Spatial Embedding of Pseudo-Triangulations
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Spatial Embedding of Pseudo-Triangulations
Peter BraßInstitut für Informatik
Freie Universität BerlinBerlin, Germany
Franz AurenhammerHannes Krasser
Institute for Theoretical Computer Science
Graz University of TechnologyGraz, Austria
Oswin Aichholzer
Institute for Software TechnologyGraz University of Technology
Graz, Austria
supported by Apart, FWF, DFG

Pseudo-Triangle
3 corners
non-corners

Pseudo-Triangulation

Applications
ray shooting B.Chazelle, H.Edelsbrunner, M.Grigni, L.J.Guibas, J.Hershberger, M.Sharir, J.Snoeyink. Ray shooting in polygons using geodesic triangulations. 1994M.T.Goodrich, R.Tamassia. Dynamic ray shooting and shortest paths in planar subdivisions via balanced geodesic triangulations. 1997
visibility M.Pocchiola, G.Vegter. Minimal tangent visibility graphs. 1996M.Pocchiola, G.Vegter. Topologically sweeping visibility complexes via pseudo-triangulations. 1996
kinetic collision detectionP.K.Agarwal, J.Basch, L.J.Guibas, J.Hershberger, L.Zhang. Deformable free space tilings for kinetic collision detection. 2001D.Kirkpatrick, J.Snoeyink, B.Speckmann. Kinetic collision detection for simple polygons. 2002D.Kirkpatrick, B.Speckmann. Kinetic maintenance of context-sensitive hierarchical representations for disjoint simple polygons. 2002

Applications
rigidity I.Streinu. A combinatorial approach to planar non-colliding robot arm motion planning. 2000G.Rote, F.Santos, I.Streinu. Expansive motions and the polytope of pointed pseudo-triangulations. 2001R.Haas, F.Santos, B.Servatius, D.Souvaine, I.Streinu, W.Whiteley. Planar minimally rigid graphs have pseudo-triangular embeddings. 2002
guardingM.Pocchiola, G.Vegter. On polygon covers. 1999B.Speckmann, C.D.Toth. Allocating vertex Pi-guards in simple polygons via pseudo-triangulations. 2002

Overview
- pseudo-triangulation surfaces- new flip type- locally convex functions

Triangulations
set of points in the plane
assume general position

Triangulations
triangulation in the plane

Triangulations
assign heights to each point

Triangulations
lift points to assigned heights

Triangulations
spatial surface

Triangulations
spatial surface

Projectivity
projectiveedges of surface project vertically to edges of graph
regularsurface is in convex position

more general: polygon with interior points
Pseudo-Triangulations
set of points in the plane
pending points non-corner in one incident pseudo-triangle
partition points
rigid points corner in all incident pseudo-triangles

Surface Theorem
Theorem. Let (P,S) be a polygon with interior points, and let PT be any pseudo-triangulation thereof. Let h be a vector assigning a height to each rigid vertex of PT. For each choice of h, there exists a unique polyhedral surface F above P, that respects h and whose edges project vertically to (a subset of) the edges of PT.

Surface Theorem
pseudo-triangulation in the plane

Surface Theorem
surface

Surface Theorem
surfacesurface

Surface Theorem
sketch of proof:
pending points: co-planar with 3 corners
rigid points: fixed height
linear system: bzA

Surface Theorem
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rigid points
pending points

Surface Theorem
Theorem. Let (P,S) be a polygon with interior points, and let PT be any pseudo-triangulation thereof. Let h be a vector assigning a height to each rigid vertex of PT. For each choice of h, there exists a unique polyhedral surface F above P, that respects h and whose edges project vertically to (a subset of) the edges of PT.

Surface Theorem
Theorem. Let (P,S) be a polygon with interior points, and let PT be any pseudo-triangulation thereof. Let h be a vector assigning a height to each rigid vertex of PT. For each choice of h, there exists a unique polyhedral surface F above P, that respects h and whose edges project vertically to (a subset of) the edges of PT.

Projectivity
not projective edges

Projectivity
A pseudo-triangulation is stable if no subset of pending points can be eliminated with their incident edges s.t.
(1) a valid pseudo-triangulation remains
(2) status of each point is unchanged

Projectivity
Theorem. A pseudo-triangulation PT of (P,S) is projective only if PT is stable. If PT is stable then the point set S can be perturbed (by some arbitrarily small ε) such that PT becomes projective.

Surface Flips

Surface Flips
triangulations: tetrahedral flips, Lawson flips
edge-exchangingpoint removing/inserting

Surface Flips
flips in pseudo-triangulations
edge-exchanging, geodesics

Surface Flips
flip reflex edge

Surface Flips
convexifying flip

Surface Flips
new flip type in pseudo-triangulations
edge-removing/inserting
independently introduced by D.Orden, F.Santos. The polyhedron of non-crossing graphs on a planar point set. 2002also in O. Aichholzer, F. Aurenhammer, and H. Krasser. Adapting (pseudo-) triangulations with a near-linear number of edge flips. WADS 2003

Surface Flips
flip reflex edge

Surface Flips
planarizing flip

Locally Convex Functions
P … polygon in the plane
f … real-valued function with domain P
locally convex function: convex on each line segment interior to P

Locally Convex Functions
optimization problem:(P,S) … polygon with interior pointsh … heights for points in S
f * … maximal locally convex function with f*(vi) ≤ hi for each viS

Locally Convex Functions
properties of f *:- unique and piecewise linear- corresponding surface F * projects to a pseudo-triangulation of (P,S‘), S‘S

Optimality Theorem
Theorem: Let F*(T,h) be a surface obtained from F(T,h) by applying convexifying and planarizing surface flips (in any order) as long as reflex edges do exist. Then F*(T,h)=F*, for any choice of the initial triangulation T. The optimum F* is reached after a finite number of surface flips.

Optimality Theorem
initial surface
flip

Optimality Theorem
flip 1: convexifying
flip

Optimality Theorem
flip 2: planarizing
flip

Optimality Theorem
flip 3: planarizing
flip

Optimality Theorem
flip 4: convexifyingoptimum

reflex
convex
Optimality Theorem
tetrahedral flips are not sufficient toreach optimality
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Optimality Theorem
initial triangulation

Optimality Theorem
lifted surface

Optimality Theorem
lifted surface
flip

Optimality Theorem
flip 1: planarizing
flip

Optimality Theorem
flip 2: planarizing
flip

Optimality Theorem
flip 3: planarizing
remove edges

Optimality Theorem
optimum

Optimality Theorem
every triangulation surface can beflipped to regularity with surface flips
generalization of situation for Delaunaytriangulation (convex heights)

admissible planar straight-line graph: each component is connected to the boundary
Constrained Regularity
collection of polygons with interior points
Optimality Theorem:f* piecewise linear, but notcontinuous in general

Polytope Representation
convex polytope: all regular pseudo-triangulations constrained by an admissible planar straight-line graph
generalization of associahedron (secondary polytope) for regulartriangulations

Spatial Embedding of Pseudo-Triangulations
Thank you!