Graph_Weather_Solution_CTP_Single_Agent
收藏资源简介:
Graph Data: This data set comprises 30 different graphs, each detailing the edges, their associated costs, and the probability of failure for each edge. Additionally, each graph includes information on the source node and destination node. Weather Data: This data set comprises weather conditions (test instances) for 30 different graphs. Each graph is represented by a separate file, containing 1,000 unique weather conditions. For each weather condition, the list of available edges is provided. This comprehensive data set allows for extensive analysis and testing of algorithms related to graph traversal and pathfinding under varying conditions. Solution Data: This data set contains the results ( including paths and costs) for 30,000 test instances, evaluated using four different approaches: OFFLINE, AHOP, MLN, and MLP. Each file within the data set includes results for 1,000 instances. This comprehensive data set supports comparative analysis of these four approaches, facilitating research on their effectiveness and efficiency in pathfinding and cost.
图数据:本数据集涵盖30张独立的图结构,每张图均完整记录了边集、各边的关联代价,以及每条边的失效概率。此外,每张图还附带源节点与目标节点的相关信息。 天气数据:本数据集包含对应30张图的天气工况(测试样本)。每张图对应一个独立文件,其中包含1000组唯一的天气工况。针对每组天气工况,均提供了可用边的列表。该综合数据集可支持在多变工况下,对图遍历与路径搜索相关算法开展深度分析与测试。 求解数据:本数据集包含30000个测试样本的求解结果(含路径与代价),共采用四种不同方法完成评估:离线法(OFFLINE)、AHOP、MLN以及多层感知机(MLP)。数据集中的每个文件均包含1000个测试样本的求解结果。该综合数据集可支持对上述四种方法开展对比分析,助力相关路径搜索与代价评估领域的有效性与效率研究。



