Skip to main content

graphics3d - How to calculate volume of convex hull and volume of a 3D object


I have a set of random 3D data points.


How can I calculate the volume of the convex hull?



Answer



This following code that uses TetGen we will compute the volume of the convex hull.


Needs["TetGenLink`"];

TetraMaker[pts_, surface_, TetGenString_?StringQ] :=
Module[{inInst, outInst, coords, surface1, meshElements, facets},
inInst = TetGenCreate[];
TetGenSetPoints[inInst, pts];
facets = Partition[surface, 1];
TetGenSetFacets[inInst, facets];
outInst = TetGenTetrahedralize[inInst, TetGenString];
coords = TetGenGetPoints[outInst];
surface1 = TetGenGetFaces[outInst];
meshElements = TetGenGetElements[outInst];

{coords, surface1, meshElements}
];
TetrahedraVolume = Compile[{{coords, _Real, 2}, {elements, _Integer, 1}},
Block[{p},
p = coords[[elements]];
1/6*Abs[Det[p[[ {1, 2, 3}]] - p[[{2, 3, 4}]]]]
], RuntimeAttributes -> {Listable}, RuntimeOptions -> "Speed"
];

Some 3D data



data3D = RandomReal[{0, 10}, {65, 3}];

Compute the convex hull and then call the above function to form the tetrahedralization. Then call TetrahedraVolume to compute the volume.


{pts, surface} = TetGenConvexHull[data3D];
{coords, surface1, meshElements} = TetraMaker[pts, surface, "pqa2.8"];
Total[ TetrahedraVolume[coords, meshElements]]


505.135




You can use this to compute surface area of a triangulated 3D geometry


TriangleArea[pts_List?(Length[#] == 3 &)] := 
Norm[Cross[pts[[2]] - pts[[1]], pts[[3]] - pts[[1]]]]/2
TriangleArea[{pts[[#[[1]]]], pts[[#[[2]]]], pts[[#[[3]]]]}] & /@ surface // Total


337.121



I compute the area of the triangles separately and adding them gives me the area of the surface that defines the convex hull. enter image description here


In the above picture first you see the convex hull in black lines. The middle one shows the blue surface mesh created by TetGen during tetrahedralization. In the last one you can see the cell volumes of the tetrahedrons that discretize the volume of the convex hull in different random colors. We get the total volume by adding the volumes of these tetrahedrons.



Volume for Convex Hull of the point cloud in your data


data3D = Import["http://dl.dropbox.com/u/68983831/object.vtk", "VertexData"];
{pts, surface} = TetGenConvexHull[data3D];
{coords, surface1, meshElements} = TetraMaker[pts, surface, "pqa2.8"];
Total[ TetrahedraVolume[coords, meshElements]]


3120.05



Volume for 3D Geometry in your data



surface = Import["http://dl.dropbox.com/u/68983831/object.vtk", "PolygonData"];
{coords, surface1, meshElements} = TetraMaker[pts, surface, "pqa.8"];
Total[TetrahedraVolume[coords, meshElements]]


1622.23



enter image description here Code for Graphics


p1 = Graphics3D[{{Red, PointSize[0.03], Point[data3D]}, {Yellow, 
Opacity[.8], EdgeForm[{Thick, Black}],

GraphicsComplex[pts, Polygon[surface]]}}, Boxed -> False, Axes -> True];
p2 = Graphics3D[{{Red, PointSize[0.03],
Point[data3D]}, {EdgeForm[{Thick, Black}], FaceForm[None],
GraphicsComplex[pts, Polygon[surface]]}, {Yellow, Opacity[.8],
EdgeForm[Blue], GraphicsComplex[coords, Polygon[surface1]]}},
Boxed -> False, Axes -> True];
p3 = Graphics3D[{{Red, PointSize[0.03], Point[data3D]},
Table[With[{p =
RGBColor[RandomReal[{0, 1}, 3]]}, {Blend[{Lighter[Yellow, .8],
Red, Yellow}, i/Length@meshElements], Glow[Darker[p, .5]],

Specularity[White, 20], Opacity[.2], EdgeForm[p],
GraphicsComplex[coords,
Polygon@Partition[meshElements[[i]], 3, 1, 1]]}], {i, 1,
Length@meshElements}]}, Boxed -> False, Axes -> True];
GraphicsGrid[Transpose@{{p1, p2, p3}}, Spacings -> {0, 0},ImageSize -> 600]

Comments

Popular posts from this blog

front end - keyboard shortcut to invoke Insert new matrix

I frequently need to type in some matrices, and the menu command Insert > Table/Matrix > New... allows matrices with lines drawn between columns and rows, which is very helpful. I would like to make a keyboard shortcut for it, but cannot find the relevant frontend token command (4209405) for it. Since the FullForm[] and InputForm[] of matrices with lines drawn between rows and columns is the same as those without lines, it's hard to do this via 3rd party system-wide text expanders (e.g. autohotkey or atext on mac). How does one assign a keyboard shortcut for the menu item Insert > Table/Matrix > New... , preferably using only mathematica? Thanks! Answer In the MenuSetup.tr (for linux located in the $InstallationDirectory/SystemFiles/FrontEnd/TextResources/X/ directory), I changed the line MenuItem["&New...", "CreateGridBoxDialog"] to read MenuItem["&New...", "CreateGridBoxDialog", MenuKey["m", Modifiers-...

How to thread a list

I have data in format data = {{a1, a2}, {b1, b2}, {c1, c2}, {d1, d2}} Tableform: I want to thread it to : tdata = {{{a1, b1}, {a2, b2}}, {{a1, c1}, {a2, c2}}, {{a1, d1}, {a2, d2}}} Tableform: And I would like to do better then pseudofunction[n_] := Transpose[{data2[[1]], data2[[n]]}]; SetAttributes[pseudofunction, Listable]; Range[2, 4] // pseudofunction Here is my benchmark data, where data3 is normal sample of real data. data3 = Drop[ExcelWorkBook[[Column1 ;; Column4]], None, 1]; data2 = {a #, b #, c #, d #} & /@ Range[1, 10^5]; data = RandomReal[{0, 1}, {10^6, 4}]; Here is my benchmark code kptnw[list_] := Transpose[{Table[First@#, {Length@# - 1}], Rest@#}, {3, 1, 2}] &@list kptnw2[list_] := Transpose[{ConstantArray[First@#, Length@# - 1], Rest@#}, {3, 1, 2}] &@list OleksandrR[list_] := Flatten[Outer[List, List@First[list], Rest[list], 1], {{2}, {1, 4}}] paradox2[list_] := Partition[Riffle[list[[1]], #], 2] & /@ Drop[list, 1] RM[list_] := FoldList[Transpose[{First@li...

mathematical optimization - Minimizing using indices, error: Part::pkspec1: The expression cannot be used as a part specification

I want to use Minimize where the variables to minimize are indices pointing into an array. Here a MWE that hopefully shows what my problem is. vars = u@# & /@ Range[3]; cons = Flatten@ { Table[(u[j] != #) & /@ vars[[j + 1 ;; -1]], {j, 1, 3 - 1}], 1 vec1 = {1, 2, 3}; vec2 = {1, 2, 3}; Minimize[{Total@((vec1[[#]] - vec2[[u[#]]])^2 & /@ Range[1, 3]), cons}, vars, Integers] The error I get: Part::pkspec1: The expression u[1] cannot be used as a part specification. >> Answer Ok, it seems that one can get around Mathematica trying to evaluate vec2[[u[1]]] too early by using the function Indexed[vec2,u[1]] . The working MWE would then look like the following: vars = u@# & /@ Range[3]; cons = Flatten@{ Table[(u[j] != #) & /@ vars[[j + 1 ;; -1]], {j, 1, 3 - 1}], 1 vec1 = {1, 2, 3}; vec2 = {1, 2, 3}; NMinimize[ {Total@((vec1[[#]] - Indexed[vec2, u[#]])^2 & /@ R...