Understanding the Complex Analytic Signal: Benefits and Uses | Forum Discussion

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SUMMARY

The complex analytic signal transforms a real-valued signal into a complex signal that retains only the positive frequency components. This transformation simplifies various operations and analyses, particularly in communications and signal processing. The analytic signal's one-sided spectrum allows for easier modulation and representation of signals, especially in applications like single-sideband modulation. The negative frequencies, while mathematically present, do not contribute to the physical interpretation of the signal.

PREREQUISITES
  • Understanding of Fourier transforms and their properties
  • Knowledge of complex sinusoids and their applications
  • Familiarity with signal modulation techniques
  • Basic concepts of Hermitian symmetry in signals
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  • Research the properties of Hermitian signals in signal processing
  • Learn about single-sideband modulation techniques
  • Explore the application of complex signals in communications
  • Study the mathematical representation of modulation using complex exponentials
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Signal processing engineers, communications specialists, and anyone interested in the mathematical foundations of complex signals and their practical applications in modulation and analysis.

fisico30
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hello forum,

I might need some help understanding the usefulness of the complex analytic signal.

The world is made of real valued signals like x(t). Its Fourier transform can be one-sided, or, if we used complex sinusoids, two-sided and symmetric. So a real signal is only made of positive and equal amount of negative (complex) sinusoids. The negative sinusoids don't really a physical meaning, I guess.

The complex sinusoids seem to be useful. But then we come up with the complex analytic signal, which transforms a real signal into a complex signal with only the positive part of the frequency.
Ok, but what do we gain? We have been using the double sided spectrum. If we don't like the negative frequencies we could just filter them out.

thanks for any clarification
fisico30
 
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Wait a minute, a real signal always has a two-sided spectrum, and it's Hermitian (that means that the negative half of the spectrum is the odd complex conjugate of the positive half). The negative half does have a physical meaning, as seen when you modulate a carrier with the real sinusoid. You get a two-sided spectrum around the carrier.

The real part of the analytic signal representation is the real signal, but the analytic signal has only a one-sided (positive) spectrum as you note. There are two advantages. First, many operations and analyses are easier to perform on complex signals than on real ones. Consider modulation of a carrier by an exponential as a very simple example. In complex notation it is trivial to see that the output is at the sum frequency

y=e^{i\omega_m t}e^{i\omega_c t} = e^{i (\omega_m+\omega_c) t}

whereas this requires a little work when expressed as real sinusoids. You can imagine the simplifications when dealing with truly complicated signals. Second, certain communications modulations such as single-sideband are naturally described by a (one-sided) analytic spectrum.
 
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