Power Series Equation for Amplifier and Harmonics

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SUMMARY

The discussion centers on the mathematical representation of amplifier output using a power series equation, specifically Vout = a0 + a1v(t) + a2v²(t) + a3v³(t) + ... + anvⁿ(t). The equation is identified as a Taylor series approximation, with a special focus on its Maclaurin series form, which expands around x0=0. The conversation highlights that while power series can approximate functions, trigonometric functions like sine and cosine are more suitable for analyzing harmonics in amplifiers. The importance of higher-order terms in improving approximation accuracy is also emphasized.

PREREQUISITES
  • Understanding of Taylor series and Maclaurin series
  • Basic knowledge of amplifier theory and output characteristics
  • Familiarity with trigonometric functions and their expansions
  • Concept of derivatives and their role in function approximation
NEXT STEPS
  • Study the properties and applications of Taylor and Maclaurin series in signal processing
  • Explore the relationship between harmonics and trigonometric function expansions
  • Learn about amplifier design and the impact of non-linearities on output
  • Investigate error analysis in function approximations using higher-order terms
USEFUL FOR

Electrical engineers, signal processing specialists, and students studying amplifier design and harmonic analysis will benefit from this discussion.

Natalie Johnson
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Hi,

I keep reading in multiple sources that amplifier output can be given by

Vout = a0 + a1v(t) + a2v2(t) + a3v3(t) + ... + anvn(t)

I've checked in three of my textbooks and there is not a clear definition (its often just stated) why this equation is used and why it works. I am not looking for an explanation of what each term is, but why it needs to be a power series and not something else?

I've searched on google and my textbooks, I'm looking for some mathematical vigour of how harmonics form

Please can someone advise who knows or point me in the direction of a good explanation?
 
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I am not sure if this is what you are looking for, but here are my two cents:
For harmonics, the best expansion would be in terms of trigonometric functions, not a power series. That being said, here is a brief description of the power series.

a0 + a1x + a2x2 + a3x3 + ... + anxn is a Taylor series approximation. Since it has powers of (x-x0), where x0=0, it is expanded around x0=0 and is called a Maclaurin series. The first term, a0, is the function value at x=0. The second term, a1x, adjusts for the slope (first derivative) of the function at x=0. The third term, a2x3, adjusts for the curvature (second derivative) of the function at x=0. For well behaved functions, more terms give better approximations of the function farther away from the central point, x0 = 0. Since you are interested in harmonics, the expansion of sin(x) and cos(x) will be of special interest. Here is a figure showing Taylor series expansions of f(x)=cos(x) at x0 = 0 with more and more terms. The function cos(x) is an even function, so the coefficients of the odd powers of x are all 0. g(x)=1-x2/2 looks ok very near x=0, but the errors get large away from x=0. As more and more terms are added, the functions, g(x), h(x), p(x), q(x), r(x), and s(x) get more and more accurate farther from x=0. They follow the higher derivatives of f(x) better. The final function, t(x), shows the error between s(x) and f(x). You can see that the error is fairly small out to about x=5 and then grows rapidly.
cosTaylorSeries.png
 

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