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Exact 3D lower-hull insertion covers the hull and terminates
Statement
For a finite dyadic weighted site set of projected affine dimension three, the algorithm of Finite exact 3D Delaunay and regular lower-hull cavity repair terminates. Its output tetrahedra cover the convex hull, meet in common faces, and have empty power spheres in the original weak sense. In the zero-weight case they are ordinary Delaunay tetrahedra. A site is hidden in the fixed formal lower hull if and only if it is omitted from every output tetrahedron. The algorithm reports every coplanar four-site base as degenerate-base and makes no tetrahedralization claim on the lower-dimensional branch.
Facts & Assumptions
Given: A finite indexed weighted dyadic set of projected affine dimension three and its fixed-universe formal lift.
Three-dimensional Delaunay and weighted regular triangulations by lifting: a lifted site has height , its lower faces project to the regular subdivision; formal-hidden means absent from the vertices of the fixed formal lower hull, whereas original-hidden refers to the unperturbed hull; a lower-dimensional projected set returns its stated status.
Finite exact 3D Delaunay and regular lower-hull cavity repair: every prefix tests all four-site subsets against every prefix site and updates the retained supporting tetrahedra by exact set difference.
The lifted determinant records a power-sphere side: the weighted lifted determinant represents the query's side of the base power sphere.
The finite lexicographic lift tie-break is coherent: one fixed formal lift gives a nonzero sign for every power determinant on a nondegenerate projected base and preserves nonzero constant signs.
The filtered exact dyadic predicate is sound and terminates: the ordinary exact dyadic orientation and sphere predicates terminate and return their exact signs.
Exact dyadic determinant sign by integer clearance: every finite dyadic matrix has its exact determinant sign computed by finite integer arithmetic, including zero.
Generic lower lifted facets project to a triangulation of the convex hull: the fixed formal lower simplices cover the projected convex hull, meet in common faces, and satisfy the original weak empty-power-sphere inequalities.
The projected site set has affine dimension three. The fixed perturbation universe contains every site before processing begins.
Proof
There are finitely many insertion prefixes, finitely many four-site subsets at each prefix, and finitely many sites to test against each subset. Projected base ranks are decided by [F5]; each weighted determinant coefficient is a finite dyadic sum of products and its sign is computed exactly by [F6]. Hence every enumeration terminates.
If a previously supporting tetrahedron remains supporting after insertion, its old four vertices still define the same plane and all old sites remain above it; it is retained exactly when the new site is also above it. Any newly supporting four-site subset not present in the preceding prefix contains the inserted site. Thus the set difference described in [F2] is precisely the new finite lower-facet list, and there is no unprocessed repair loop.
At the final prefix, every retained tetrahedron has an affinely independent projected base and satisfies all formal supporting inequalities by the exhaustive test [F2]. Conversely, every full-dimensional lower simplex in [F7] is one of the enumerated four-site subsets and passes every test, so it is retained. The two lists are therefore identical; [F7] gives coverage, common-face intersections, and weak empty-power-sphere correctness. In zero-weight mode the power distance is ordinary squared distance, so these are Delaunay tetrahedra.
A site that is a vertex of a lower face lies on the lower boundary over its projected point. By [F7], that point lies in a full lower tetrahedron; if the site were not one of its four vertices, its lift would lie on the tetrahedron's support plane, giving a zero formal determinant on an independent projected base, contrary to [F4]. Hence every lower-hull vertex appears in a retained tetrahedron. Conversely every retained tetrahedron is a lower face by step 3.1, so each of its four sites is a lower-hull vertex. Thus absence from all retained tetrahedra is equivalent to being formal-hidden by [F1]. Every degenerate projected four-tuple is separately recorded by [F2], while affine dimension below three takes the explicit status branch in [F1].
The finite enumerations and finite prefix list in step 1.1 terminate in every case and use no arbitrary choice; ties use the fixed formal order [F4]. This proves the theorem.
Depends on
- Three-dimensional Delaunay and weighted regular triangulations by lifting
- Finite exact 3D Delaunay and regular lower-hull cavity repair
- The lifted determinant records a power-sphere side
- The finite lexicographic lift tie-break is coherent
- The filtered exact dyadic predicate is sound and terminates
- Exact dyadic determinant sign by integer clearance
- Generic lower lifted facets project to a triangulation of the convex hull
Used by
Cited to discharge well-definedness by Finite exact 3D Delaunay and regular lower-hull cavity repair.
Dependency tree · two levels
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Sources
- Don Sheehy, Computational Geometry, Fall 2014, Lecture 22: Weighted Delaunay Triangulations (standard reference, not scraped)
- CGAL 6.3 User Manual, 3D Triangulations, The Delaunay and Regular Triangulations (standard reference, not scraped)