Exponentials as eigenfunctions in LTI Systems

In summary, the conversation discusses the concept of eigenvalues in LTI system theory, specifically in the equation involving e^{s t} and H(s). The uniqueness of integrals H(s) and \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau is also mentioned, with the conclusion that there is only one solution for H(s) = \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau with one e^{s t}.
  • #1
Tanja
43
0
I hope I catched the correct forum.

Under http://en.wikipedia.org/wiki/LTI_system_theory
e^{s t} is an eigenvalue.
I don't really understand that the following is an eigenvalue equation:
\quad = e^{s t} \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau
\quad = e^{s t} H(s),

where

H(s) = \int_{-\infty}^\infty h(t) e^{-s t} d t .

The integrals H(s) and \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau should be unique, isn't it? So there is only one solution for H(s) = \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau with one e^{s t}, isn't it?

Thanks
Tanja
 
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  • #2
[itex]e^{s t}[/itex] is an eigenvalue.
I don't really understand that the following is an eigenvalue equation:
[itex] \quad = e^{s t} \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau[/itex]
[itex] \quad = e^{s t} H(s)[/itex],

where

[itex] H(s) = \int_{-\infty}^\infty h(t) e^{-s t} d t [/itex].

The integrals H(s) and [itex]\int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau[/itex] should be unique, isn't it? So there is only one solution for [itex]H(s) = \int_{-\infty}^{\infty} h(\tau) \, e^{-s \tau} \, d \tau[/itex] with one [itex]e^{s t}[/itex], isn't it?
[itex]F(x) = \int_a^xf(t)dt[/itex] is unique by the fundamental theorem of calculus.
 
Last edited:
  • #3


Hello Tanja,

Thank you for your question. I understand your confusion regarding the use of exponentials as eigenfunctions in LTI systems. Let me try to explain it in simpler terms.

In LTI (linear time-invariant) systems, the output of the system is related to the input by a linear and time-invariant function. This function can be represented by a differential equation, where the input and output are represented by functions of time, x(t) and y(t), respectively. In this case, the function h(t) represents the impulse response of the system, which is the output of the system when the input is a unit impulse, \delta(t).

Now, when we apply a complex exponential input, e^{st}, to the system, the output can be represented as y(t) = H(s)e^{st}, where H(s) is the transfer function of the system. This means that the output is a scaled version of the input, with the scaling factor given by the transfer function. This is similar to the concept of eigenvalues and eigenvectors in linear algebra, where the eigenvectors are scaled by the eigenvalues when they are transformed by a linear operator.

In this case, the exponential function e^{st} is considered an eigenfunction of the system, and the transfer function H(s) is the corresponding eigenvalue. This is because when we apply the exponential input to the system, the output is just a scaled version of the input, with no change in the shape or frequency content. This is a unique property of LTI systems, where complex exponentials are the only inputs that result in scaled outputs.

I hope this helps to clarify the concept of exponentials as eigenfunctions in LTI systems. If you have any further questions, please feel free to ask. Thank you.
 

1. What are exponentials as eigenfunctions in LTI systems?

Exponentials as eigenfunctions in LTI (Linear Time-Invariant) systems refer to the property of exponential functions to remain unchanged when passed through a LTI system. This means that the output of the system is a scaled version of the input, where the scaling factor is the same for all values of time.

2. Why are exponentials important in LTI systems?

Exponentials are important in LTI systems because they are the only input signals that result in an output signal with the same shape, but a different amplitude. This property makes them useful for understanding the behavior and characteristics of LTI systems.

3. How do exponentials behave in LTI systems?

In LTI systems, exponentials behave according to a specific rule known as the eigenfunction property. This property states that the output of a LTI system when the input is an exponential function is equal to the input multiplied by a constant, which is known as the eigenvalue of the system.

4. Can non-exponential functions be eigenfunctions in LTI systems?

No, non-exponential functions cannot be eigenfunctions in LTI systems. Only exponential functions have the property of being unchanged when passed through a LTI system, making them the only possible eigenfunctions in such systems.

5. How are exponentials used to solve problems in LTI systems?

In LTI systems, exponentials are used to represent complex input signals as a linear combination of simpler exponential signals. This allows for the use of techniques such as Fourier analysis, which breaks down a signal into its constituent exponential components, to analyze and solve problems in LTI systems.

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