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Lecture 12 - Time Response of discrete time systems, Control Systems

 

1 Time Response of discrete time systems 

Absolute stability is a basic requirement of all control systems. Apart from that, good relative stability and steady state accuracy are also required in any control system, whether continuous time or discrete time. Transient response corresponds to the system closed loop poles and steady state response corresponds to the excitation poles or poles of the input function.


1.1 Transient response specifications 

In many practical control systems, the desired performance characteristics are specified in terms of time domain quantities. Unit step input is most commonly used in analysis of a system since it is easy to generate and represent a sufficiently drastic change thus providing useful information on both transient and steady state responses.
The transient response of a system depends on the initial conditions. It is a common practice to consider the system initially at rest.
Consider the digital control system shown in Figure1.

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Figure 1: Block Diagram of a closed loop digital system Similar to the continuous time case, transient response of a digital control system can also be characterized by the following.

1. Rise time (tr ): Time required for the unit step response to rise from 0% to 100% of its final value in case of underdamped system or 10% to 90% of its final value in case of overdamped system.

2. Delay time (td): Time required for the the unit step response to reach 50% of its final value.

3. Peak time (tp): Time at which maximum peak occurs.

4. Peak overshoot (Mp): The difference between the maximum peak and the steady state value of the unit step response.

5. Settling time (ts): Time required for the unit step response to reach and stay within 2% or 5% of its steady state value.
However since the output response is discrete the calculated performance measures may be slightly different from the actual values. Figure 2 illustrates this. The output has a maximum value cmax whereas the maximum value of the discrete output is cmax which is always less than or equal to cmax. If the sampling period is small enough compared to the oscillations of the response then this difference will be small otherwise cmax may be completely erroneous.

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Figure 2: Unit step response of a discrete time system

 

1.2 Steady state error 

The steady state performance of a stable control system is measured by the steady error due to step, ramp or parabolic inputs depending on the system type. Consider the discrete time system as shown in Figure 3.

 

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Figure 3: Block Diagram 2

From Figure 2, we can write

E(s) = R(s) − H (s)C (s)

We will consider the steady state error at the sampling instants.

From final value theorem

. Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

The steady state error of a system with feedback thus depends on the input signal R(z) and the loop transfer function GH (z ).

 

1.2.1 Type-0 system and position error constant 

Systems having a finite nonzero steady state error with a zero order polynomial input (step input) are called Type-0 systems. The position error constant for a system is defined for a step input.

r(t) = us(t) unit step input

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

where Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE) is known as the position error constant.

 

1.2.2 Type-1 system and velocity error constant 

Systems having a finite nonzero steady state error with a first order polynomial input (ramp input) are called Type-1 systems. The velocity error constant for a system is defined for a ramp input.

r(t) = ur(t) unit ramp

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

where  Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE) [(z − 1)GH (z)] is known as the velocity error constant.

 

1.2.3 Type-2 system and acceleration error constant

Systems having a finite nonzero steady state error with a second order polynomial input (parabolic input) are called Type-2 systems. The acceleration error constant for a system is defined for a parabolic input.

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

where Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE) is known as the acceleration error constant.

Table 1 shows the steady state errors for different types of systems for different inputs.

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)


Example 1: Calculate the steady state errors for unit step, unit ramp and unit parabolic inputs for the system shown in Figure 4.

 

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Figure 4: Block Diagram for Example 1

Solution: The open loop transfer function is:

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Taking Z-transform

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Steady state error for step input = Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Steady state error for ramp input = Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Steady state error for parabolic input  = Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

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FAQs on Lecture 12 - Time Response of Discrete Time Systems - Electrical Engineering (EE)

1. What is the time response of a discrete-time system?
Ans. The time response of a discrete-time system refers to how the system output changes over time in response to an input signal.
2. How is the time response of a discrete-time system different from a continuous-time system?
Ans. The time response of a discrete-time system is different from a continuous-time system because it operates on discrete samples of the input signal at specific time intervals, rather than continuously.
3. What are some common methods for analyzing the time response of a discrete-time system?
Ans. Some common methods for analyzing the time response of a discrete-time system include difference equations, convolution, and the Z-transform.
4. How can the time response of a discrete-time system be characterized?
Ans. The time response of a discrete-time system can be characterized by parameters such as rise time, settling time, overshoot, and steady-state error. These parameters provide insight into the system's performance and behavior.
5. How can the time response of a discrete-time system be improved?
Ans. The time response of a discrete-time system can be improved by applying various control techniques such as feedback control, feedforward control, or adjusting the system's parameters. Additionally, using advanced algorithms and optimization techniques can also help enhance the system's time response.
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