Control Systems Lecture: Transfer Functions

Jul 17, 2024

Control Systems Lecture: Transfer Functions

Introduction

  • Audience: Control students and veteran engineers
  • Purpose: Appreciation for viewers and an invitation for feedback

What is a Transfer Function?

  • Basic Definition: Laplace transform of the impulse response of a linear and time-invariant (LTI) system with zero initial conditions.
  • Simplified View: A black box model that transforms input signals to output signals, modeling real physical processes.

Example to Explain Transfer Functions

  • Scenario: Writing your name on a chalkboard from across the room using a complex contraption.
  • System Components: Flexible sticks, claws, remote control, linear actuators, chalk
  • Block Diagram Representation: Each component as a black box or transfer function

Purpose of Transfer Functions

  • Simplification: Characters the behavior of each part of the system and combine to understand overall system behavior.

Introduction to the Laplace Transform

  • Purpose: Maps a function from the time domain to the S domain.
  • Usage: Common transformations are available in software packages like Matlab or in tables.

Common Laplace Transforms

  • Dirac Delta function: Laplace transform is 1
  • X(t): Laplace transform is X(s)
  • First Derivative X' (t): Laplace transform is sX(s) - x(0)
  • Second Derivative X''(t): Laplace transform is s²X(s) - sx(0) - x'(0)

LTI Systems and Impulse Response

  • Impulse Response: Subjecting an LTI system to a Dirac Delta function results in the impulse response.
  • Arbitrary Input: Decomposed into an infinite number of impulses; the response summed via convolution integral.
  • Convolution Integral: Simplified by the Laplace transform; turns convolution into multiplication.

Example: Harmonic Oscillator

  • System Components: Mass (m), Spring Constant (k), Forcing function (U(t))
  • Equation of Motion: macceleration + kposition = U(t)
  • Solution Using Laplace Transform:
    • Left Side: m(s²X(s)) + kX(s)
    • Right Side: 1 (Laplace transform of Dirac Delta function)
    • Result: X(s) = 1/(ms² + k)
  • Time Domain: Inverse Laplace transform yields 1/sqrt(km) * sin(sqrt(k/m) * t)

Response to Different Inputs

  • Ramp Function U(t) = t:
    • Laplace Transform: 1/s²
    • Response: 1/s² * 1/(ms² + k) (simplified multiplication, avoiding convolution integral)

Practical Application

  • Component Transfer Functions: Combine individual transfer functions (like springs, dampers, actuators, etc.)
  • Overall System: Multiply the transfer functions in the S domain for the holistic transfer function.

Future Applications and Topics

  • Open Loop/Closed Loop Systems: Importance of transfer functions.
  • Automation: Moving from manual to automatic control systems.

Takeaway

  • Key Benefits: Transfer functions simplify the complex integrations needed in control system design and analysis. Future topics will further explore their applications.