Math Problem Statement
solve
Solution
To solve the problem, let's break down the information provided in the image:
Given:
- Sampling Rate (): 40,000 Hz
- Filter Type: Butterworth lowpass filter
- Cutoff Frequency (): 8,000 Hz
- Percentage of Aliasing Level: Less than 1% (or )
Objective:
Determine the order of the anti-aliasing lowpass filter.
Steps to Solve:
-
Butterworth Filter Characteristics:
- The Butterworth filter is characterized by a maximally flat magnitude response in the passband and a roll-off that is proportional to the filter order .
- The magnitude response of a Butterworth filter is given by:
- The attenuation level is the reciprocal of the magnitude response squared.
-
Determine the Attenuation:
- The attenuation must be such that the aliasing is below 1%.
- corresponds to , where .
-
Calculate :
- .
-
Set Up the Inequality:
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Simplify the Expression:
-
Solve for :
- Take the logarithm base 2:
- Since ,
- , therefore must be at least 4.
Conclusion:
The order of the anti-aliasing filter should be 4.
The correct answer to the question is option D (4).
Do you need further details or have any questions about this solution? Here are five related questions that might help you delve deeper:
- How does the order of a Butterworth filter affect its frequency response?
- What are the general characteristics of Butterworth filters compared to Chebyshev filters?
- How do you determine the cutoff frequency for an anti-aliasing filter in general?
- What role does the sampling rate play in avoiding aliasing?
- How would the solution change if the required aliasing level was stricter (e.g., 0.1%)?
Tip: Always remember that the higher the order of a Butterworth filter, the steeper the roll-off, but it also increases the complexity of the filter design.
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Math Problem Analysis
Mathematical Concepts
Signal Processing
Digital Filters
Butterworth Filter
Formulas
Butterworth filter magnitude response
Theorems
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Suitable Grade Level
Advanced Level
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