Suppr超能文献

利用简化图在地理信息系统中进行最短路径搜索的算法

Algorithm for shortest path search in Geographic Information Systems by using reduced graphs.

作者信息

Rodríguez-Puente Rafael, Lazo-Cortés Manuel S

机构信息

Universidad de las Ciencias Informáticas, Habana, Cuba.

出版信息

Springerplus. 2013 Jul 1;2:291. doi: 10.1186/2193-1801-2-291. eCollection 2013.

Abstract

The use of Geographic Information Systems has increased considerably since the eighties and nineties. As one of their most demanding applications we can mention shortest paths search. Several studies about shortest path search show the feasibility of using graphs for this purpose. Dijkstra's algorithm is one of the classic shortest path search algorithms. This algorithm is not well suited for shortest path search in large graphs. This is the reason why various modifications to Dijkstra's algorithm have been proposed by several authors using heuristics to reduce the run time of shortest path search. One of the most used heuristic algorithms is the A* algorithm, the main goal is to reduce the run time by reducing the search space. This article proposes a modification of Dijkstra's shortest path search algorithm in reduced graphs. It shows that the cost of the path found in this work, is equal to the cost of the path found using Dijkstra's algorithm in the original graph. The results of finding the shortest path, applying the proposed algorithm, Dijkstra's algorithm and A* algorithm, are compared. This comparison shows that, by applying the approach proposed, it is possible to obtain the optimal path in a similar or even in less time than when using heuristic algorithms.

摘要

自八十年代和九十年代以来,地理信息系统的使用显著增加。作为其最具挑战性的应用之一,我们可以提及最短路径搜索。关于最短路径搜索的多项研究表明了为此目的使用图的可行性。迪杰斯特拉算法是经典的最短路径搜索算法之一。该算法不太适合在大型图中进行最短路径搜索。这就是几位作者使用启发式方法对迪杰斯特拉算法提出各种修改以减少最短路径搜索运行时间的原因。最常用的启发式算法之一是A算法,其主要目标是通过减少搜索空间来减少运行时间。本文提出了一种在简化图中对迪杰斯特拉最短路径搜索算法的修改。结果表明,这项工作中找到的路径成本与在原始图中使用迪杰斯特拉算法找到的路径成本相等。比较了应用所提出的算法、迪杰斯特拉算法和A算法找到最短路径的结果。这种比较表明,通过应用所提出的方法,有可能在与使用启发式算法相似甚至更短的时间内获得最优路径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35d/3755817/597edd3be8f0/40064_2012_443_Fig1_HTML.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验