Graduate How Can I Identify a Surface as a Cone in CAD Software?

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Identifying a surface as a cone in CAD software involves analyzing the normals and vertices at discrete points on the surface. By projecting these normals onto a unique plane, one can determine the intersection point, which indicates the cone's axis. The vertex of the cone can then be found by measuring distances from this axis and extrapolating to where the distance is zero. While four data points can establish the plane and intersection, additional points help confirm the cone's shape. However, certainty is limited due to potential deformations in unsampled areas of the surface.
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Hi, I’m using some CAD software trying to automate some surface identification, and I’m looking to find a way to identify whether a surface is a cone.

I will have access to vertices and normals at discrete points on the surface, but it will be expected that the number of these points will be different from cone to cone, and the cone orientation and position may be arbitrary.

I know that once I find the vertex of the cone I can project all the points I have to anunit sphere about the vertex. The normal to the circle that is transcribed projected on the sphere will give me the axis of the cone. But I need a way to determine the location of the vertex (which I may not have a point for)

Anyone have any suggestions? Thanks!
 
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Assume we are given a set of at least three data, each one of which is the coordinates of a point on the surface and the components of the normal at that point. Each datum defines a line in 3D space that passes through the point on the surface in the direction of the normal. Call that the 'normal line' for that datum.

If the surface is a cone, there will exist a unique plane P through the origin of the coordinate system, such that the projections of the normal lines onto P all intersect at a single point Q. That point is the intersection of P with the axis of the cone.

The plane P is specified by two parameters, and the point Q where lines intersect is specified by a further two parameters. Hence there are four unknowns. Given four data we can write four equations, each one specifying that a different one of the four normal lines passes through Q. We can solve the equations to find the plane P and the point Q. From that we can obtain the equation of the cone's axis.

It remains to find the vertex of the cone. To do that, measure the distance of each datum from the cone axis. By linear extrapolation between data you will be able to find the point where the distance becomes zero. That point is the vertex.

Given the vertex, the axis and one datum, you can calculate the equation of the cone.
Use the first four points to solve the equations. That tells you what cone the surface must be if it IS a cone. Additional points after the fourth serve to test whether it IS a cone.

We can never be certain that it is a cone, because there could always be a small deformation in a non-sampled part of the surface. But if there is even one datum whose normal line does not have a projection on P that passes through Q, we can definitively say the surface is not a cone.

EDIT: It might be six points that are needed to complete the specification, ie to find the vertex and the shape. But only four equations should be needed to find P and Q.
 
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Hi there! One possible approach could be to use the cross product of two vectors formed by three non-collinear points on the surface. If the resulting vector is perpendicular to the surface, then it could indicate that it is a cone. You could also try using the formula for the volume of a cone and see if the calculated volume matches with the points you have. Additionally, you could use the Hough transform algorithm, which is commonly used in image processing for detecting shapes, to identify the cone. Good luck!
 

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