Abstract
We consider a geometric optimization problem that arises in network design. Given a set P of n points in the plane, source and destination points s, t∈P, and an integer k>0, one has to locate k Steiner points, such that the length of the longest edge of a bottleneck path between s and t is minimized. In this paper, we present an O(nlog2 n)-time algorithm that computes an optimal solution, for any constant k. This problem was previously studied by Hou et al. (in Wireless Networks 16, 1033-1043, 2010), who gave an O(n2logn)-time algorithm. We also study the dual version of the problem, where a value λ>0 is given (instead of k), and the goal is to locate as few Steiner points as possible, so that the length of the longest edge of a bottleneck path between s and t is at most λ.Our algorithms are based on two new geometric structures that we develop-an (α,β)-pair decomposition of P and a floor (1+ε)-spanner of P. For real numbers β>α>0, an (α,β)-pair decomposition of P is a collection W = {(A1,B1),. . .,(Am,Bm)} of pairs of subsets of P, satisfying the following: (i) For each pair (Ai},Bi) ∈ W, both minimum enclosing circles of Ai and Bi have a radius at most α, and (ii) for any p, q∈P, such that {pipe}pq{pipe}≤β, there exists a single pair (Ai,Bi) ∈W, such that p∈Ai and q∈Bi, or vice versa. We construct (a compact representation of) an (α,β)-pair decomposition of P in time O((β/α)3nlogn). In some applications, a simpler (though weaker) grid-based version of an (α,β)-pair decomposition of P is sufficient. We call this version a weak (α,β)-pair decomposition of P.For ε>0, a floor (1+ε)-spanner of P is a (1+ε)-spanner of the complete graph over P with weight function w(p,q)=⌊{pipe}pq{pipe}⌋. We construct such a spanner with O(n/ε2) edges in time O((1/ε2)nlog2n), even though w is not a metric.Finally, we present two additional applications of an (α,β)-pair decomposition of P. In the first, we construct a strong spanner of the unit disk graph of P, with the additional property that the spanning paths also approximate the number of substantial hops, i.e., hops of length greater than a given threshold. In the second application, we present an O((1/ε2)nlogn)-time algorithm for computing a one-sided approximation for distance selection (i.e., given k, 1 ≤ k ≤ {2n}, find the k'th smallest Euclidean distance induced by P), significantly improving the running time of the algorithm of Bespamyatnikh and Segal.
| Original language | English |
|---|---|
| Pages (from-to) | 1-23 |
| Number of pages | 23 |
| Journal | Discrete and Computational Geometry |
| Volume | 51 |
| Issue number | 1 |
| DOIs | |
| State | Published - 1 Jan 2014 |
Keywords
- Distance selection
- Geometric optimization
- Pair decomposition
- Spanners
ASJC Scopus subject areas
- Theoretical Computer Science
- Geometry and Topology
- Discrete Mathematics and Combinatorics
- Computational Theory and Mathematics