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基于几何代数的多类型约束路网最优路径分析算法 被引量:9
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作者 俞肇元 胡勇 +1 位作者 朱晓林 闾国年 《地理与地理信息科学》 CSCD 北大核心 2014年第2期10-15,共6页
针对现有交通规划中最优路径算法难以同时集成多种不同类型约束的不足,提出了一种多类型约束下最优路径统一求解的几何代数算法。基于几何基编码的网络表达模型,实现了对节点、边、路径等网络对象及权重和约束条件的统一表达。建立了基... 针对现有交通规划中最优路径算法难以同时集成多种不同类型约束的不足,提出了一种多类型约束下最优路径统一求解的几何代数算法。基于几何基编码的网络表达模型,实现了对节点、边、路径等网络对象及权重和约束条件的统一表达。建立了基于几何邻接矩阵外积的路径延拓、遍历与筛选机制,实现了路径延拓过程中网络拓扑关系和权重结构的同步计算。在此基础上,构建多约束条件下最优路径生成算法。最后,以江苏道路网络为例对算法的正确性进行验证,结果显示,该算法可较好地支撑同时包含数值型、节点型及结构型约束条件下最优路径的计算,可为复杂GIS网络分析提供理论与方法支撑。 展开更多
关键词 交通路径规划 多约束最优路径 几何代数 GIS
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混合智能算法在多约束优化问题中的应用 被引量:4
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作者 朱玉平 叶大振 +1 位作者 王锁萍 吴新余 《计算机应用研究》 CSCD 北大核心 2008年第4期1039-1042,1045,共5页
提出了一种将蚁群算法、遗传算法和粒子种群优化融合的混合智能算法来解决多约束最优路径和QoS路由问题。采用蚁群算法进行寻径生成初始群体,利用遗传算法对路径进行优化,利用PSO算法来优化蚁群算法中的信息素,优势互补。仿真结果表明... 提出了一种将蚁群算法、遗传算法和粒子种群优化融合的混合智能算法来解决多约束最优路径和QoS路由问题。采用蚁群算法进行寻径生成初始群体,利用遗传算法对路径进行优化,利用PSO算法来优化蚁群算法中的信息素,优势互补。仿真结果表明该算法是可行、有效的。 展开更多
关键词 多约束最优路径 QOS路由 蚁群算法 遗传算法 粒子种群
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Layered heuristic algorithm for multiple restriction routes
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作者 戴伏生 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第1期95-100,共6页
A layered algorithm by bidirectional searching is proposed in this paper to solve the problem that it is difficult and time consuming to reach an optimal solution of the route search with multiple parameter restrictio... A layered algorithm by bidirectional searching is proposed in this paper to solve the problem that it is difficult and time consuming to reach an optimal solution of the route search with multiple parameter restrictions for good quality of service. Firstly, a set of reachable paths to each intermediate node from the source node and the sink node based on adjacent matrix transformation are calculated respectively. Then a temporal optimal path is selected by adopting the proposed heuristic method according to a non-linear cost function. When the total number of the accumulated nodes by bidirectional searching reaches n-2, the paths from two directions to an intermediate node should be combined and several paths via different nodes from the source node to the sink node can be obtained, then an optimal path in the whole set of paths can be taken as the output route. Some simulation examples are included to show the effectiveness and efficiency of the proposed method. In addition, the proposed algorithm can be implemented with parallel computation and thus, the new algorithm has better performance in time complexity than other algorithms. Mathematical analysis indicates that the maximum complexity in time, based on parallel computation, is the same as the polynomial complexity of O(kn2-3kn+k), and some simulation results are shown to support this analysis. 展开更多
关键词 communication network quality of service routing routing algorithm route with multiple restrictions
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