Find Out if System is LTI - Input & Output Analysis

In summary, if you want to know if a system is LTI or not, you need to look for time-invariant properties in the input and output.
  • #1
reddvoid
119
1
how to find whether the system is LTI or not when only its input and output is given . . .
 
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  • #2
reddvoid said:
how to find whether the system is LTI or not when only its input and output is given . . .

I think you need to specify what kind of input and what kind of output are given in order to be able to describe the system.

For example, if you apply a specific frequency to an input, and get a different frequency at the output, you will know the system is non-linear.

Time-invariant implies that the transfer function of the system remains the same over time, and so you need a time series signal would let you see if it is changing over time.
 
  • #3
If the input and output are given as functions of s, the complex frequency, then yes.
 
  • #4
KingNothing said:
If the input and output are given as functions of s, the complex frequency, then yes.

Is being a function of s even a requirement? I think any linear transformation will yield the characteristics of whether a system is linear. The input and output can be given in the time-domain as well.
 
  • #5
Well if we want to approach this question in the FD (although can definitely be done in TD...), a couple ways you could check (without a given system) would be to see if there are any new spectral components in the output that aren't in the input. And if the system is time-varying, sometimes it can produce sideband frequencies of the input signal.

Although if you want a more TD approach I'd suggest looking at scaling and superposition properties to see if you could perhaps intuit the system from the input and output given.
 
  • #6
Ecthelion said:
And if the system is time-varying, sometimes it can produce sideband frequencies of the input signal.
That's interesting, would the time variation of the system serve as a frequency translation/modulation on the input signal?
 
  • #7
That's interesting, would the time variation of the system serve as a frequency translation/modulation on the input signal?

No, I don't believe so. When I mentioned the sideband frequencies I was referring to spectral copies. So if, when considering LTI systems, you're dealing with filters and you're filtering say an audio file, spectral copies can be made when the filter changes at audio rates. It was just what came to mind when approaching the LTI question from a FD point of view.
 
  • #8
Ecthelion said:
Well if we want to approach this question in the FD (although can definitely be done in TD...), a couple ways you could check (without a given system) would be to see if there are any new spectral components in the output that aren't in the input. And if the system is time-varying, sometimes it can produce sideband frequencies of the input signal.

Although if you want a more TD approach I'd suggest looking at scaling and superposition properties to see if you could perhaps intuit the system from the input and output given.

okay :)
 

Related to Find Out if System is LTI - Input & Output Analysis

1. What is an LTI system?

An LTI (Linear Time-Invariant) system is a type of system in which the output response is directly proportional to the input signal and is not affected by time. This means that the system's behavior remains the same regardless of when the input is applied.

2. How do you determine if a system is LTI?

A system can be determined to be LTI by performing an input and output analysis. This involves applying different input signals to the system and observing the corresponding output responses. If the output response is directly proportional to the input signal and is not affected by time, then the system is LTI.

3. What are the advantages of an LTI system?

One advantage of an LTI system is that it is easier to analyze and predict the system's behavior. This is because the output response is directly proportional to the input signal and is not affected by time. Additionally, LTI systems have a wide range of applications in various fields such as signal processing and control systems.

4. Can a system be both linear and time-invariant but not LTI?

Yes, a system can be both linear and time-invariant but not LTI. For a system to be LTI, it must satisfy the conditions of linearity and time-invariance as well as have a proportional output response to the input signal and not be affected by time. If a system does not meet these conditions, it is not considered to be LTI.

5. Why is it important to determine if a system is LTI?

Determining if a system is LTI is important because it allows us to accurately predict and analyze the system's behavior. This is especially useful in applications such as signal processing and control systems, where understanding the system's response to different input signals is crucial. Additionally, knowing if a system is LTI can help in designing and optimizing the system for better performance.

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