Review Outline for System Dynamics
Chapter 1 Complex Number
- Rectangular form and polar form
- \(z=a+bj\) (a,b) are the coordinate in complex plane
- \(z=|z|e^{j\theta},|z|=\sqrt{a^2+b^2},\theta=arctan(\frac{b}{a})\)
- Euler’s Formula
- \(e^{j\theta}=cos(\theta)+jsin(\theta)\)
- Complex operations
- Complex conjugate: \(z^*=a-bj=|z|e^{-j\theta}\)
- Addition and Subtraction
- Multiplication: \(z_1z_2=|z_1||z_2|e^{j(\theta_1+\theta_2)}\)
- Division: \(\frac{z_1}{z_2}=\frac{|z_1|}{|z_2|}e^{j(\theta_1-\theta_2)}\)
- Inverse: \(z^{-1}=|z|^{-1}e^{-j\theta}\)
- Complex variable and complex function
- \(s=\sigma+j\omega,~\sigma~and~\omega\in R\)
- \(F(s)=F_x+jF_y\), \(F_x\) and \(F_y\) are real functions
- zeros and poles of a complex function
- \(F(s)=\frac{k(s+z_1)(s+z_2)...(s+z_m)}{(s+p_1)(s+p_2)...(s+p_n)}\)
- zeros: \(-z_1,-z_2,...,-z_m\)
- poles: \(-p_1,-p_2,...,-p_n\)
- In practice, the number of zeros is always less than or equal to the number of poles, \(m\le n\)
Chapter 2 Laplace Transform
- Definition of Laplace Transform (L.T.)
- Existence criteria
- Unit step function
- Used to transform the signal into L.T. applicable form
- Laplace Transform table
- Time delay and damping effect
- Superposition of Laplace Transform
- Used to decompose the general input signal into typical forms easier for L.T.
- Solving Differential Equation
- From time domain to Laplace domain, back to time domain
- Final Value Theorem
- Used to compute the steady-state value of the output
Chapter 3 Partial Fraction Expansion (Work for L.T.)
- Work by hand
- \(m\lt n\)
- Distinct poles
- Repeated poles
- \(m\ge n\)
- Distinct poles
- Repeated poles
- \(m\lt n\)
- Matlab
- Matlab Convention
- The power of polynomials are in descending form and the power of poles are in ascending form
- Matlab Convention
Chapter 4 Mechanical system All models are wrong but some are useful
- Spring in series and paraller
- Spring-mass system
- EOM
- L.T.
- Spring-mass-damper system
- EOM
- L.T.
- Characteristic equation
- Solution in three situations
- Complex Conjugates
- One real root
- Two real roots
- Damping Ration
- Underdamped (Exponentially decaying sinusoid)
- Critically damped (Exponential decaying)
- Overdamped (Exponential decaying)
- Natural frequency and damped natural frequency
- Solution in three situations
Chapter 5 Transfer Function
- Transfer function (TF)
- Definition
- \(TF(s)=G(s)=\frac{Y(s)}{U(s)}=\frac{output}{input}\)
- Suppose zero initial condition
- Only applicable to linear, constant coefficient, differential equation
- Block Diagram (a graphical representation of TF)
- elements: block, constant, summing point…
- Definition
Chapter 6 Transient and Steady-State Response
- Two aspects of the construction of response
- Transient repsonse (due to initial condition and input) + steady-state response (due to input)
- Free vibration (dut to initial condition) + Forced vibration (due to input)
- Find the steady-state response using Final Value Theorem
Chapter 7 State-Space Model
- Definition of state-space model
- \(\dot{x}=Ax+Bu,~y=Cx+Du\)
- Applicable to nonlinear, time-varying differential equation
- Example of a 2 DOF mechanical system
- Block diagram of state-space model
- Transfer function of state-space model
- \(G(s)=C(sI-A)^{-1}B+D=\frac{Y(s)}{U(s)}\)
Chapter 8 Electrical Systems
- Basic elements
- Capacitor
- \(C=\frac{q}{e_c}\)
- \(i=C\frac{de_c}{dt}\)
- Inductor
- \(L=\frac{e_L}{di/dt},~e_L=L\frac{di}{dt}\)
- Capacitor
- Example: RL circuit with step input voltage
Chapter 9 DC Motor
-
Modelling Process
-
Electrical System
\(L_a\dot{i_a}+R_ai_a+e_b=e_a\) (KVL)
\(e_b=k_b\dot{\theta}\) (back emf)
-
Motor Mechanical System
\(J\ddot{\theta}+b\dot{\theta}=T-T_L\) (EOM)
\(T=ki_a\) (Physical Law)
-
Load
\(J_L\ddot{\theta}+b_L\dot{\theta}=T_L\) (EOM)
-
Gear (optional)
Ideal Gear: \(T_2=\frac{r_2}{r_1}T_1\) (Conservation of Power)
General: \(J_1\frac{r_2}{r_1}\ddot{\theta_1}+b_1\frac{r_2}{r_1}\dot{\theta_1}+J_2\ddot{\theta_2}+b_2\dot{\theta_2}=\frac{r_2}{r_1}T_1-T_2\) (EOM)
-
Coupler (optional)
\(T_C=k_{tc}(\theta-\theta_L)\)
-
Chapter 10 Fluid System
- Reynold Number
- Inertial force vs Viscous force
- Turbulent vs Laminar
- Valve equation (Relationship between head H and flow rate Q)
- Laminar
- Turbulent
- Capacitance
- Conservation of Volume
- Example: Tank system
- Equation 1: conservation of volume
- Equation 2: valve equation
Chapter 11 Linearization
- Method: First order Taylor Series Expansion
- Example: Used in single tank system with turbulent in vavle
Chapter 12 Time Domain Analysis
- First order ODE system \(a\ddot{x}+b\dot{x}=0\)
- Time constant T: \(T=\frac{a}{b}\)
- Typical values
- 0.37 at T, 0.83 at 2T, 0.95 at 3T, 0.98 at 4T
- Second order ODE system
- only for underdamped system
- Time constant for the Exponential Decay Envelop
- \(T=\frac{1}{\xi \omega_n}\)
- Experimentally determine the dample natural frequency and damping ration
- \(T=\frac{2\pi}{\omega_d},~ln(\frac{x_1}{x_2})=\frac{2\pi\xi}{\sqrt{1-\xi^2}}\)
- Some terminology
- Settling time-converge to 2% or 5%
- Overshoot \(\%M_p\frac{x_{peak}-x_{ss}}{x_{ss}}\)
- Peak time-rise to peak
- Delay time-reach 50% of the steady-state value
- Rise time-from 10% to 90% of the steady-state value
Chapter 13 Frequency Domain Analysis
- Steady-state response of a system to a sinusoidal input
- \(u(t)=Psin(\omega t),~x_{ss}=Xsin(\omega t+\phi)\)
- \(X\) and \(\phi\) are determined by \(\omega\)
- Forced vibration without damping
- Forced vibration with damping
- Sinusoidal transfer function (Frequency response function)
- step 1: obtain transfer function \(G(s)\)
- step 2: let \(s\) equal to \(jw\)
- step 3: \(\frac{x_0}{P}=|G(jw)|,~\phi=\angle G(jw)\)
Chapter 14 Bode Plot
-
Decibel (dB)
\(AR_{dB}=20log(|G(jw)|)=20log(AR)\)
-
Example
Chapter 15 Vibration Isolation
- Imbalance in rotatin mechanical systems
-
Vibration isolation
\(G(jw)=\frac{1+j(2\xi\Omega)}{(1-\Omega^2)+j(2\xi\Omega)},~\Omega=\frac{\omega}{\omega_n}\)
- Force excitation
- Motion excitation
- Transimissibility TR
- \(TR\lt1~when~\Omega\gt\sqrt{2}\)
Chapter 16 Vibration Absorber
-
Condition for zero vibration in main system
\(\sqrt{\frac{k_a}{m_a}}=\omega_n\)
Chapter 17 Mode Shape
- Example for free vibration of 2 DOF system
Chapter 18 PID
- Block diagram of feedback control system
- PID controller
- General conclusion
- Criterion for stability of PID controller
Chapter 19 Performance of second order system
- Peak Time
- Percent Overshoot
- Settling Time
Chapter 20 Stability
- Stable
- Marginally stable
- Unstable