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Questions and Answers
What is the purpose of the Short-Time Fourier Transform (STFT)?
What is the purpose of the Short-Time Fourier Transform (STFT)?
- To filter out high-frequency components from the audio signal
- To convert the entire audio signal from the time domain to the frequency domain
- To amplify the audio signal for better audibility
- To analyze the audio signal in short-time windows and obtain time-frequency representation (correct)
What is the significance of shifting the window in the STFT process?
What is the significance of shifting the window in the STFT process?
- It helps to improve the time resolution of the analysis
- It reduces the computational complexity of the STFT
- It helps to improve the frequency resolution of the analysis
- It allows for the analysis of the entire audio signal over time (correct)
In the context of the Fourier transform, what does the frequency index 'k' represent?
In the context of the Fourier transform, what does the frequency index 'k' represent?
- The frequency value corresponding to that index (correct)
- The amplitude of the audio signal at that frequency
- The sampling rate of the audio signal
- The duration of the audio signal
What is the relationship between the frequency index 'k' and the corresponding frequency value?
What is the relationship between the frequency index 'k' and the corresponding frequency value?
What is the purpose of the spectrogram representation obtained from the STFT?
What is the purpose of the spectrogram representation obtained from the STFT?
What is the trade-off involved in choosing the window size for the STFT?
What is the trade-off involved in choosing the window size for the STFT?
What is the purpose of calculating the short-term energy in audio signal analysis?
What is the purpose of calculating the short-term energy in audio signal analysis?
What is the purpose of calculating the zero-crossing rate in audio signal analysis?
What is the purpose of calculating the zero-crossing rate in audio signal analysis?
What is the purpose of the magnitude spectrum obtained from the Fourier transform?
What is the purpose of the magnitude spectrum obtained from the Fourier transform?
What is the relationship between the time resolution and the frequency resolution in the STFT?
What is the relationship between the time resolution and the frequency resolution in the STFT?
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