I am trying to figure out a function behind the software's curve drawing algorithm. Originally, each node comes with 3 parameters : time, value, and tangent. I have found that it fits cubic Hermite spline, and confirmed that using the equation from the Wikipedia gives me equal result to the software's evaluation.

The following curve is when both tangents are 0.

enter image description here

The following curve is when both tangents are 1 (45 degree).

enter image description here

But this software has "weight" value on each node, which ranges from 0 to 1. I am trying to figure out how the weight could affect the spline empirically. Here's my observation :

The weight ranges from 0 to 1. In this gif below, dragging the handle to the right increase the weight. Dragging stretch up do not affect the weight (however you are changing the tangent)

enter image description here

When both tangents are 0, with weight applied and both weight are 0.3333333, it results in the same shape as if no weights are applied. (The smooth S shape, the first image) I think this is the biggest hint, 0.3333333 may has to do something with the "cubic" function. Below is an image of this.

enter image description here

When both tangents are 0, with weight applied and both weight are at maximum 1, the curve skewed further in X axis to meet at the center between 2 points. Indicating that, weight 1 doesn't mean unweighted like a weight function would have behave but rather really maximum possible weight. Below is an image of this.

enter image description here

When both tangents are 0, with weight applied and both weight are 0, results in a linear graph as if their tangents are 1. Below is an image of this.

enter image description here

When both tangents are 1, weight do not affect their shape at all no matter the value. It stays linear. Suggesting that weight do something to the components which became tangent, but nullified when both components are equal. I guess it did something to the cos component? Since with maximum weight the graph skewed further in X axis.

However if the other tangent is not 1, changing the weight of the side that has tangent 1 do affect the shape. Indicating that the weight is not simply "weighting that side's tangent".

If someone could figure out where the weight should be applied (or any example spline you know with weight parameter), it is very much appreciated. Thank you.

  • 5
    $\begingroup$ Relavant question on meta. $\endgroup$ – Devashsih Kaushik May 2 '19 at 9:58
  • 21
    $\begingroup$ Not a lawyer, but I highly doubt that providing an answer to this question would come anywhere near violating any copyright or patent law in the US. Source code can be copyrighted, but the question isn't asking for source code. Procedures can be patented, but if this particular procedure has been patented, it should be possible to answer this question by citing the relevant patent, which must outline how the procedure works. That being said, I would be surprised if it were patented, as I can't see much in the way of originality in the production of these curves. $\endgroup$ – Xander Henderson May 2 '19 at 12:29
  • 6
    $\begingroup$ I'm voting to close this question as off-topic because it asks about the workings of some particular piece of software. This is not really on-topic, not even for still more mathematical problems. If you can describe a problem and ask for an algorithm that would likely be on-topic. $\endgroup$ – quid May 2 '19 at 18:21
  • 7
    $\begingroup$ I have never heard of reverse engineering based on observing the behavior of software being a copyright concern in the US. Patent law is different, but the study of patented technology is perfectly legal -- you are just not allowed to use it. On the other hand, ill-defined problems like "what is the pattern behind this sequence?" are outside of the reach of math.stackexchange, and this one is of that style, despite having a practical use... Maybe stackoverflow is a better place for it? $\endgroup$ – darij grinberg May 2 '19 at 21:33
  • 2
    $\begingroup$ You might try asking some version of this (e.g. 'what is Unity's curve interpolation?' at the GameDev stack exchange, since it should be more relevant there. (And as a guess at an answer, incidentally: note that Hermite splines use tangent vectors but that the curve's shape depends not just on the direction of those tangent vectors but also their magnitude. My presumption would be that Unity simply uses the weights at the vertices to control the lengths of the tangents.) $\endgroup$ – Steven Stadnicki May 3 '19 at 22:37

It's a Bézier curve. (No, Unity does not have a copyright or patent on Bézier curves.) Cubic Bézier curves are widely used in the computer graphics industry to create smooth curves like this one. You give the two endpoints of the curve $P_0, P_3$ and two intermediate "control points" $P_1,P_2$ and it produces a smooth curve that is tangent to the line $P_0P_1$ at the start and $P_2P_3$ at the end, where the magnitude of the derivative at these points is proportional to the distance $|P_0-P_1|$ and $|P_2-P_3|$.

$$x(t)=(1-t)^3x_0+(1-t)^2tx_1+(1-t)t^2x_2+t^3x_3$$ $$y(t)=(1-t)^3y_0+(1-t)^2ty_1+(1-t)t^2y_2+t^3y_3$$

In this case, $P_0=(0,0)$ and $P_3=(1,1)$, and you are adjusting the locations of the control points $(x_1,y_1)$ and $(x_2,y_2)$. The "weights" are the values $x_1$ and $1-x_2$.

One thing which makes the Unity graph a bit interesting is that it's been re-parameterized as a function $y(x)$, by inverting $x(t)$ and plugging in to $y(t)$, so it's not a simple cubic anymore in its expression (hence why the derivative goes to infinity in the limiting example). The function $x(t)$ stops being injective if you make the weights larger than 1, which is why that's the upper limit.

When $x_1=1/3$ and $x_2=2/3$ then $x(t)=t$, so $y(x)$ is just a cubic function. This is the "unweighted" case. (Note that in the unity interface the handles have a fixed length in "unweighted" mode, so the locations of the handles is not the location of the control points which threw me off a bit. To find the location of the control point, extend the line from the handle until it meets the line $x=1/3$.) When you turn on "weighted" mode, the handles are actually on the control points.

Here's a Mathematica script that you can play with to see how moving the control points affects the curve, along with pictures for the "default" and "extreme" cases:

Manipulate[Graphics[{BezierCurve[pts, SplineDegree -> 3], Dashed, Green, Line[pts]},
  PlotRange -> {{0, 1}, {0, 1}}, Frame -> True, AspectRatio -> 1/1.6, ImageSize -> 600],
 {{pts, {{0, 0}, {1/3, 0}, {2/3, 1}, {1, 1}}}, Locator, LocatorAutoCreate -> True}]

default settings extreme settings


Your Answer

By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy

Not the answer you're looking for? Browse other questions tagged or ask your own question.