Questions on the mathematical aspects of signal processing. Please consider first if your question might be more suitable for http://dsp.stackexchange.com/
Questions tagged [signal-processing]
2000 questions
95
votes
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What's the difference between $\mathbb{R}^2$ and the complex plane?
I haven't taken any complex analysis course yet, but now I have this question that relates to it.
Let's have a look at a very simple example. Suppose $x,y$ and $z$ are the Cartesian coordinates and we have a function $z=f(x,y)=\cos(x)+\sin(y)$.…
Cancan
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54
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3 answers
How do I exactly project a vector onto a subspace?
I am trying to understand how - exactly - I go about projecting a vector onto a subspace.
Now, I know enough about linear algebra to know about projections, dot products, spans, etc etc, so I am not sure if I am reading too much into this, or if…
Spacey
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53
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13 answers
Real world application of Fourier series
What are some real world applications of Fourier series? Particularly the complex Fourier integrals?
Namit Sinha
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37
votes
10 answers
Rapid approximation of $\tanh(x)$
This is kind of a signal processing/programming/mathematics crossover question. At the moment it seems more math-related to me, but if the moderators feel it belongs elsewhere please feel free to migrate it.
I'm working on a project where I have…
MattyZ
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34
votes
2 answers
Correct way to calculate numeric derivative in discrete time?
Given a set of discrete measurements in time $x_t, t \in \{0,\Delta t, 2\Delta t,\ldots,T-\Delta t,T\}$, what is the correct way to compute the discrete derivative $\dot x_t$. Is it more correct to take the difference with the previous value: $$\dot…
CodeFusionMobile
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22
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3 answers
Fourier transform of $\left|\frac{\sin x}{x}\right|$
Is there a closed form (possibly, using known special functions) for the Fourier transform of the function $f(x)=\left|\frac{\sin x}{x}\right|$?
$\hspace{.7in}$
I tried to find one using Mathematica, but it ran for several hours without producing…
Vladimir Reshetnikov
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20
votes
3 answers
What does the Fourier Transform mean in the context of images?
This is clearly a very important equation with tonnes of properties that I see come up a lot in image processing literature, but I don't understand why this equation is important, and what it is saying.
What does it really mean and why is the…
water
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19
votes
2 answers
What is the sum over a shifted sinc function?
What is the sum of a shifted sinc function:
$$g(y) \equiv \sum_{n=-\infty}^\infty \frac{\sin(\pi(n - y))}{\pi(n-y)} \, ?$$
DanielSank
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14
votes
12 answers
Adjustable Sigmoid Curve (S-Curve) from $(0,0)$ to $ (1,1)$
I feel like this is such a simple question but I am at such a loss. I currently have a set of values that I would like to weigh by an S Curve. My data ranges from $0$ to $1$ and never leaves those bounds, but nearly every version of a Sigmoid I see…
pure_bordem
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14
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2 answers
Is the convolution an invertible operation?
I have a signal $f(x,y)$, which is discrete. I convolve this signal with a kernel $h(x,y)$:
$y(x,y) = f(x,y) \star h(x,y)$ (where $\star$ is the convolution operator)
Can I obtain $f(x,y)$ given only $y(x,y)$ and $h(x,y)$ ?
Note: Even though this…
dynamic
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13
votes
2 answers
Is there a way to relate prime numbers and the Fourier transform?
According to what I know about Fourier transforms, any continuous periodic signal can be represented as a combination of sine and cosine functions. To me, this looks analogous to the fundamental theorem of arithmetic (every integer $\ge 2$ can be…
user63152
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13
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5 answers
Extracting exact frequencies from FFT output
Say I pass 512 samples into my FFT
My microphone spits out data at 10KHz, so this represents 1/20s.
(So the lowest frequency FFT would pick up would be 40Hz).
The FFT will return an array of 512 frequency bins
- bin 0: [0 - 40Hz)
- bin 1: [40 -…
P i
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13
votes
1 answer
Prove of the Parseval's theorem for Discrete Fourier Transform (DFT)
If $x[k]$ and $X[r] $ are the pair of discrete time Fourier sequences, where $x[k]$ is the discrete time sequence and $X[r]$ is its corresponding DFT. Prove that the energy of the aperiodic sequence $x[k]$ of length $N$ can be expressed in terms of…
Cheung
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12
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Waves of differing frequency are orthogonal - help me understand
I know that sinusoidal waves of different frequencies are orthogonal to each other. For instance:
# Shows that 1Hz and 2Hz waves are orthogonal
import numpy, scipy
x = numpy.linspace(0, 1, 1000)
wave_1hz = scipy.sin(1 * 2*scipy.pi*x)
wave_2hz =…
caleb
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12
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Matrix performing local differintegral analysis being its own inverse. Coincidence?
I found a curious matrix
$$T = \begin{bmatrix}1&2&1\\1&0&-1\\1&-2&1\end{bmatrix}$$
This matrix (or actually $\frac 1 2 T$) performs
Local mean value (integral) estimation.
Local derivative estimation by central midpoint distance.
Local second order…
mathreadler
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