How do I explain a complex exponential intuitively?DSP Concepts Visually Explained3D wiggle plot for an analytic signal: Heyser corkscrew/spiralWhat is the role of complex exponential?Fitting fixed number of complex exponentials to complex signaladjust mean of signal using exponentialComplex signal transformTransfer function of an Exponential system in Z domainCalculating an exponential curveConvolving complex exponential with box function (discrete)Transfer function intuitionFourier transform and impulse function $delta(omega)$How the FFT takes a cosine or sine and outputs the frequencies of the complex form?
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How do I explain a complex exponential intuitively?
DSP Concepts Visually Explained3D wiggle plot for an analytic signal: Heyser corkscrew/spiralWhat is the role of complex exponential?Fitting fixed number of complex exponentials to complex signaladjust mean of signal using exponentialComplex signal transformTransfer function of an Exponential system in Z domainCalculating an exponential curveConvolving complex exponential with box function (discrete)Transfer function intuitionFourier transform and impulse function $delta(omega)$How the FFT takes a cosine or sine and outputs the frequencies of the complex form?
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$begingroup$
What is a complex exponential, explained intuitively?
How do I explain to an adolescent a complex exponential function?
discrete-signals fourier-transform audio
$endgroup$
add a comment |
$begingroup$
What is a complex exponential, explained intuitively?
How do I explain to an adolescent a complex exponential function?
discrete-signals fourier-transform audio
$endgroup$
2
$begingroup$
You do mean complex exponential – i.e., exp(-j·t)? The term “exponential complex” would mean something different, but I don't think it's commonly used.
$endgroup$
– leftaroundabout
Jul 29 at 8:37
1
$begingroup$
I'm totally confused by the term exponentially complex ? Where did you see this ?
$endgroup$
– Fat32
Jul 29 at 11:28
$begingroup$
Indeed, exponentially complex may refer to algorithm complexity
$endgroup$
– Laurent Duval
Jul 29 at 12:15
add a comment |
$begingroup$
What is a complex exponential, explained intuitively?
How do I explain to an adolescent a complex exponential function?
discrete-signals fourier-transform audio
$endgroup$
What is a complex exponential, explained intuitively?
How do I explain to an adolescent a complex exponential function?
discrete-signals fourier-transform audio
discrete-signals fourier-transform audio
edited Jul 29 at 12:13
Laurent Duval
18k3 gold badges21 silver badges70 bronze badges
18k3 gold badges21 silver badges70 bronze badges
asked Jul 28 at 6:28
molo32molo32
141 bronze badge
141 bronze badge
2
$begingroup$
You do mean complex exponential – i.e., exp(-j·t)? The term “exponential complex” would mean something different, but I don't think it's commonly used.
$endgroup$
– leftaroundabout
Jul 29 at 8:37
1
$begingroup$
I'm totally confused by the term exponentially complex ? Where did you see this ?
$endgroup$
– Fat32
Jul 29 at 11:28
$begingroup$
Indeed, exponentially complex may refer to algorithm complexity
$endgroup$
– Laurent Duval
Jul 29 at 12:15
add a comment |
2
$begingroup$
You do mean complex exponential – i.e., exp(-j·t)? The term “exponential complex” would mean something different, but I don't think it's commonly used.
$endgroup$
– leftaroundabout
Jul 29 at 8:37
1
$begingroup$
I'm totally confused by the term exponentially complex ? Where did you see this ?
$endgroup$
– Fat32
Jul 29 at 11:28
$begingroup$
Indeed, exponentially complex may refer to algorithm complexity
$endgroup$
– Laurent Duval
Jul 29 at 12:15
2
2
$begingroup$
You do mean complex exponential – i.e., exp(-j·t)? The term “exponential complex” would mean something different, but I don't think it's commonly used.
$endgroup$
– leftaroundabout
Jul 29 at 8:37
$begingroup$
You do mean complex exponential – i.e., exp(-j·t)? The term “exponential complex” would mean something different, but I don't think it's commonly used.
$endgroup$
– leftaroundabout
Jul 29 at 8:37
1
1
$begingroup$
I'm totally confused by the term exponentially complex ? Where did you see this ?
$endgroup$
– Fat32
Jul 29 at 11:28
$begingroup$
I'm totally confused by the term exponentially complex ? Where did you see this ?
$endgroup$
– Fat32
Jul 29 at 11:28
$begingroup$
Indeed, exponentially complex may refer to algorithm complexity
$endgroup$
– Laurent Duval
Jul 29 at 12:15
$begingroup$
Indeed, exponentially complex may refer to algorithm complexity
$endgroup$
– Laurent Duval
Jul 29 at 12:15
add a comment |
2 Answers
2
active
oldest
votes
$begingroup$
From a graphical point-of view, it is an infinite spring, whose distance between adjacent coils reflects the frequency of the complex exponential:
If you have a 1D time x-axis, you may be used to draw functions along a single 2nd y-axis dimension: sines, cosines, etc. If you want to plot a complex function, you need one x-axis, and 2 y-axes for the real and imaginary parts. You can plot this into a 3D visualization, see above, and you see a spring (although it is some hot summer here). Changing the frequency dilates or contracts the spring. It is known as the Heyser corkscrew, or Heyser spiral, in DSP.
A little more details can be found there:
- 3D wiggle plot for an analytic signal: Heyser corkscrew/spiral
- DSP Concepts Visually Explained
The Fourier transform tells you that any wire (a function) can be reproduced by a superposition of scaled and shifted springs.
After the what, the why. Complex exponentials (or cisoids) are special in that if one is filtered (with a moving average) it keeps the same shape. So, they are invariant, under Linear-Time-Invariant (LTI) systems. Invariant vectors/functions are often an appropriate way to study systems or transformations. Morever, as they form an orthogonal basis, they form a basis of choice to decompose arbitrary vectors, and to study how the latter are affected by LTI systems.
Last, the complex exponential is itself invariant under differentiation ($(e^z)' = e^z$), a specific linear and invariant operator), which makes it quite unique, with interesting properties.
$endgroup$
add a comment |
$begingroup$
First, they need to understand that complex number has two values: real and imaginary.
Second, they need to understand that the exponential of an imaginary number represents a point on the complex unit circle. This is my intro to it:
The Exponential Nature of the Complex Unit Circle
It does not go above adolescent level math, assuming that means algebra. Except maybe the Taylor series, but those are just icing on the cake.
That explains what a complex exponential is. If there is a real part to it, it just becomes a factor.
$$ e^a+ib = e^a cdot e^ib $$
An exponential signal can be defined as:
$$ C e^irt $$
From there it is easy to see that an exponential signal is simply a point traveling around a circle at a constant speed of $r$. Add the third dimension of time to a diagram and it becomes a slinky, umm a spring, technically a helix, just like LD shows.
Here's a slightly different version:
Tell him the rule: When you multiply two complex numbers, you multiply the magnitudes and add the angles.
Pick two random complex numbers, plot them on the plane, multiply them, then plot the product. Verify the rule.
Then say, when you multiply a number by itself, that doubles the angle. Follow that with if you cube it you triple the angle, and so on. Works for fractions and negative numbers too.
You can use $3/5 + i4/5$ as an example.
Then wrap it up (pun intended) with, if the magnitude of the complex number is one, that is, it lies on the unit circle, then raising it to a power is the same as multiplying its distance along the circumference.
$endgroup$
add a comment |
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2 Answers
2
active
oldest
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2 Answers
2
active
oldest
votes
active
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oldest
votes
$begingroup$
From a graphical point-of view, it is an infinite spring, whose distance between adjacent coils reflects the frequency of the complex exponential:
If you have a 1D time x-axis, you may be used to draw functions along a single 2nd y-axis dimension: sines, cosines, etc. If you want to plot a complex function, you need one x-axis, and 2 y-axes for the real and imaginary parts. You can plot this into a 3D visualization, see above, and you see a spring (although it is some hot summer here). Changing the frequency dilates or contracts the spring. It is known as the Heyser corkscrew, or Heyser spiral, in DSP.
A little more details can be found there:
- 3D wiggle plot for an analytic signal: Heyser corkscrew/spiral
- DSP Concepts Visually Explained
The Fourier transform tells you that any wire (a function) can be reproduced by a superposition of scaled and shifted springs.
After the what, the why. Complex exponentials (or cisoids) are special in that if one is filtered (with a moving average) it keeps the same shape. So, they are invariant, under Linear-Time-Invariant (LTI) systems. Invariant vectors/functions are often an appropriate way to study systems or transformations. Morever, as they form an orthogonal basis, they form a basis of choice to decompose arbitrary vectors, and to study how the latter are affected by LTI systems.
Last, the complex exponential is itself invariant under differentiation ($(e^z)' = e^z$), a specific linear and invariant operator), which makes it quite unique, with interesting properties.
$endgroup$
add a comment |
$begingroup$
From a graphical point-of view, it is an infinite spring, whose distance between adjacent coils reflects the frequency of the complex exponential:
If you have a 1D time x-axis, you may be used to draw functions along a single 2nd y-axis dimension: sines, cosines, etc. If you want to plot a complex function, you need one x-axis, and 2 y-axes for the real and imaginary parts. You can plot this into a 3D visualization, see above, and you see a spring (although it is some hot summer here). Changing the frequency dilates or contracts the spring. It is known as the Heyser corkscrew, or Heyser spiral, in DSP.
A little more details can be found there:
- 3D wiggle plot for an analytic signal: Heyser corkscrew/spiral
- DSP Concepts Visually Explained
The Fourier transform tells you that any wire (a function) can be reproduced by a superposition of scaled and shifted springs.
After the what, the why. Complex exponentials (or cisoids) are special in that if one is filtered (with a moving average) it keeps the same shape. So, they are invariant, under Linear-Time-Invariant (LTI) systems. Invariant vectors/functions are often an appropriate way to study systems or transformations. Morever, as they form an orthogonal basis, they form a basis of choice to decompose arbitrary vectors, and to study how the latter are affected by LTI systems.
Last, the complex exponential is itself invariant under differentiation ($(e^z)' = e^z$), a specific linear and invariant operator), which makes it quite unique, with interesting properties.
$endgroup$
add a comment |
$begingroup$
From a graphical point-of view, it is an infinite spring, whose distance between adjacent coils reflects the frequency of the complex exponential:
If you have a 1D time x-axis, you may be used to draw functions along a single 2nd y-axis dimension: sines, cosines, etc. If you want to plot a complex function, you need one x-axis, and 2 y-axes for the real and imaginary parts. You can plot this into a 3D visualization, see above, and you see a spring (although it is some hot summer here). Changing the frequency dilates or contracts the spring. It is known as the Heyser corkscrew, or Heyser spiral, in DSP.
A little more details can be found there:
- 3D wiggle plot for an analytic signal: Heyser corkscrew/spiral
- DSP Concepts Visually Explained
The Fourier transform tells you that any wire (a function) can be reproduced by a superposition of scaled and shifted springs.
After the what, the why. Complex exponentials (or cisoids) are special in that if one is filtered (with a moving average) it keeps the same shape. So, they are invariant, under Linear-Time-Invariant (LTI) systems. Invariant vectors/functions are often an appropriate way to study systems or transformations. Morever, as they form an orthogonal basis, they form a basis of choice to decompose arbitrary vectors, and to study how the latter are affected by LTI systems.
Last, the complex exponential is itself invariant under differentiation ($(e^z)' = e^z$), a specific linear and invariant operator), which makes it quite unique, with interesting properties.
$endgroup$
From a graphical point-of view, it is an infinite spring, whose distance between adjacent coils reflects the frequency of the complex exponential:
If you have a 1D time x-axis, you may be used to draw functions along a single 2nd y-axis dimension: sines, cosines, etc. If you want to plot a complex function, you need one x-axis, and 2 y-axes for the real and imaginary parts. You can plot this into a 3D visualization, see above, and you see a spring (although it is some hot summer here). Changing the frequency dilates or contracts the spring. It is known as the Heyser corkscrew, or Heyser spiral, in DSP.
A little more details can be found there:
- 3D wiggle plot for an analytic signal: Heyser corkscrew/spiral
- DSP Concepts Visually Explained
The Fourier transform tells you that any wire (a function) can be reproduced by a superposition of scaled and shifted springs.
After the what, the why. Complex exponentials (or cisoids) are special in that if one is filtered (with a moving average) it keeps the same shape. So, they are invariant, under Linear-Time-Invariant (LTI) systems. Invariant vectors/functions are often an appropriate way to study systems or transformations. Morever, as they form an orthogonal basis, they form a basis of choice to decompose arbitrary vectors, and to study how the latter are affected by LTI systems.
Last, the complex exponential is itself invariant under differentiation ($(e^z)' = e^z$), a specific linear and invariant operator), which makes it quite unique, with interesting properties.
edited Jul 29 at 17:27
answered Jul 28 at 7:38
Laurent DuvalLaurent Duval
18k3 gold badges21 silver badges70 bronze badges
18k3 gold badges21 silver badges70 bronze badges
add a comment |
add a comment |
$begingroup$
First, they need to understand that complex number has two values: real and imaginary.
Second, they need to understand that the exponential of an imaginary number represents a point on the complex unit circle. This is my intro to it:
The Exponential Nature of the Complex Unit Circle
It does not go above adolescent level math, assuming that means algebra. Except maybe the Taylor series, but those are just icing on the cake.
That explains what a complex exponential is. If there is a real part to it, it just becomes a factor.
$$ e^a+ib = e^a cdot e^ib $$
An exponential signal can be defined as:
$$ C e^irt $$
From there it is easy to see that an exponential signal is simply a point traveling around a circle at a constant speed of $r$. Add the third dimension of time to a diagram and it becomes a slinky, umm a spring, technically a helix, just like LD shows.
Here's a slightly different version:
Tell him the rule: When you multiply two complex numbers, you multiply the magnitudes and add the angles.
Pick two random complex numbers, plot them on the plane, multiply them, then plot the product. Verify the rule.
Then say, when you multiply a number by itself, that doubles the angle. Follow that with if you cube it you triple the angle, and so on. Works for fractions and negative numbers too.
You can use $3/5 + i4/5$ as an example.
Then wrap it up (pun intended) with, if the magnitude of the complex number is one, that is, it lies on the unit circle, then raising it to a power is the same as multiplying its distance along the circumference.
$endgroup$
add a comment |
$begingroup$
First, they need to understand that complex number has two values: real and imaginary.
Second, they need to understand that the exponential of an imaginary number represents a point on the complex unit circle. This is my intro to it:
The Exponential Nature of the Complex Unit Circle
It does not go above adolescent level math, assuming that means algebra. Except maybe the Taylor series, but those are just icing on the cake.
That explains what a complex exponential is. If there is a real part to it, it just becomes a factor.
$$ e^a+ib = e^a cdot e^ib $$
An exponential signal can be defined as:
$$ C e^irt $$
From there it is easy to see that an exponential signal is simply a point traveling around a circle at a constant speed of $r$. Add the third dimension of time to a diagram and it becomes a slinky, umm a spring, technically a helix, just like LD shows.
Here's a slightly different version:
Tell him the rule: When you multiply two complex numbers, you multiply the magnitudes and add the angles.
Pick two random complex numbers, plot them on the plane, multiply them, then plot the product. Verify the rule.
Then say, when you multiply a number by itself, that doubles the angle. Follow that with if you cube it you triple the angle, and so on. Works for fractions and negative numbers too.
You can use $3/5 + i4/5$ as an example.
Then wrap it up (pun intended) with, if the magnitude of the complex number is one, that is, it lies on the unit circle, then raising it to a power is the same as multiplying its distance along the circumference.
$endgroup$
add a comment |
$begingroup$
First, they need to understand that complex number has two values: real and imaginary.
Second, they need to understand that the exponential of an imaginary number represents a point on the complex unit circle. This is my intro to it:
The Exponential Nature of the Complex Unit Circle
It does not go above adolescent level math, assuming that means algebra. Except maybe the Taylor series, but those are just icing on the cake.
That explains what a complex exponential is. If there is a real part to it, it just becomes a factor.
$$ e^a+ib = e^a cdot e^ib $$
An exponential signal can be defined as:
$$ C e^irt $$
From there it is easy to see that an exponential signal is simply a point traveling around a circle at a constant speed of $r$. Add the third dimension of time to a diagram and it becomes a slinky, umm a spring, technically a helix, just like LD shows.
Here's a slightly different version:
Tell him the rule: When you multiply two complex numbers, you multiply the magnitudes and add the angles.
Pick two random complex numbers, plot them on the plane, multiply them, then plot the product. Verify the rule.
Then say, when you multiply a number by itself, that doubles the angle. Follow that with if you cube it you triple the angle, and so on. Works for fractions and negative numbers too.
You can use $3/5 + i4/5$ as an example.
Then wrap it up (pun intended) with, if the magnitude of the complex number is one, that is, it lies on the unit circle, then raising it to a power is the same as multiplying its distance along the circumference.
$endgroup$
First, they need to understand that complex number has two values: real and imaginary.
Second, they need to understand that the exponential of an imaginary number represents a point on the complex unit circle. This is my intro to it:
The Exponential Nature of the Complex Unit Circle
It does not go above adolescent level math, assuming that means algebra. Except maybe the Taylor series, but those are just icing on the cake.
That explains what a complex exponential is. If there is a real part to it, it just becomes a factor.
$$ e^a+ib = e^a cdot e^ib $$
An exponential signal can be defined as:
$$ C e^irt $$
From there it is easy to see that an exponential signal is simply a point traveling around a circle at a constant speed of $r$. Add the third dimension of time to a diagram and it becomes a slinky, umm a spring, technically a helix, just like LD shows.
Here's a slightly different version:
Tell him the rule: When you multiply two complex numbers, you multiply the magnitudes and add the angles.
Pick two random complex numbers, plot them on the plane, multiply them, then plot the product. Verify the rule.
Then say, when you multiply a number by itself, that doubles the angle. Follow that with if you cube it you triple the angle, and so on. Works for fractions and negative numbers too.
You can use $3/5 + i4/5$ as an example.
Then wrap it up (pun intended) with, if the magnitude of the complex number is one, that is, it lies on the unit circle, then raising it to a power is the same as multiplying its distance along the circumference.
edited Jul 30 at 15:00
answered Jul 28 at 12:18
Cedron DawgCedron Dawg
3,8252 gold badges3 silver badges12 bronze badges
3,8252 gold badges3 silver badges12 bronze badges
add a comment |
add a comment |
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2
$begingroup$
You do mean complex exponential – i.e., exp(-j·t)? The term “exponential complex” would mean something different, but I don't think it's commonly used.
$endgroup$
– leftaroundabout
Jul 29 at 8:37
1
$begingroup$
I'm totally confused by the term exponentially complex ? Where did you see this ?
$endgroup$
– Fat32
Jul 29 at 11:28
$begingroup$
Indeed, exponentially complex may refer to algorithm complexity
$endgroup$
– Laurent Duval
Jul 29 at 12:15