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(I also applied an additional scale factor to the spectral results to compensate for the fact that fewer total samples were included in theaverage for the short samples. This caused the amplitude of the peak in the spectrum to be nominally the same in all five cases.)

A horizontally-expanded plot

As you can see in Figure 10 , there isn't much in the spectra to the right of about 50 spectral points. That is as it should be since the single sinusoid ineach time series was at the low end of the spectrum.

Figure 11 shows the same data as Figure 10 with only the first 50 frequency points plotted on the horizontal axis. The remaining 350 frequency points weresimply ignored. This provides a much better view of the structure of the peaks in the different spectra.

Figure 11. Spectra of five different sinusoids of different lengths.
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I will begin the discussion with the bottom plot in Figure 11 , which is the computed spectrum for the single sinusoid having a length of 400 samples.

A spectral line

Ideally, since the time series was a single sinusoid, the spectrum should consist of a single non-zero value at the frequency of the sinusoid, (often referred to as a spectral line) and every other value in the spectrum should be zero.

However, because the computation of the spectrum involves the computation of average values resulting from the products of sinusoids, the ideal is not alwaysachieved. In order to achieve the ideal, it would be necessary to multiply and average over an infinite number of points. Anything short of that will result insome measurement error, as exhibited by the bottom plot in Figure 11 .

(The bottom plot in Figure 11 has a large peak in the center with every second point to the left and right of center having a zero value. Iwill explain this structure in more detail later.)

Spectra of shorter sinusoids

Moving from the bottom to the top in Figure 11 , each individual plot shows the result of shorter and shorter averaging windows. As a result, themeasurement error increases and the peak broadens for each successive plot going from the bottom to the top in Figure 11 . The plot at the top, with an averaging window of only 80 samples, exhibits the most measurement error and the broadestpeak.

(It should be noted, however, that even the spectra for the shorter averaging windows have some zero-valued points. Once you understand thereason for the zero-valued points, you can correlate the positions of those points to the length of the averaging windows in Figure 11 .)

Two spectral lines

Now I'm going to show you the detrimental impact of such spectral measurement errors. In particular, the failure of the average to converge on zero for shortaveraging windows limits the spectral resolution of the Fourier transform.

Five time series with two sinusoids each

I will create five new time series, each consisting of the sum of two sinusoids with fairly closely-spaced frequencies. One sinusoid has 32 samplesper cycle as in Figures 10 and 11. The other sinusoid has 26 samples per cycle.

Questions & Answers

What is demand
TECK Reply
the amount of a good that buyers are willing and able to purchase
Asit
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Amadou Reply
The people living within a political or geographical boundary.
Ziyodilla
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Asha Reply
price level goes up. quantity demand increases
Asit
example- inferior goods
Asit
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Athony
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Kosiso
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Asit
No. That's the law of supply
Kosiso
the price goes down and quantity demanded increases
esther
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Asha Reply
price level will increase
Asit
quantity demand will decrease
Asit
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Pop Reply
inflation is a general and ongoing rise in the level of prices in an entire economy.
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is the pasistance increase in the price of a country economy
Liyu
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Duppy
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Augustine
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the revenge of malthus relates "revenge" with "commodity prices". collect data for 3 commodoties and check their price evolution
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dubela Reply
Elasticity is an economics concept that measures responsiveness of one variable to changes in another variable.
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plz Reply
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Ahmed
demand is the process whereby consumers are willing and able to purchase a particular product at various price over a given period of time
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The law of dinimish
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Frank
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Frank
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Frank
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jackie Reply
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King
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Asheeru Reply
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Levinel Reply
Demand is an economic principle referring to a consumer's desire to purchase goods and services and willingness to pay a price for a specific good or service.
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Source:  OpenStax, Digital signal processing - dsp. OpenStax CNX. Jan 06, 2016 Download for free at https://legacy.cnx.org/content/col11642/1.38
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