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旅行商问题#
这是一个旅行商问题绘制解决方案的示例
用于生成解决方案的函数是 christofides
,
该函数给定一组节点,计算旅行者为了最小化总成本必须遵循的节点路线。
The route of the traveller is: [0, 4, 19, 12, 2, 7, 10, 18, 5, 13, 6, 11, 3, 16, 17, 15, 14, 8, 9, 1, 0]
import matplotlib.pyplot as plt
import networkx as nx
import networkx.algorithms.approximation as nx_app
import math
G = nx.random_geometric_graph(20, radius=0.4, seed=3)
pos = nx.get_node_attributes(G, "pos")
# 仓库应该位于 (0,0)
pos[0] = (0.5, 0.5)
H = G.copy()
# 计算节点之间的距离作为边的权重。
for i in range(len(pos)):
for j in range(i + 1, len(pos)):
dist = math.hypot(pos[i][0] - pos[j][0], pos[i][1] - pos[j][1])
dist = dist
G.add_edge(i, j, weight=dist)
cycle = nx_app.christofides(G, weight="weight")
edge_list = list(nx.utils.pairwise(cycle))
# 仅在每个节点上绘制最近的边
nx.draw_networkx_edges(H, pos, edge_color="blue", width=0.5)
# 绘制路线
nx.draw_networkx(
G,
pos,
with_labels=True,
edgelist=edge_list,
edge_color="red",
node_size=200,
width=3,
)
print("The route of the traveller is:", cycle)
plt.show()
Total running time of the script: (0 minutes 0.034 seconds)