Hurwitz & root locus

Stability
all roots of the characteristic polynomial in the left half-plane
Routh array, s¹ entry of a cubic
b1 = (a2a1 − a3a0)/a2
Right half-plane roots
number of sign changes in the first column
Cubic s³ + a₂s² + a₁s + a₀
stable when all a > 0 and a₂·a₁ > a₀
K/(s(s + a)(s + b))
Kmax = ab(a + b), ω = √(ab)
Characteristic equation
1 + K·G(s) = 0
Asymptotes
σa = (Σp − Σz)/(n − m), θ = (2q + 1)·180°/(n − m)
Break-away and break-in points
dK/ds = 0
Magnitude condition
K = 1/|G(s)|
Angle of departure
θd = 180° − Σ∠(from other poles) + Σ∠(from zeros)

Method

  1. Write the closed-loop characteristic polynomial: the denominator of 1 + K·G(s) = 0, multiplied out.
  2. Put the coefficients alternately into the first two rows of the Routh array and build the remaining rows.
  3. Count the sign changes in the first column: each one is a pole in the right half-plane. With K in the array, demand that every first-column entry stays positive.
  4. For a root locus, mark the poles and zeros, the real-axis segments, the asymptotes from the centroid and the break points where dK/ds = 0. Use K = 1/|G(s)| for the gain at a point.

Steady-state error & PID control

System type
number of poles of G(s) at s = 0
Error constants
Kp = lim G(s), Kv = lim s·G(s), Ka = lim s²·G(s) (s → 0)
Step A
ess = A/(1 + Kp)
Ramp A·t
ess = A/Kv
Parabola A·t²/2
ess = A/Ka
PID controller
C(s) = Kp + Ki/s + Kd·s
Second-order target
s² + 2ζωns + ωn²
Overshoot and timing
%OS = 100·e−ζπ/√(1−ζ²), tp = π/ωd, ts ≈ 4/(ζωn)

Method

  1. Count the poles of the open loop C(s)·G(s) at s = 0: that is the system type.
  2. Work out the error constant that matches the input: Kp for a step, Kv for a ramp, Ka for a parabola.
  3. Apply ess = A/(1 + Kp), A/Kv or A/Ka, or solve it for the gain you need.
  4. For a damping or speed specification, write the closed-loop characteristic polynomial and match it with s² + 2ζω_n·s + ω_n².

2Practice problems

1.Laplace transformsMedium
ReIm−1−2−3−4−5−6−7−81

F(s) = (3s + 15)/(s² + 11s + 28). Its inverse transform has the form f(t) = A·e−4t + B·e−7t. Find the coefficient A by partial fractions.

F(s) = (3s + 15)/(s² + 11s + 28)
A =
2.Laplace transformsHard
t (s)y(t)t = 0.25y(0.25) = ?

Solve y″ + 9y′ + 20y = 0 with y(0) = 7 and y′(0) = 3 using the Laplace transform, and find y(0.25).

y″ + 9y′ + 20y = 0y(0) = 7y′(0) = 3t = 0.25 s
y(0.25) =
3.Block diagramsMedium
R(s)+10s(s + 4)G(s)C(s)−

A unity negative feedback loop has G(s) = 10/(s(s + 4)). The reference is a ramp r(t) = 1·t. Find the steady-state error ess.

G(s) = 10/(s(s + 4))r(t) = 1·t
ess =
4.Block diagramsHard
R(s)+18s + 2G₁+1s + 6G₂C(s)2H₁−0.5H₂−

Reduce the block diagram with G₁ = 18/(s + 2), G₂ = 1/(s + 6), an inner negative feedback H₁ = 2 around G₂ and an outer negative feedback H₂ = 0.5. Find the DC gain T(0) of C(s)/R(s).

G₁ = 18/(s + 2)G₂ = 1/(s + 6)H₁ = 2H₂ = 0.5
T(0) =
5.Step responseMedium
t (s)y(t)0.5tp​ = ?

A system has the transfer function G(s) = 27.5/(s² + 10s + 55) and receives a unit step input. Find the peak time tp of the step response.

G(s) = 27.5/(s² + 10s + 55)
tp = s
6.Step responseHard
t (s)y(t)1tp​ = 0.8 s30 %

The step response of a second-order system without zeros shows 30 % overshoot, and the first peak occurs at t = 0.8 s. Find the natural frequency ωn.

%OS = 30 %tp = 0.8 s
ωn = rad/s
7.Stability: Routh–Hurwitz & root locusMedium
R(s)+Ks + 11s(s + 2)(s + 4)C(s)−

A unity-feedback loop has L(s) = K(s + 11)/(s(s + 2)(s + 4)), with K > 0. Find the largest gain Kmax for which the closed loop is stable.

L(s) = K(s + 11)/(s(s + 2)(s + 4))
Kmax =
8.Stability: Routh–Hurwitz & root locusHard
ReIm−2−4−6−8−10−12j2−4

For the loop L(s) = K/(s(s + 5)(s + 10)), find the gain K that puts a closed-loop pole at s = −4.

L(s) = K/(s(s + 5)(s + 10))s = −4
K =
9.Steady-state error & PID controlMedium
r(t) = 2t+4s(s + 10)C(s)−

A ramp r(t) = 2t is applied to a unity-feedback loop with G(s) = 4/(s(s + 10)). Find the steady-state error ess.

G(s) = 4/(s(s + 10))r(t) = 2t
ess =
10.Steady-state error & PID controlHard
R(s)+K = 81s(s + 4)C(s)−

A proportional controller K = 8 drives the plant G(s) = 1/(s(s + 4)) in a unity-feedback loop. Find the peak time tp of the step response.

G(s) = 1/(s(s + 4))K = 8
tp = s
11.Bode plots & marginsMedium
vin​R = 4.7 kΩC = 100 nFvout​

The RC low-pass filter shown has R = 4.7 kΩ, C = 100 nF. A sinusoidal input of 1 kHz is applied. Find the gain |H| = |vout/vin| in dB.

R = 4.7 kΩC = 100 nFf = 1 kHz
|H| = dB
12.Bode plots & marginsHard
|H| (dB)0.10.1111010100100−80−60−40−2002040ω (rad/s)φ (°)ω (rad/s)−270−180−900ω180​

A unity-feedback loop has the open-loop transfer function L(s) = 334/(s(s + 7)(s + 8)). Find the gain margin GM in dB.

L(s) = 334/(s(s + 7)(s + 8))
GM = dB

3Solutions

1.Laplace transforms

Answer: A = 1

Laplace transform: F(s) = ∫₀∞ f(t)·e−st dt turns derivatives into multiplications by s: ℒ{f′} = sF(s) − f(0), ℒ{f″} = s²F(s) − s·f(0) − f′(0). Standard pairs: 1 ↔ 1/s, e−at ↔ 1/(s + a), t·e−at ↔ 1/(s + a)², sin ωt ↔ ω/(s² + ω²), cos ωt ↔ s/(s² + ω²), and a shift s → s + σ multiplies the time function by e−σt. To invert a rational F(s), split it into partial fractions: the residue of a simple pole p is A = [(s − p)·F(s)] at s = p. Final value theorem: f(∞) = lims→0 s·F(s), valid only when all poles of s·F(s) lie in the left half-plane. Initial value theorem: f(0⁺) = lims→∞ s·F(s).

Factor the denominator

s² + 11s + 28 = (s + 4)(s + 7)
F(s) = A/(s + 4) + B/(s + 7)

Cover-up rule

Multiply by (s + 4) and set s = −4: the B-term vanishes.

A = (3s + 15)/(s + 7) |s = −4 = 3/3 = 1

Answer

A = 1
(B = 2, so f(t) = e−4t + 2·e−7t)
2.Laplace transforms

Answer: y(0.25) = 5.098

Laplace transform: F(s) = ∫₀∞ f(t)·e−st dt turns derivatives into multiplications by s: ℒ{f′} = sF(s) − f(0), ℒ{f″} = s²F(s) − s·f(0) − f′(0). Standard pairs: 1 ↔ 1/s, e−at ↔ 1/(s + a), t·e−at ↔ 1/(s + a)², sin ωt ↔ ω/(s² + ω²), cos ωt ↔ s/(s² + ω²), and a shift s → s + σ multiplies the time function by e−σt. To invert a rational F(s), split it into partial fractions: the residue of a simple pole p is A = [(s − p)·F(s)] at s = p. Final value theorem: f(∞) = lims→0 s·F(s), valid only when all poles of s·F(s) lie in the left half-plane. Initial value theorem: f(0⁺) = lims→∞ s·F(s).

Transform the equation

s²Y − 7s − 3 + 9(sY − 7) + 20Y = 0
Y(s) = (7s + 66)/((s + 4)(s + 5))

Partial fractions

A = 38/1 = 38
B = 31/(−1) = −31

Result

y(t) = 38·e−4t − 31·e−5t
y(0.25) = 5.098

Answer

y(0.25) = 5.098

Check: y(0) = A + B = 7.

3.Block diagrams

Answer: ess = 0.4

Block-diagram algebra: blocks in series multiply (G₁·G₂), blocks in parallel add (G₁ + G₂), and a loop with forward path G and feedback path H reduces to T = G/(1 + G·H) for negative feedback and G/(1 − G·H) for positive feedback. Reduce inner loops first, then work outwards. The closed-loop poles are the roots of the characteristic equation 1 + G(s)H(s) = 0. For a stable loop, a step input of size A gives the steady-state output A·T(0); with unity feedback the steady-state error to a step is A/(1 + Kp) with Kp = G(0).

Velocity error constant

Kᵥ = lims→0 s·G(s) = 10/4 = 2.5

Steady-state error

ess = A/Kᵥ = 1/2.5 = 0.4

Answer

ess = 0.4
4.Block diagrams

Answer: T(0) = 0.72

Block-diagram algebra: blocks in series multiply (G₁·G₂), blocks in parallel add (G₁ + G₂), and a loop with forward path G and feedback path H reduces to T = G/(1 + G·H) for negative feedback and G/(1 − G·H) for positive feedback. Reduce inner loops first, then work outwards. The closed-loop poles are the roots of the characteristic equation 1 + G(s)H(s) = 0. For a stable loop, a step input of size A gives the steady-state output A·T(0); with unity feedback the steady-state error to a step is A/(1 + Kp) with Kp = G(0).

Inner loop

Gᵢ = G₂/(1 + G₂H₁) = 1/(s + 8)

Outer loop

T(s) = G₁Gᵢ/(1 + G₁GᵢH₂) = 18/((s + 2)(s + 8) + 9)

DC gain

T(0) = 18/(2·8 + 9) = 18/25 = 0.72

Answer

T(0) = 0.72
5.Step response

Answer: tp = 0.5736 s

Step response: a first-order system G(s) = K/(τs + 1) answers a step of size U with y(t) = K·U·(1 − e−t/τ): it reaches 63.2 % of the final value K·U after one time constant τ and 98 % after 4τ. A second-order system G(s) = K·ωₙ²/(s² + 2ζωₙs + ωₙ²) has the poles s = −ζωₙ ± jωd with ωd = ωₙ√(1 − ζ²). For 0 < ζ < 1 the step response overshoots: percent overshoot %OS = 100·e−ζπ/√(1−ζ²), peak time tp = π/ωd, and the 2 % settling time ts ≈ 4/(ζωₙ). Compare the denominator with s² + 2ζωₙs + ωₙ² to read off ωₙ and ζ. For a mass–spring–damper ωₙ = √(k/m) and ζ = c/(2√(km)); for a series RLC circuit ωₙ = 1/√(LC) and ζ = (R/2)·√(C/L).

Compare with the standard form

The denominator must match s² + 2ζωₙs + ωₙ².

ωₙ² = 55 → ωₙ = 7.416 rad/s
2ζωₙ = 10 → ζ = 10/(2·7.416) = 0.6742

Result

ωd = 7.416·√(1 − 0.6742²) = 5.477 rad/s → tp = π/ωd = 0.5736 s

Answer

tp = 0.5736 s
6.Step response

Answer: ωn = 4.205 rad/s

Step response: a first-order system G(s) = K/(τs + 1) answers a step of size U with y(t) = K·U·(1 − e−t/τ): it reaches 63.2 % of the final value K·U after one time constant τ and 98 % after 4τ. A second-order system G(s) = K·ωₙ²/(s² + 2ζωₙs + ωₙ²) has the poles s = −ζωₙ ± jωd with ωd = ωₙ√(1 − ζ²). For 0 < ζ < 1 the step response overshoots: percent overshoot %OS = 100·e−ζπ/√(1−ζ²), peak time tp = π/ωd, and the 2 % settling time ts ≈ 4/(ζωₙ). Compare the denominator with s² + 2ζωₙs + ωₙ² to read off ωₙ and ζ. For a mass–spring–damper ωₙ = √(k/m) and ζ = c/(2√(km)); for a series RLC circuit ωₙ = 1/√(LC) and ζ = (R/2)·√(C/L).

Damping ratio

ζ = −ln(0.3)/√(π² + ln²(0.3)) = 1.204/√(9.87 + 1.45) = 0.3579

Natural frequency

ωd = π/tp = π/0.8 = 3.927 rad/s
ωₙ = ωd/√(1 − ζ²) = 3.927/0.9338 = 4.205 rad/s

Answer

ωn = 4.205 rad/s
7.Stability: Routh–Hurwitz & root locus

Answer: Kmax = 9.6

Routh–Hurwitz criterion: a linear system is stable when every root of its characteristic polynomial lies in the left half of the s-plane. Write the coefficients alternately into the first two rows of the Routh array. Each entry of a new row comes from the two rows above it; for a cubic a₃s³ + a₂s² + a₁s + a₀ the s¹ entry is b₁ = (a₂·a₁ − a₃·a₀)/a₂. The number of sign changes in the first column equals the number of roots in the right half-plane. With a gain K in the coefficients, every first-column entry must stay positive: the gain that makes the s¹ entry zero is the stability limit, and the s² row then gives the frequency of the sustained oscillation.

Characteristic polynomial

s(s + 2)(s + 4) + K(s + 11) = s³ + 6s² + (8 + K)s + 11K

Routh array

s³: 1, 8 + K
s²: 6, 11K
s¹: (6·(8 + K) − 11K)/6
s⁰: 11K

Condition

48 − 5K > 0
K < 48/5 = 9.6

Answer

Kmax = 9.6

With the zero to the right of s = −6 the loop would stay stable for every K > 0.

8.Stability: Routh–Hurwitz & root locus

Answer: K = 24

Root locus: as the gain K goes from 0 to ∞, the closed-loop poles, the roots of 1 + K·G(s) = 0, move from the open-loop poles to the open-loop zeros or to infinity. A point on the real axis belongs to the locus when the number of real poles and zeros to its right is odd. The n − m branches that go to infinity follow asymptotes at the angles (2q + 1)·180°/(n − m), which start from the centroid σₐ = (Σ poles − Σ zeros)/(n − m). Branches leave or join the real axis where dK/ds = 0. The angle condition ∠G(s) = 180° fixes the shape, and the magnitude condition K = 1/|G(s)| gives the gain at any point of the locus.

Magnitude condition

K = |s|·|s + 5|·|s + 10|

Evaluate at the point

K = 4·1·6 = 24

Answer

K = 24

Check: s(s + 5)(s + 10) + K is zero at s = −4.

9.Steady-state error & PID control

Answer: ess = 5

Steady-state error: in a unity-feedback loop with open-loop transfer function G(s) the error is E(s) = R(s)/(1 + G(s)), and by the final value theorem ess = lims→0 s·E(s). The system type is the number of poles of G(s) at s = 0. The error constants are Kp = lim G(s), Kv = lim s·G(s) and Ka = lim s²·G(s), all for s → 0. A step of size A gives ess = A/(1 + Kp), a ramp A·t gives A/Kv and a parabola A·t²/2 gives A/Ka. A type-0 loop follows a step with a finite error, a type-1 loop follows it exactly and a ramp with a finite error.

Velocity constant

Kv = lim s·G(s) = 0.4

Ramp error

ess = 2/0.4 = 5

Answer

ess = 5
10.Steady-state error & PID control

Answer: tp = 1.571 s

P, PI and PID control: the controller C(s) = Kp + Ki/s + Kd·s acts on the error. A proportional gain makes the loop faster and reduces the error of a type-0 plant, but never removes it. The integral term adds a pole at s = 0: the system type rises by one, and a step is followed without error. The derivative term adds damping. To choose gains, write the closed-loop characteristic polynomial and compare it with s² + 2ζωns + ωn². Then %OS = 100·e−ζπ/√(1−ζ²), tp = π/ωd with ωd = ωn√(1 − ζ²), and ts ≈ 4/(ζωn).

Characteristic polynomial

s(s + 4) + 8·1 = s² + 4s + 8

ωₙ and ζ

ωₙ = √8 = 2.828 rad/s
ζ = 4/(2·2.828) = 0.7071

Peak time

ωd = 2.828·√(1 − 0.7071²) = 2 rad/s
tp = π/2 = 1.571 s

Answer

tp = 1.571 s
11.Bode plots & margins

Answer: |H| = −9.877 dB

Frequency response: substitute s = jω in the transfer function. The magnitude in decibels is 20·log₁₀|H(jω)| and the phase is the sum of the angles of the numerator factors minus those of the denominator factors. A first-order RC or RL filter has its corner (−3 dB) frequency at ωc = 1/(RC) or R/L, and fc = ωc/(2π); a low-pass filter gives |H| = 1/√(1 + (ω/ωc)²) and φ = −atan(ω/ωc). In the asymptotic (straight-line) Bode plot each pole bends the magnitude down by 20 dB/decade at its corner frequency, each zero bends it up by 20 dB/decade, and an integrator 1/s gives −20 dB/decade at all frequencies. Gain crossover ωc: |L(jω)| = 1 (0 dB); phase margin PM = 180° + ∠L(jωc). Phase crossover ω180: ∠L(jω) = −180°; gain margin GM = −20·log₁₀|L(jω180)| dB. The closed loop is stable when both margins are positive.

Corner frequency

ωc = 1/(RC) = 1/(4700·1 × 10⁻⁷) = 2128 rad/s
fc = 338.6 Hz → f/fc = 1000/338.6 = 2.953

Gain

|H| = 1/√(1 + 2.953²) = 0.3207
20·log₁₀(0.3207) = −9.877 dB

Answer

|H| = −9.877 dB
12.Bode plots & margins

Answer: GM = 8.011 dB

Frequency response: substitute s = jω in the transfer function. The magnitude in decibels is 20·log₁₀|H(jω)| and the phase is the sum of the angles of the numerator factors minus those of the denominator factors. A first-order RC or RL filter has its corner (−3 dB) frequency at ωc = 1/(RC) or R/L, and fc = ωc/(2π); a low-pass filter gives |H| = 1/√(1 + (ω/ωc)²) and φ = −atan(ω/ωc). In the asymptotic (straight-line) Bode plot each pole bends the magnitude down by 20 dB/decade at its corner frequency, each zero bends it up by 20 dB/decade, and an integrator 1/s gives −20 dB/decade at all frequencies. Gain crossover ωc: |L(jω)| = 1 (0 dB); phase margin PM = 180° + ∠L(jωc). Phase crossover ω180: ∠L(jω) = −180°; gain margin GM = −20·log₁₀|L(jω180)| dB. The closed loop is stable when both margins are positive.

Phase crossover

(ω/7)·(ω/8) = 1 → ω180 = √(7·8) = 7.483 rad/s

Magnitude at phase crossover

|L(jω180)| = K/(ω·√(ω² + 49)·√(ω² + 64)) = K/(7·8·(7 + 8)) = K/840

Gain margin

GM = 20·log₁₀(840/334) = 8.011 dB

Answer

GM = 8.011 dB

ExamProblems · examproblems.com/courses/control-engineering-1