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Pitteway triangulation

Pitteway triangulation is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Pitteway triangulation rather than just read about it. In short: In computational geometry, a Pitteway triangulation is a point set triangulation in which the nearest neighbor of any point p within the triangulation is one of the vertices of the triangle containing p. Alternatively, it is a Delaunay triangulation in which each internal edge crosses its dual Voronoi diagram edge.

Pitteway triangulation — main illustration
Pitteway triangulation — illustration

Key takeaways

  • Pitteway triangulation belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Pitteway triangulation to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Pitteway triangulation from memory before moving on to harder problems.

Reference excerpt

In computational geometry, a Pitteway triangulation is a point set triangulation in which the nearest neighbor of any point p within the triangulation is one of the vertices of the triangle containing p. Alternatively, it is a Delaunay triangulation in which each internal edge crosses its dual Voronoi diagram edge. Pitteway triangulations are named after Michael Pitteway, who studied them in 1973. Not every point set supports a Pitteway triangulation. When such a triangulation exists it is a special case of the Delaunay triangulation, and consists of the union of the Gabriel graph and convex hull.

History The concept of a Pitteway triangulation was introduced by Pitteway (1973). See also McLain (1976), who writes "An optimal partition is one in which, for any point within any triangle, that point lies at least as close to one of the vertices of that triangle as to any other data point." The name "Pitteway triangulation" was given by Okabe et al. (2000).

Counterexamples Gold (1978) points out that not every point set supports a Pitteway triangulation. For instance, any triangulation of a regular pentagon includes a central isosceles triangle such that a point p near the midpoint of one of the triangle sides has its nearest neighbor outside the triangle.

Relation to other geometric graphs When a Pitteway triangulation exists, the midpoint of each edge interior to the triangulation must have the two edge endpoints as its nearest neighbors, for any other neighbor would violate the Pitteway property for nearby points in one of the two adjacent triangles. Thus, a circle having that edge as diameter must be empty of vertices, so the Pitteway triangulation consists of the Gabriel graph together with the convex hull of the point set. Conversely, when the Gabriel graph and convex hull together form a triangulation, it is a Pitteway triangulation. Since all Gabriel graph and convex hull edges are part of the Delaunay triangulation, a Pitteway triangulation, when it exists, is unique for points in general position and coincides with the Delaunay triangulation. However, point sets with no Pitteway triangulation will still have a Delaunay triangulation. In the Pitteway triangulation, each edge pq either belongs to the convex hull or crosses the edge of the Voronoi diagram that separates the cells containing p and q. In some references this property is used to define a Pitteway triangulation, as a Delaunay triangulation in which all internal Delaunay edges cross their dual Voronoi edges. However, a Pitteway triangulation may include convex hull edges that do not cross their duals.

Notes

References Dobrin, Adam (2005), A Review of Properties and Variations of Voronoi Diagrams (PDF), Whitman College Gold, C. M. (1978), "The practical generation and use of geographic triangular element data structures" (PDF), in Dutton, G. (ed.), Proceedings First International Advanced Study Symposium on Topological Data Structures for Geographic Information Systems. Harvard Papers on Geographic Information Systems, vol. 5 — Data Structures: Surficial and Multi Dimensional., Boston: Laboratory for Computer Graphics and Spatial Analysis, Harvard University, pp. 1–18. McLain, D. H. (1976), "Two dimensional interpolation from random data.", The Computer Journal, 19 (2): 178–181, doi:10.1093/comjnl/19.2.178. Okabe, Atsuyuki; Boots, Barry N.; Chiu, Sung Nok; Sugihara, Kokichi (2000), Spatial Tessellations: Concepts and Applications of Voronoi Diagrams, Wiley. Pitteway, M. L. V. (1973), "Computer graphics research in an academic environment", Datafair '73.

Illustrations

Pitteway triangulation: Left: A Pitteway triangulation. Every interior Delaunay edge (black) crosses the corresponding dual Voronoi edge (dashed blue), although the convex hull edges do not cross their duals. Right: A Delaunay triangulation that is not a Pitteway triangulation; the red interior Delaunay edge does not cross the corresponding red dashed Voronoi edge, and some points in the top triangle have the bottom vertex as their nearest neighbor.
Left: A Pitteway triangulation. Every interior Delaunay edge (black) crosses the corresponding dual Voronoi edge (dashed blue), although the convex hull edges do not cross their duals. Right: A Delaunay triangulation that is not a Pitteway triangulation; the red interior Delaunay edge does not cross the corresponding red dashed Voronoi edge, and some points in the top triangle have the bottom vertex as their nearest neighbor.

Worked examples

Example 1 — a first encounter with Pitteway triangulation

Start with the simplest possible case. Write down what Pitteway triangulation claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Pitteway triangulation before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Pitteway triangulation ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Pitteway triangulation

In research
Pitteway triangulation appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Pitteway triangulation in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Pitteway triangulation is common in secondary-school and first-year university syllabi. It links to neighbouring topics Triangulation (geometry), so understanding it makes those chapters shorter.
In everyday life
Look for Pitteway triangulation outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Pitteway triangulation in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Pitteway triangulation means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Pitteway triangulation out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Pitteway triangulation in simple terms?

In computational geometry, a Pitteway triangulation is a point set triangulation in which the nearest neighbor of any point p within the triangulation is one of the vertices of the triangle containing p. Alternatively, it is a Delaunay triangulation in which each internal edge crosses its dual Voro…

Why does Pitteway triangulation matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Pitteway triangulation?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Pitteway triangulation.

Tags

  • Triangulation (geometry)

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