最短路径算法-迪杰斯特拉(Dijkstra)算法在c#中的实现和生产应用
2024-09-18 04:54:07
迪杰斯特拉(Dijkstra)算法是典型最短路径算法，用于计算一个节点到其他节点的最短路径。
它的主要特点是以起始点为中心向外层层扩展(广度优先遍历思想)，直到扩展到终点为止
贪心算法(Greedy Algorithm)
贪心算法，又名贪婪法，是寻找最优解问题的常用方法，这种方法模式一般将求解过程分成若干个步骤，但每个步骤都应用贪心原则，选取当前状态下最好/最优的选择（局部最有利的选择），并以此希望最后堆叠出的结果也是最好/最优的解。
Dijkstra推导过程(摘自：https://zhuanlan.zhihu.com/p/346558578)
- 通过Dijkstra计算图G中的最短路径时，需要指定一个起点D(即从顶点D开始计算)。
- 此外，引进两个数组S和U。S的作用是记录已求出最短路径的顶点(以及相应的最短路径长度)，而U则是记录还未求出最短路径的顶点(以及该顶点到起点D的距离)。
- 初始时，数组S中只有起点D；数组U中是除起点D之外的顶点，并且数组U中记录各顶点到起点D的距离。如果顶点与起点D不相邻，距离为无穷大。
- 然后，从数组U中找出路径最短的顶点K，并将其加入到数组S中；同时，从数组U中移除顶点K。接着，更新数组U中的各顶点到起点D的距离。
- 重复第4步操作，直到遍历完所有顶点。
图解(摘自：https://zhuanlan.zhihu.com/p/346558578)
当我们理解了算法原理后，我们需要明白Dijkstra不能够处理的场景
- 不能处理负权重边(往往找错最短路径,在Dijkstra看来,cost是递增的)
- A-A的绕圈路径查找(需要特殊处理)
代码实战(已经在生产使用)
- 节点对象定义：
public class Edge
{
public int StartNodeID;
public int EndNodeID;
public double Weight;
}
public class Node
{
public int Id { get; set; }
public bool Enable { get; set; }
}
public class NodeItem
{
public bool Used { get; set; }
public List<int> Nodes { get; } = new List<int>();
public int NodeId { get; set; }
public int Index { get; set; }
public double Weight { get; set; }
}
- 初始化图，点，路径集合
public void Initialize(IEnumerable<Edge> edges, IEnumerable<Node> nodes)
{
_edges = edges.ToList();
_nodes = nodes.ToList();
_nodeItems = new List<NodeItem>();
_graph = new double[_nodes.Count(), _nodes.Count()];
foreach (var row in Enumerable.Range(0, _nodes.Count()))
{
var rowNode = _nodes[row];
foreach (var colnum in Enumerable.Range(0, _nodes.Count()))
{
if (row == colnum)
{
_graph[row, colnum] = 0;
continue;
}
var edge = _edges.FirstOrDefault(x =>
x.StartNodeID == rowNode.Id && x.EndNodeID == _nodes[colnum].Id);
_graph[row, colnum] = edge == null ? double.MaxValue : edge.Weight;
}
_nodeItems.Add(new NodeItem()
{
NodeId = _nodes[row].Id,
Index = row,
Weight = double.MaxValue
});
}
}
- 路由主体方法
public Route GetRoute(int startPointID, int endPointID)
{
if (IsRouting)
throw new InvalidOperationException($"can't route.router busy");
IsRouting = true;
Node sNode = null;
Node dNode = null;
try
{
if ((sNode = _nodes.FirstOrDefault(x => x.Id == startPointID)) == null
|| (dNode = _nodes.FirstOrDefault(x => x.Id == endPointID)) == null)
throw new ArgumentNullException("can't found target points.");
_nodeItems.FirstOrDefault(x => x.NodeId == startPointID).Used = true;
_nodeItems.ForEach(x =>
{
x.Weight = GetRowArray(_graph, _nodes.IndexOf(sNode))[x.Index];
x.Nodes.Add(startPointID);
});
while (_nodeItems.Any(x => !x.Used))
{
var item = GetUnUsedAndMinNodeItem();
if (item == null)
break;
item.Used = true;
var tempRow = GetRowArray(_graph, item.Index);
foreach (var nodeItem in _nodeItems)
{
if (nodeItem.Weight > tempRow[nodeItem.Index] + item.Weight)
{
nodeItem.Weight = tempRow[nodeItem.Index] + item.Weight;
nodeItem.Nodes.Clear();
nodeItem.Nodes.AddRange(item.Nodes);
nodeItem.Nodes.Add(item.NodeId);
}
}
}
var desNodeitem = _nodeItems.FirstOrDefault(x => x.NodeId == endPointID);
if (desNodeitem.Used && desNodeitem.Weight < double.MaxValue)
{
var edges = new List<Edge>();
foreach (var index in Enumerable.Range(0, desNodeitem.Nodes.Count - 1))
{
edges.Add(_edges.FirstOrDefault(x => x.StartNodeID == desNodeitem.Nodes[index] && x.EndNodeID == desNodeitem.Nodes[index + 1]));
}
edges.Add(_edges.FirstOrDefault(x => x.StartNodeID == desNodeitem.Nodes.Last() && x.EndNodeID == endPointID));
return new Route()
{
Edges = edges
};
}
return null;
}
catch (Exception ex)
{
_logger.LogError(ex.ToString());
_logger.LogInformation($"startPoint:{startPointID}-endpoint:{endPointID} route faild.");
throw;
}
finally
{
_nodeItems.ForEach(x =>
{
x.Used = false;
x.Nodes.Clear();
});
IsRouting = false;
}
}
private NodeItem GetUnUsedAndMinNodeItem()
{
return _nodeItems.Where(x => !x.Used && x.Weight != double.MaxValue).OrderBy(x => x.Weight).FirstOrDefault();
}
private double[] GetRowArray(double[,] source, int row)
{
double[] result = new double[source.GetLength(1)];
foreach (var index in Enumerable.Range(0, result.Length))
{
result[index] = source[row, index];
}
return result;
}
完整代码
public class DijkstraRouter
{
private double[,] _graph;
private List<Edge> _edges;//所有的边
private List<Node> _nodes;//所有的节点
private List<NodeItem> _nodeItems;
public bool IsRouting { get; set; }
private readonly ILogger<DijkstraRouter> _logger;
public DijkstraRouter(ILogger<DijkstraRouter> logger)
{
_logger = logger;
}
public Route GetRoute(int startPointID, int endPointID)
{
if (IsRouting)
throw new InvalidOperationException($"can't route.router busy");
IsRouting = true;
Node sNode = null;
Node dNode = null;
try
{
if ((sNode = _nodes.FirstOrDefault(x => x.Id == startPointID)) == null
|| (dNode = _nodes.FirstOrDefault(x => x.Id == endPointID)) == null)
throw new ArgumentNullException("can't found target points.");
_nodeItems.FirstOrDefault(x => x.NodeId == startPointID).Used = true;
_nodeItems.ForEach(x =>
{
x.Weight = GetRowArray(_graph, _nodes.IndexOf(sNode))[x.Index];
x.Nodes.Add(startPointID);
});
while (_nodeItems.Any(x => !x.Used))
{
var item = GetUnUsedAndMinNodeItem();
if (item == null)
break;
item.Used = true;
var tempRow = GetRowArray(_graph, item.Index);
foreach (var nodeItem in _nodeItems)
{
if (nodeItem.Weight > tempRow[nodeItem.Index] + item.Weight)
{
nodeItem.Weight = tempRow[nodeItem.Index] + item.Weight;
nodeItem.Nodes.Clear();
nodeItem.Nodes.AddRange(item.Nodes);
nodeItem.Nodes.Add(item.NodeId);
}
}
}
var desNodeitem = _nodeItems.FirstOrDefault(x => x.NodeId == endPointID);
if (desNodeitem.Used && desNodeitem.Weight < double.MaxValue)
{
var edges = new List<Edge>();
foreach (var index in Enumerable.Range(0, desNodeitem.Nodes.Count - 1))
{
edges.Add(_edges.FirstOrDefault(x => x.StartNodeID == desNodeitem.Nodes[index] && x.EndNodeID == desNodeitem.Nodes[index + 1]));
}
edges.Add(_edges.FirstOrDefault(x => x.StartNodeID == desNodeitem.Nodes.Last() && x.EndNodeID == endPointID));
return new Route()
{
Edges = edges
};
}
return null;
}
catch (Exception ex)
{
_logger.LogError(ex.ToString());
_logger.LogInformation($"startPoint:{startPointID}-endpoint:{endPointID} route faild.");
throw;
}
finally
{
_nodeItems.ForEach(x =>
{
x.Used = false;
x.Nodes.Clear();
});
IsRouting = false;
}
}
private NodeItem GetUnUsedAndMinNodeItem()
{
return _nodeItems.Where(x => !x.Used && x.Weight != double.MaxValue).OrderBy(x => x.Weight).FirstOrDefault();
}
private double[] GetRowArray(double[,] source, int row)
{
double[] result = new double[source.GetLength(1)];
foreach (var index in Enumerable.Range(0, result.Length))
{
result[index] = source[row, index];
}
return result;
}
public void Initialize(IEnumerable<Edge> edges, IEnumerable<Node> nodes)
{
_edges = edges.ToList();
_nodes = nodes.ToList();
_nodeItems = new List<NodeItem>();
_graph = new double[_nodes.Count(), _nodes.Count()];
foreach (var row in Enumerable.Range(0, _nodes.Count()))
{
var rowNode = _nodes[row];
foreach (var colnum in Enumerable.Range(0, _nodes.Count()))
{
if (row == colnum)
{
_graph[row, colnum] = 0;
continue;
}
var edge = _edges.FirstOrDefault(x =>
x.StartNodeID == rowNode.Id && x.EndNodeID == _nodes[colnum].Id);
_graph[row, colnum] = edge == null ? double.MaxValue : edge.Weight;
}
_nodeItems.Add(new NodeItem()
{
NodeId = _nodes[row].Id,
Index = row,
Weight = double.MaxValue
});
}
}
public class NodeItem
{
public bool Used { get; set; }
public List<int> Nodes { get; } = new List<int>();
public int NodeId { get; set; }
public int Index { get; set; }
public double Weight { get; set; }
}
}
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