Multirate DSP
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Multirate digital signal processing involves systems that use multiple sampling rates for digital signal processing, improving performance and computational efficiency. Key operations include decimation (reducing sampling rates) and interpolation (increasing sampling rates), often utilized in applications like CD players for converting digital signals to analog. Polyphase filters are highlighted as beneficial tools in multirate signal processing, simplifying theoretical results and enhancing implementation efficacy.
![• Example:
Consider a multirate signal processing problem:
i. State with the aid of block diagrams the process
of changing sampling rate by a non-integer
factor.
ii. Develop an expression for the output y[n] and
g[n] as a function of input x[n] for the multirate
structure of fig .](https://image.slidesharecdn.com/assignment-151118160758-lva1-app6892/85/Multirate-DSP-18-320.jpg)
Multirate DSP
- 1. Multirate Digital Signal Processing Zena Mohammed
- 2. Multirate Digital Signal Processing • systems that employ multiple sampling rates in the processing of digital signals are called multirate digital signal processing systems. • Multirate systems are sometimes used for sampling-rate conversion
- 3. In most applications multirate systems are used to improve the performance, or for increased computational efficiency. Multirate Digital Signal Processing
- 4. Multirate Digital Signal Processing • The basic Sampling operations in a multirate system are: Decimation Decreasing the sampling rate of signal Interpolation Increasing the sampling rate of signal
- 5. Sampling Rate Reduction by Integer Factor D • Decimation by a factor of D, where D is a positive integer, can be performed as a two-step process, consisting of an anti-aliasing filtering followed by an operation known as downsampling Y(𝑛)=𝑣 𝑛𝐷 = 𝑘=0 ∞ ℎ 𝑘 𝑥(𝑛𝐷 − 𝑘) 𝑣 𝑛 = −∞ ∞ ℎ 𝑘 𝑥(𝑛 − 𝑘)
- 6. Sampling Rate Reduction by Integer Factor D H(n) Downsampler D In decimation, the sampling rate is reduced from 𝐹𝑥 to 𝐹𝑥 /D by discarding D– 1 samples for every D samples in the original sequence 𝐻 𝐷= 1, 𝑊 ≤ 𝜋/𝐷 0 𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒 Digital anti-aliasing filter Sampling-rate compressor
- 7. Sampling Rate Reduction by Integer Factor D
- 8. Sampling Rate Reduction by Integer Factor D
- 9. Sampling Rate Reduction by Integer Factor D
- 10. Sampling Rate Reduction by Integer Factor D
- 11. Sampling Rate Increase by Integer Factor I • Interpolation by a factor of L, where L is a positive integer, can be realized as a two-step process of upsampling followed by an anti-imaging filtering. L LPF
- 12. Sampling Rate Increase by Integer Factor I • An upsampling operation to a discrete-time signal x(n) produces an upsampled signal y(m) according to y 𝑚 = 𝑥 𝑛 𝐿 , 𝑛 = 0, ±𝐿, ±2𝐿, … , 0, 𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒
- 13. Sampling Rate Increase by Integer Factor I • The frequency domain representation of upsampling can be found by taking the z-transform of both sides
- 14. Sampling Rate Increase by Integer Factor I
- 15. 1
- 16. Sampling rate conversion by a rational factor ‘L/D’ can be achieved by first performing interpolation by the factor ‘L’ and then decimation the interpolator o/p by a factor ‘D’ . In this process both the interpolation and decimator are cascaded as shown in the figure below: Upsampler I Filter ℎ 𝑢(I) Downsampler D Filter ℎ 𝑑(I) Sampling Rate conversion by Integer Rational Factor L/D
- 18. • Example: Consider a multirate signal processing problem: i. State with the aid of block diagrams the process of changing sampling rate by a non-integer factor. ii. Develop an expression for the output y[n] and g[n] as a function of input x[n] for the multirate structure of fig .
- 19. • Answer: i. . 1.We perform the upsampling process by a factor L following of an interpolation filter h1(l). 2.We continue filtering the output from the interpolation filter via anti-aliasing filter h2(l) and finally operate downsampling.
- 20. Sampling Rate conversion by Integer Rational Factor L/D ii.
- 21. Polyphase filters • Polyphase filters A very useful tool in multirate signal processing is the so-called poly phase representation of signals and systems facilitates considerable simplifications of theoretical results as well as efficient implementation of multirate systems. • To formally define it, an LTI system is considered with a transfer function
- 31. Applications of Multirate DSP • Multirate systems are used in a CD player when the music signal is converted from digital into analog (DAC).
- 32. Applications of Multirate DSP
- 33. Applications of Multirate DSP
- 34. Applications of Multirate DSP The effect of oversampling also has some other desirable features: Firstly, it causes the image frequencies to be much higher and therefore easier to filter out. Secondly reducing the noise power spectral density, by spreading the noise power over a larger bandwidth.
- 35. High quality Analog to Digital conversion for digital audio
- 36. Thanks>>>>