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研究生: 葉志鴻
Ye, Jhih-Hong
論文名稱: 樹狀圖上的最小後悔條狀設施放置問題之改進演算法
Improved Algorithms for Minmax Regret Path Location Problems on Trees
指導教授: 王炳豐
Wang, Biing-Feng
口試委員: 張貿翔
陳健輝
楊昌彪
譚建民
蔡錫鈞
謝孫源
王家祥
韓永楷
學位類別: 博士
Doctor
系所名稱: 電機資訊學院 - 資訊工程學系
Computer Science
論文出版年: 2017
畢業學年度: 105
語文別: 英文
論文頁數: 95
中文關鍵詞: 設施放置理論最小後悔之最佳化條狀設施
外文關鍵詞: minmax regret optimization, centers, medians, centdians, path centers, path medians, path centdians
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  • 「設施放置問題」不論就理論研究或實際應用而言,都具有相當的重要性,因此一直受到各個領域的廣泛重視與討論。「設施放置問題」問題討論的是在一個代表網路的圖形上,如何找出一些新設施之最佳設置地點。根據問題的特性,設施的形狀可以是點狀、條狀或是樹狀。在傳統的設施放置問題中,一般會假設節點的權重及邊的長度這些參數都可以被精確的量測。然而實際生活中所蒐集到的資料通常有許多的不確定性,資料不僅會有誤差,並且也可能隨時間產生變化,因此在設施放置問題上考慮不確定性的研究開始受到重視。「最小後悔 (minmax regret)」是用來描述網路之不確定性的重要模型之一。
    這篇論文研究的主題是在「最小後悔」這個模型上討論條狀設施放置問題中最重要的三個問題:path median、path centdian 和 path center。由於這三個問題在 general graph 上是 NP-hard,我們將重點放在討論 tree 的情況。在網路上節點權重有不確定性存在時的情況下,我們將針對這三個問題分別提出比既有方法更快速的演算法。就 minmax regret path median 問題而言,我們提出的演算法將時間複雜度由原本的 O(n4) 降到 O(n2)。就 minmax regret path centdian 問題而言,我們發現的之前的結果有誤,並且提出修正的方法;此外,我們更進一步提出改進演算法,將時間複雜度由原本的 O(n5 log n) 降到 O(n4)。就 minmax regret path center 問題而言,我們將原本的 O(n2) 時間的演算法改善到 O(n log n)。


    In the fields of communication and transportation, many researchers have been concentrating on location problems. The objective of a location problem is to optimally choose the location of facilities. In network location theory, the shapes of facilities can be points, paths, or trees. A network usually involves two types of parameters: weights of nodes and lengths of edges. Traditionally, the node weights and edge lengths of a network are assumed to be known precisely. However, the weights and lengths of a network may fluctuate or be inaccurate due to poor measurements. Thus, location models involving uncertainty have attracted increasing research efforts in recent years. One of the most important ways for modeling network uncertainty is the minmax regret approach.
    In this dissertation, we examine the path center, median and centdian problems on the minmax-regret model. Since the three problems on general graphs are NP-hard, we focus on the problems on trees. We present efficient algorithms for the minmax regret path median, path centdian, and path center problems on a tree with uncertain vertex weights. For the minmax regret path median problem, we improve the upper bound from O(n4) to O(n2). For the minmax regret path centdian problem, we show that there is a small bug in the previous solution and show how to rectify the bug; in addition, we further improve the upper bound from O(n5 log n) to O(n4). For the minmax regret path center problem, we improve the previous upper bound from O(n2) to O(n log n).

    Abstract i Acknowledgement iii Contents iv List of Figures vi List of Tables viii Chapter 1. Introduction 1 1.1. Related Work 3 1.1.1. Minmax Regret p-Center, p-Median and p-Centdian Problems 4 1.1.2. Minmax Regret 1-Center, 1-Median and 1-Centdian Problems 4 1.1.3. Minmax Regret Path Center, Path Median and Path Centdian Problems 6 1.2. Summary of Results 7 1.3. Dissertation Organization 9 Chapter 2. Notation and Definitions 10 Chapter 3. The Minmax Regret Path Median Problem on a Tree 14 3.1. Notation and Preliminary Results 14 3.2. An O(n3)-time Algorithm 18 3.2.1. Finding the Worst-Case Disjoint Regret R*D(A) 20 3.2.2. Finding the Worst-Case Overlap Regret R*O(A) 25 3.3. Reducing the Time Complexity to O(n2) 30 3.3.1. Finding of the Worst-Case Disjoint Regrets of All r-Paths 30 3.3.2. Finding of the Worst-Case Overlap Regrets of All r-Paths 34 Chapter 4. The Minmax Regret Path Centdian Problem on a Tree 38 4.1. Notation and Preliminary Results 38 4.2. Puerto et al.'s Algorithm 42 4.3. The All-Pairs Constrained Path Centdians Problem 47 4.4. An O(n4)-time Algorithm 50 4.4.1. Computing Z(A) 50 4.4.2. Computing Zsupp(A) 60 Chapter 5. The Minmax Regret Path Center Problem on a Tree 61 5.1. Notation and Definitions 61 5.2. The Entry Vertex Problem 62 5.2.1. Preprocessing 63 5.2.2. Algorithm for Queries 65 5.2.3. An Extended Problem 67 5.2.4. The Computation of CS(Tuv, v) 69 5.3. An Improved Algorithm for the Path Center Problem 74 5.3.1. Puerto et al.'s Algorithm 74 5.3.2. An Improved Algorithm 75 Chapter 6 Conclusion and Future Work 81 References 84

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