1The Continuous Time Fourier Transform (CTFT) of a signal is defined as:
representation of aperiodic signals: the continuous time fourier transform
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The CTFT analysis equation integrates multiplied by over all time from to .
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2The inverse Continuous Time Fourier Transform is given by:
representation of aperiodic signals: the continuous time fourier transform
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The synthesis (inverse) equation reconstructs using a factor of and .
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3The Fourier Transform is primarily used to represent a signal in which domain?
Introduction
Easy
A.Frequency domain
B.Time domain
C.Phase-only domain
D.Spatial domain
Correct Answer: Frequency domain
Explanation:
The Fourier Transform maps a time-domain signal into its frequency-domain representation, showing its frequency content.
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4The Fourier Transform of a periodic signal consists of:
The fourier transform for periodic signals
Easy
A.A single impulse at the origin
B.A flat constant spectrum
C.A continuous smooth spectrum
D.A train of impulses in the frequency domain
Correct Answer: A train of impulses in the frequency domain
Explanation:
A periodic signal has a discrete spectrum, so its Fourier Transform is a set of impulses located at the harmonic frequencies.
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5The Fourier Transform of is:
The fourier transform for periodic signals
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
A complex exponential of frequency transforms into a single impulse of area located at .
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6The linearity property of the Fourier Transform states that if and , then :
Properties of continuous time fourier transform
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
Linearity means a weighted sum of signals transforms into the same weighted sum of their individual transforms.
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7According to the time-shifting property, if , then transforms to:
Properties of continuous time fourier transform
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
A time shift of introduces a linear phase factor but does not change the magnitude spectrum.
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8Convolution in the time domain corresponds to what operation in the frequency domain?
Properties of continuous time fourier transform
Easy
A.Convolution
B.Addition
C.Multiplication
D.Subtraction
Correct Answer: Multiplication
Explanation:
The convolution property states that ; time convolution becomes frequency multiplication.
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9The Fourier Transform of the impulse function is:
Properties of continuous time fourier transform
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The impulse contains all frequencies equally, so its Fourier Transform is a constant value of for all .
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10Parseval's relation for the Fourier Transform relates the energy of a signal in the time domain to its energy in the:
Properties of continuous time fourier transform
Easy
A.Frequency domain
B.Sample domain
C.Phase domain
D.Laplace domain
Correct Answer: Frequency domain
Explanation:
Parseval's relation states that the total energy computed in the time domain equals the total energy computed in the frequency domain.
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11The frequency-shifting (modulation) property states that multiplying by causes its spectrum to be:
Properties of continuous time fourier transform
Easy
A.Scaled by
B.Shifted by in time
C.Shifted by in frequency
D.Reflected about the origin
Correct Answer: Shifted by in frequency
Explanation:
Multiplication by in time shifts the spectrum to in frequency.
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12Sampling is the process of converting a:
Sampling: Introduction
Easy
A.Signal into its frequency spectrum
B.Continuous-time signal into a discrete-time signal
C.Discrete-time signal into a continuous-time signal
D.Periodic signal into an aperiodic signal
Correct Answer: Continuous-time signal into a discrete-time signal
Explanation:
Sampling takes values of a continuous-time signal at discrete instants to produce a discrete-time sequence.
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13According to the sampling theorem, to reconstruct a signal with maximum frequency , the sampling frequency must satisfy:
representation of continuous time signal by its samples: sampling theorem
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The Nyquist criterion requires the sampling rate to be at least twice the highest frequency present in the signal.
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14The minimum sampling rate equal to twice the maximum signal frequency is called the:
representation of continuous time signal by its samples: sampling theorem
Easy
A.Bandwidth rate
B.Nyquist rate
C.Reconstruction rate
D.Aliasing rate
Correct Answer: Nyquist rate
Explanation:
The Nyquist rate is defined as , the minimum rate required to avoid loss of information during sampling.
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15If the highest frequency in a signal is 4 kHz, the Nyquist rate is:
representation of continuous time signal by its samples: sampling theorem
Easy
A.4 kHz
B.8 kHz
C.2 kHz
D.16 kHz
Correct Answer: 8 kHz
Explanation:
The Nyquist rate equals twice the maximum frequency: kHz.
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16Ideal reconstruction of a band-limited signal from its samples is performed using which filter?
Reconstruction of a signal from its samples using interpolation
Easy
A.All-pass filter
B.Ideal low-pass filter
C.Ideal high-pass filter
D.Band-stop filter
Correct Answer: Ideal low-pass filter
Explanation:
Passing the sampled signal through an ideal low-pass filter removes the spectral replicas and recovers the original signal.
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17The interpolation function used in ideal reconstruction from samples is the:
Reconstruction of a signal from its samples using interpolation
Easy
A.Step function
B.Exponential function
C.Sinc function
D.Square function
Correct Answer: Sinc function
Explanation:
Ideal band-limited interpolation uses the sinc function, which is the impulse response of an ideal low-pass filter.
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18Aliasing occurs when a signal is sampled at a rate that is:
The effect of undersampling: aliasing
Easy
A.Above the Nyquist rate
B.Equal to the Nyquist rate
C.Equal to the signal bandwidth
D.Below the Nyquist rate
Correct Answer: Below the Nyquist rate
Explanation:
When , spectral replicas overlap, causing higher frequencies to appear as lower ones, known as aliasing.
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19The main effect of aliasing on a sampled signal is that:
The effect of undersampling: aliasing
Easy
A.The sampling rate increases automatically
B.The signal becomes periodic
C.The signal amplitude doubles
D.High frequencies appear as lower frequencies
Correct Answer: High frequencies appear as lower frequencies
Explanation:
Due to overlapping spectra during undersampling, high-frequency components fold back and masquerade as lower frequencies.
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20In software, the algorithm commonly used to compute the frequency spectrum of a sampled real-world signal is the:
Software simulation of frequency spectrum of real world signals
Easy
A.Fast Convolution Transform (FCT)
B.Direct Time Transform (DTT)
C.Rapid Sampling Transform (RST)
D.Fast Fourier Transform (FFT)
Correct Answer: Fast Fourier Transform (FFT)
Explanation:
The FFT is an efficient algorithm for computing the Discrete Fourier Transform, widely used to obtain frequency spectra in software.
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21The continuous-time Fourier transform of with is:
representation of aperiodic signals: the continuous time fourier transform
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Using , which converges for .
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22The Fourier transform of a rectangular pulse of unit height and width centered at the origin is:
representation of aperiodic signals: the continuous time fourier transform
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
A rectangular pulse transforms to a sinc function: .
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23The Fourier transform of a periodic signal consists of:
The fourier transform for periodic signals
Medium
A.A single impulse at
B.A sinc function centered at
C.A train of impulses at with area
D.A continuous smooth spectrum
Correct Answer: A train of impulses at with area
Explanation:
Each complex exponential transforms to , so the periodic signal yields an impulse train weighted by .
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24The Fourier transform of is:
The fourier transform for periodic signals
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Writing and transforming each gives two impulses of area at .
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25If , then the Fourier transform of is:
Properties of continuous time fourier transform
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The time-shift property multiplies the spectrum by a linear phase term ; the magnitude is unchanged.
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26According to the convolution property of the CTFT, convolution in time corresponds to which operation in frequency?
Properties of continuous time fourier transform
Medium
A.Addition of the transforms
B.Correlation of the transforms
C.Multiplication of the transforms
D.Convolution of the transforms
Correct Answer: Multiplication of the transforms
Explanation:
If , then . Time-domain convolution becomes frequency-domain multiplication.
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27Using the scaling property, the Fourier transform of for is:
Properties of continuous time fourier transform
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Time scaling by compresses/expands the spectrum by and scales its amplitude by : .
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28Parseval's relation for the CTFT states that the total energy of equals:
Properties of continuous time fourier transform
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Parseval's relation: . Energy is preserved between domains with a factor.
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29The duality property implies that if a rectangular pulse in time gives a sinc in frequency, then a sinc in time gives:
Properties of continuous time fourier transform
Medium
A.A rectangular (ideal low-pass) shape in frequency
B.A triangular shape in frequency
C.Another sinc in frequency
D.An impulse train in frequency
Correct Answer: A rectangular (ideal low-pass) shape in frequency
Explanation:
By duality, swapping the roles of time and frequency maps a sinc-shaped time signal to a rectangular (band-limited) spectrum.
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30For a real-valued signal , its Fourier transform satisfies:
Properties of continuous time fourier transform
Medium
A.
B. is purely imaginary
C.
D. (conjugate symmetry)
Correct Answer: (conjugate symmetry)
Explanation:
For real signals the CTFT exhibits conjugate symmetry: the magnitude is even and the phase is odd, so .
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31The differentiation-in-time property gives the Fourier transform of as:
Properties of continuous time fourier transform
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Differentiation in time multiplies the spectrum by , emphasizing high-frequency content: .
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32A signal band-limited to must be sampled at a minimum rate of:
representation of continuous time signal by its samples: sampling theorem
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The Nyquist rate equals twice the highest frequency: .
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33The sampling theorem states that a band-limited signal can be perfectly reconstructed if the sampling frequency satisfies:
representation of continuous time signal by its samples: sampling theorem
Medium
A.
B.
C. where is the maximum frequency
D.
Correct Answer: where is the maximum frequency
Explanation:
The Nyquist criterion requires (or ) to avoid overlap of spectral replicas and permit exact reconstruction.
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34Ideal impulse-train sampling of with period produces a spectrum that is:
representation of continuous time signal by its samples: sampling theorem
Medium
A.An impulse at only
B.A continuous non-periodic spectrum
C.A single copy of scaled by
D.Periodic replicas of spaced apart
Correct Answer: Periodic replicas of spaced apart
Explanation:
Multiplying by an impulse train convolves the spectrum with an impulse train, producing periodic copies of at intervals of .
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35Ideal reconstruction of a band-limited signal from its samples uses interpolation with which kernel?
Reconstruction of a signal from its samples using interpolation
Medium
A.A Gaussian function
B.A triangular (linear) function
C.A rectangular pulse
D.The sinc function
Correct Answer: The sinc function
Explanation:
Ideal band-limited reconstruction corresponds to an ideal low-pass filter, whose impulse response is a sinc function used for interpolation.
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36A zero-order hold reconstruction produces a staircase output. Its frequency response distortion is best corrected by:
Reconstruction of a signal from its samples using interpolation
Medium
A.An impulse train multiplier
B.A high-pass filter with infinite gain
C.A compensating (anti-imaging) filter
D.A differentiator
Correct Answer: A compensating (anti-imaging) filter
Explanation:
The ZOH has a sinc-shaped response causing amplitude droop, which is corrected with an inverse-sinc (anti-imaging) compensating filter.
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37A sinusoid is sampled at . The apparent (aliased) frequency observed is:
The effect of undersampling: aliasing
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Since , it aliases to .
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38Aliasing occurs when:
The effect of undersampling: aliasing
Medium
A.The sampling rate is much greater than the Nyquist rate
B.The signal is band-limited and oversampled
C.An ideal low-pass reconstruction filter is used
D.The sampling rate is less than twice the highest frequency component
Correct Answer: The sampling rate is less than twice the highest frequency component
Explanation:
Undersampling () causes spectral replicas to overlap, so high frequencies masquerade as lower ones—this overlap is aliasing.
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39To prevent aliasing before sampling, a system typically uses:
The effect of undersampling: aliasing
Medium
A.An amplifier to boost signal power
B.A zero-order hold before the sampler
C.A high-pass filter after the sampler
D.An anti-aliasing low-pass filter before the sampler
Correct Answer: An anti-aliasing low-pass filter before the sampler
Explanation:
An anti-aliasing low-pass filter removes frequency components above prior to sampling, ensuring the signal is band-limited and preventing overlap.
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40In a software simulation, a sine wave sampled at will appear as a wave of frequency:
Software simulation of effect of undersampling
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Since , aliasing gives an apparent frequency of .
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41The continuous-time Fourier transform of for is:
representation of aperiodic signals: the continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Splitting the integral for and : .
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42If , what is the Fourier transform of ?
Properties of continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The frequency differentiation property states , obtained by differentiating the synthesis equation with respect to .
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43For a periodic signal with Fourier series coefficients and fundamental frequency , the continuous-time Fourier transform is:
The fourier transform for periodic signals
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Since , a periodic signal expressed as a Fourier series maps to a train of impulses at harmonics, each weighted by .
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44A signal is bandlimited to Hz. It is multiplied by before sampling. What is the minimum sampling rate to avoid aliasing of the product?
representation of continuous time signal by its samples: sampling theorem
Hard
A. Hz
B. Hz
C. Hz
D. Hz
Correct Answer: Hz
Explanation:
Multiplication by shifts the spectrum to be centered at Hz with bandwidth Hz, so the highest frequency is Hz. The Nyquist rate is Hz.
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45A sinusoid at kHz is sampled at kHz. What apparent (aliased) frequency appears in the baseband kHz?
The effect of undersampling: aliasing
Hard
A. kHz
B. kHz
C. kHz
D. kHz
Correct Answer: kHz
Explanation:
The aliased frequency is kHz, which falls within the baseband kHz.
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46By Parseval's relation, if , then equals:
Properties of continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The transform of is a rectangular pulse of height over . By Parseval: .
Incorrect! Try again.
47The Fourier transform of the unit step is:
representation of aperiodic signals: the continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The step can be written as . The constant contributes and , giving .
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48In ideal band-limited reconstruction, the interpolation kernel used to reconstruct from samples spaced apart is:
Reconstruction of a signal from its samples using interpolation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The ideal lowpass filter's impulse response is a sinc function. For sampling period (cutoff ), the interpolation kernel is .
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49If is the transform of , the transform of is:
Properties of continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Using and the frequency-shift property, the spectrum splits into two half-amplitude copies centered at .
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50A signal has spectrum nonzero only for Hz (bandpass). What is the theoretical minimum uniform sampling rate exploiting bandpass sampling?
representation of continuous time signal by its samples: sampling theorem
Hard
A. Hz
B. Hz
C. Hz
D. Hz
Correct Answer: Hz
Explanation:
The bandwidth is Hz. Bandpass sampling can achieve a minimum rate of Hz when the band edges permit integer band positioning, far below the naive Nyquist rate of Hz.
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51Two continuous sinusoids at Hz and Hz are sampled at Hz. After sampling, they become indistinguishable because both alias to:
The effect of undersampling: aliasing
Hard
A. Hz
B. Hz
C. Hz
D. Hz
Correct Answer: Hz
Explanation:
For Hz: Hz. For Hz: Hz. Both map to the same baseband frequency, so their sampled sequences coincide (up to phase).
Incorrect! Try again.
52The inverse Fourier transform of (height 1 over ) is:
representation of aperiodic signals: the continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
, where .
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53The duality property implies that if , then (function of ) transforms to:
Properties of continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The duality property states that if , then , reflecting the symmetry between analysis and synthesis integrals.
Incorrect! Try again.
54The Fourier transform of an impulse train is:
The fourier transform for periodic signals
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The impulse train is periodic with for all . Applying the periodic-signal transform gives with , i.e., another impulse train spaced apart.
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55When computing the spectrum of a finite-length real-world signal using the DFT/FFT, a rectangular window causes spectral leakage primarily because:
Software simulation of frequency spectrum of real world signals
Hard
A.The FFT algorithm introduces rounding errors at each butterfly stage
B.Truncation convolves the true spectrum with a sinc-shaped window transform having high sidelobes
C.The signal is not sampled fast enough to satisfy Nyquist
D.The DC component is not removed before transforming
Correct Answer: Truncation convolves the true spectrum with a sinc-shaped window transform having high sidelobes
Explanation:
Truncating a signal is multiplication by a rectangular window in time, equivalent to convolution with the window's transform (a Dirichlet/sinc kernel) in frequency. Its high sidelobes spread energy into adjacent bins, causing leakage.
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56A zero-order hold (ZOH) reconstruction filter has frequency response magnitude proportional to:
Reconstruction of a signal from its samples using interpolation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The ZOH holds each sample for one period ; its impulse response is a rectangular pulse of width , whose Fourier transform magnitude is , i.e., a sinc envelope causing amplitude droop.
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57If is real and even, then its Fourier transform is:
Properties of continuous time fourier transform
Hard
A.Purely imaginary and odd
B.Real and even
C.Purely imaginary and even
D.Real and odd
Correct Answer: Real and even
Explanation:
For real signals, (conjugate symmetry). If additionally is even, the imaginary (odd) part vanishes, leaving real and even.
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58A signal bandlimited to Hz is sampled at . In the sampled spectrum, aliasing distortion appears in the band:
The effect of undersampling: aliasing
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The shifted spectral replica centered at extends down to . It overlaps the original baseband spectrum in the region from up to , which is the aliased (corrupted) band.
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59In a simulation, a Hz sine is sampled at Hz and reconstructed. The observed reconstructed frequency is:
Software simulation of effect of undersampling
Hard
A. Hz
B. Hz
C. Hz
D. Hz
Correct Answer: Hz
Explanation:
Since Hz exceeds the Nyquist frequency of Hz, it aliases to Hz. A simulation reconstructing with an ideal lowpass filter of cutoff Hz would show a Hz sinusoid.
Incorrect! Try again.
60The Fourier transform of for is:
representation of aperiodic signals: the continuous time fourier transform
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Since , applying the frequency-differentiation property gives .
Incorrect! Try again.
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