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Signal-to-quantization-noise ratio

From Wikipedia, the free encyclopedia
Measure for analyzing digitizing schemes
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Signal-to-quantization-noise ratio (SQNR orSNqR) is widely used quality measure in analysingdigitizing schemes such aspulse-code modulation (PCM). The SQNR reflects the relationship between the maximum nominalsignal strength and thequantization error (also known as quantization noise) introduced in theanalog-to-digital conversion.

As SQNR applies to quantized signals, the formulae for SQNR refer todiscrete-timedigital signals. Instead of the value- and time-continuous message signalm(t){\displaystyle m(t)}, the digitized signalx(n){\displaystyle x(n)} will be used. ForN{\displaystyle N} quantization steps, each sample,x{\displaystyle x} requiresν=log2N{\displaystyle \nu =\log _{2}N} bits. Theprobability distribution function (PDF) represents the distribution of values inx{\displaystyle x} and can be denoted asf(x){\displaystyle f(x)}. The maximum magnitude value of anyx{\displaystyle x} is denoted byxmax{\displaystyle x_{max}}.

As SQNR, like SNR, is a ratio of signal power to some noise power, it can be calculated as:

SQNR=PsignalPnoise=E[x2]E[x~2]{\displaystyle \mathrm {SQNR} ={\frac {P_{signal}}{P_{noise}}}={\frac {E[x^{2}]}{E[{\tilde {x}}^{2}]}}}

The signal power is:

x2¯=E[x2]=Pxν=x2f(x)dx{\displaystyle {\overline {x^{2}}}=E[x^{2}]=P_{x^{\nu }}=\int _{}^{}x^{2}f(x)dx}

The quantization noise power can be expressed as:

E[x~2]=xmax23×4ν{\displaystyle E[{\tilde {x}}^{2}]={\frac {x_{max}^{2}}{3\times 4^{\nu }}}}

Giving:

SQNR=3×4ν×x2¯xmax2{\displaystyle \mathrm {SQNR} ={\frac {3\times 4^{\nu }\times {\overline {x^{2}}}}{x_{max}^{2}}}}

When the SQNR is desired in terms ofdecibels (dB), a useful approximation to SQNR is:

SQNR|dB=Pxν+6.02ν+4.77{\displaystyle \mathrm {SQNR} |_{dB}=P_{x^{\nu }}+6.02\nu +4.77}

whereν{\displaystyle \nu } is the number of bits in a quantized sample, andPxν{\displaystyle P_{x^{\nu }}} is the signal power calculated above. Note that for each bit added to a sample, the SQNR goes up by approximately 6 dB (20×log10(2){\displaystyle 20\times log_{10}(2)}).

References

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  • B. P. Lathi, Modern Digital and Analog Communication Systems (3rd edition), Oxford University Press, 1998

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