Practice Leakage (7.2) - Frequency Domain Signal Processing and Analysis
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Leakage

Practice - Leakage

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is leakage in frequency analysis?

💡 Hint: Think about how frequency peaks might be changed.

Question 2 Easy

Name a common windowing function.

💡 Hint: Consider functions used to smooth signals.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the main cause of leakage in frequency analysis?

Signal frequencies aligning perfectly
Signal frequencies not matching FFT bin centers
Smoothing the signal

💡 Hint: Focus on how alignment affects the representation.

Question 2

True or False: Applying a windowing function before FFT can help to reduce leakage.

True
False

💡 Hint: Think about how changing a signal can impact its analysis.

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Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

A signal shows two distinct frequency peaks at 10 Hz and 50 Hz, but due to leakage, only a peak at 40 Hz is observed in the spectrum. Discuss how this misrepresentation can critically impact the application in monitoring.

💡 Hint: Consider what happens when frequencies that signify problems are masked.

Challenge 2 Hard

Given a signal sampled over a short duration with a specified sampling rate, calculate the expected frequency resolution and discuss the potential impact of leakage in this context.

💡 Hint: Relate the sampling and duration terms back to resolution in frequency analysis.

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Reference links

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