利用聚类算法CWSP-PAM进行农村网络规划

L. F. Ibrahim
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引用次数: 16

摘要

网络规划在建设新社区和新城市期间具有关键的重要性,其中电话和数据服务必须作为城市总体总体规划的一个组成部分加以引进。系统接受城市地图的形式,包括街道和交叉口节点坐标、可用电缆尺寸的规格以及电缆的成本信息。系统确定满足需求和约束条件的最小成本网络。该问题被视为一个围绕媒质的聚类问题,其中距离由加权最短路径表示。本文对原有的围绕媒质划分(PAM)算法进行了改进。结果表明,该修正算法在解决农村网络规划这一重要问题上具有有效性和灵活性。通过与相关工作的比较,证明了本文提出的最短路径聚类算法的优越性。
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Using of clustering algorithm CWSP-PAM for rural network planning
Network planning is of key importance during the construction of new communities and cities, in which telephone and data services have to be introduced as a component of the overall master plan of the city. The system accepts the map of a city in the form of its streets and intersection nodes coordinates, the specifications of the available cable sizes, and the cost information for the cables. The system determines the minimum cost network that satisfies the demand and constraints. The problem is treated as a clustering around medoids problem where the distances are represented by weighted shortest paths. In this paper, the partitioning around medoids (PAM) original algorithm have been modified. Results demonstrate the effectiveness and flexibility of the modifying algorithm in tackling the important problem of rural network planning. Comparisons with related work are presented showing the advantages of the CWSP-PAM (Clustering with Shortest Path-PAM) algorithm introduced in this paper.
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