amaresh92
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how a step function has frequency content in it?
thanks
thanks
The discussion clarifies that a unit step signal, defined as zero for all time before t=0 and one thereafter, possesses an infinite frequency spectrum when subjected to a Fourier Transform (FT). Unlike a square wave, a unit step function does not exhibit harmonics due to its non-repeating nature, resulting in a fundamental frequency of zero. The energy of the unit step function is distributed across an infinite number of frequency components, each with infinitesimally low power. Understanding the relationship between time and frequency domains is essential for analyzing signals effectively.
PREREQUISITESStudents, engineers, and researchers in signal processing, electrical engineering, and applied mathematics who seek to deepen their understanding of Fourier analysis and its applications in analyzing time-varying signals.
IS it true that a function varies from +2 to +4 also has frequency component in it.sophiecentaur said:There is a mathematical 'reason': Any signal / waveform / function that varies in time (time domain) can be transformed to a function in the 'frequency domain', which shows its frequency spectrum.
sophiecentaur said:It's more an identity than a 'truth'. It's down to the definitions of time and frequency domain. Any time varying function can be described in the frequency domain and vice versa.
A good intuitive exercise could be to grab a few of the first harmonics mentioned in post #2 and try to build the step function from scratch and see how the 'squareness' develops.amaresh92 said:how a step function has frequency content in it?
gnurf said:A good intuitive exercise could be to grab a few of the first harmonics mentioned in post #2 and try to build the step function from scratch and see how the 'squareness' develops.
You're right of course. I actually replaced 'square wave' with 'step function' before submitting when I discovered I wasn't answering his question. That was never going to work very well I guess. Thanks for keeping the place tidy.sophiecentaur said:Being picky, I would point out that a "unit step signal" is not a "square wave". A unit step function is zero for all time before until it changes value. Thereafter, it is 1, for the rest of all time. There are no 'harmonics' because there is no 'repeat' and the 'fundamental' has zero frequency.
It is a very idealised function and, as its (infinite) energy is spread over an infinite number of frequency components of infinitessimally small value.