Mathematical Models of Systems Objectives

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Presentation transcript:

Mathematical Models of Systems Objectives We use quantitative mathematical models of physical systems to design and analyze control systems. The dynamic behavior is generally described by ordinary differential equations. We will consider a wide range of systems, including mechanical, hydraulic, and electrical. Since most physical systems are nonlinear, we will discuss linearization approximations, which allow us to use Laplace transform methods. We will then proceed to obtain the input–output relationship for components and subsystems in the form of transfer functions. The transfer function blocks can be organized into block diagrams or signal-flow graphs to graphically depict the interconnections. Block diagrams (and signal-flow graphs) are very convenient and natural tools for designing and analyzing complicated control systems

Six Step Approach to Dynamic System Problems Introduction Six Step Approach to Dynamic System Problems Define the system and its components Formulate the mathematical model and list the necessary assumptions Write the differential equations describing the model Solve the equations for the desired output variables Examine the solutions and the assumptions If necessary, reanalyze or redesign the system

Differential Equation of Physical Systems

Differential Equation of Physical Systems Electrical Inductance Describing Equation Energy or Power Translational Spring Rotational Spring Fluid Inertia

Differential Equation of Physical Systems Electrical Capacitance Translational Mass Rotational Mass Fluid Capacitance Thermal Capacitance

Differential Equation of Physical Systems Electrical Resistance Translational Damper Rotational Damper Fluid Resistance Thermal Resistance

Differential Equation of Physical Systems

Differential Equation of Physical Systems

Differential Equation of Physical Systems

Differential Equation of Physical Systems

Linear Approximations

Linear Approximations Linear Systems - Necessary condition Principle of Superposition Property of Homogeneity Taylor Series http://www.maths.abdn.ac.uk/%7Eigc/tch/ma2001/notes/node46.html

Linear Approximations – Example 2.1

The Laplace Transform Historical Perspective - Heaviside’s Operators Origin of Operational Calculus (1887)

Historical Perspective - Heaviside’s Operators Origin of Operational Calculus (1887) v = H(t) Expanded in a power series (*) Oliver Heaviside: Sage in Solitude, Paul J. Nahin, IEEE Press 1987.

The Laplace Transform

The Laplace Transform

The Laplace Transform

The Laplace Transform

The Laplace Transform The Partial-Fraction Expansion (or Heaviside expansion theorem) Suppose that The partial fraction expansion indicates that F(s) consists of a sum of terms, each of which is a factor of the denominator. The values of K1 and K2 are determined by combining the individual fractions by means of the lowest common denominator and comparing the resultant numerator coefficients with those of the coefficients of the numerator before separation in different terms. F s ( ) z1 + p1 p2 × or K1 K2 Evaluation of Ki in the manner just described requires the simultaneous solution of n equations. An alternative method is to multiply both sides of the equation by (s + pi) then setting s= - pi, the right-hand side is zero except for Ki so that Ki pi s = - pi

The Laplace Transform

The Laplace Transform Useful Transform Pairs

The Laplace Transform Consider the mass-spring-damper system

The Laplace Transform

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems Example 2.2

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

The Transfer Function of Linear Systems

Block Diagram Models

Block Diagram Models

Block Diagram Models Original Diagram Equivalent Diagram

Block Diagram Models Original Diagram Equivalent Diagram

Block Diagram Models Original Diagram Equivalent Diagram

Block Diagram Models

Block Diagram Models Example 2.7

Example 2.7 Block Diagram Models

Signal-Flow Graph Models For complex systems, the block diagram method can become difficult to complete. By using the signal-flow graph model, the reduction procedure (used in the block diagram method) is not necessary to determine the relationship between system variables.

Signal-Flow Graph Models

Signal-Flow Graph Models

Signal-Flow Graph Models Example 2.8

Signal-Flow Graph Models Example 2.10

Signal-Flow Graph Models

Design Examples

Design Examples Speed control of an electric traction motor.

Design Examples

Design Examples

Design Examples

Design Examples

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB error Sys1 = sysh2 / sysg4

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB error Num4=[0.1];

The Simulation of Systems Using MATLAB

The Simulation of Systems Using MATLAB

Sequential Design Example: Disk Drive Read System

Sequential Design Example: Disk Drive Read System

Sequential Design Example: Disk Drive Read System =

P2.11

P2.11 +Vd Vq Id Tm K1 K2 Km Vc -Vb K3 Ic

http://www.jhu.edu/%7Esignals/sensitivity/index.htm

http://www.jhu.edu/%7Esignals/