Example #1
0
  /**
   * routing using A* algorithm with fibonacci heap basically same as routingAStar function
   *
   * @param startNode
   * @param endNode
   * @param startTime
   * @param pathNodeList return path
   * @return
   */
  public static double routingAStarFibonacci(
      long startNode, long endNode, int startTime, int dayIndex, ArrayList<Long> pathNodeList) {
    System.out.println("start finding the path...");
    int debug = 0;
    double totalCost = -1;
    try {
      // test store transversal nodes
      // HashSet<Long> transversalSet = new HashSet<Long>();

      if (!OSMData.nodeHashMap.containsKey(startNode)
          || !OSMData.nodeHashMap.containsKey(endNode)) {
        System.err.println("cannot find start or end node!");
        return -1;
      }

      if (startNode == endNode) {
        System.out.println("start node is the same as end node.");
        return 0;
      }

      HashSet<Long> closedSet = new HashSet<Long>();
      HashMap<Long, FibonacciHeapNode<NodeInfoHelper>> nodeHelperCache =
          new HashMap<Long, FibonacciHeapNode<NodeInfoHelper>>();

      FibonacciHeap<NodeInfoHelper> openSet = initialStartSet(startNode, endNode, nodeHelperCache);
      HashSet<Long> endSet = initialEndSet(endNode);
      NodeInfoHelper current = null;
      FibonacciHeapNode<NodeInfoHelper> fCurrent = null;

      while (!openSet.isEmpty()) {
        // remove current from openset
        fCurrent = openSet.min();
        openSet.removeMin();
        current = fCurrent.getData();

        // if(!transversalSet.contains(current.getNodeId()))
        //	transversalSet.add(current.getNodeId());

        long nodeId = current.getNodeId();
        // add current to closedset
        closedSet.add(nodeId);
        if (endSet.contains(nodeId)) { // find the destination
          current = current.getEndNodeHelper(endNode);
          totalCost = current.getCost();
          break;
        }
        // for time dependent routing
        int timeIndex =
            startTime
                + (int)
                    (current.getCost() / OSMParam.SECOND_PER_MINUTE / OSMRouteParam.TIME_INTERVAL);
        if (timeIndex
            > OSMRouteParam.TIME_RANGE
                - 1) // time [6am - 9 pm], we regard times after 9pm as constant edge weights
        timeIndex = OSMRouteParam.TIME_RANGE - 1;
        LinkedList<ToNodeInfo> adjNodeList = OSMData.adjListHashMap.get(nodeId);
        if (adjNodeList == null) continue; // this node cannot go anywhere
        double arriveTime = current.getCost();
        // for each neighbor in neighbor_nodes(current)
        for (ToNodeInfo toNode : adjNodeList) {
          debug++;
          long toNodeId = toNode.getNodeId();
          int travelTime;
          if (toNode.isFix()) // fix time
          travelTime = toNode.getTravelTime();
          else // fetch from time array
          travelTime = toNode.getSpecificTravelTime(dayIndex, timeIndex);
          // tentative_g_score := g_score[current] + dist_between(current,neighbor)
          double costTime = arriveTime + (double) travelTime / OSMParam.MILLI_PER_SECOND;
          // tentative_f_score := tentative_g_score + heuristic_cost_estimate(neighbor, goal)
          double heuristicTime = estimateHeuristic(toNodeId, endNode);
          double totalCostTime = costTime + heuristicTime;
          // if neighbor in closedset and tentative_f_score >= f_score[neighbor]
          if (closedSet.contains(toNodeId)
              && nodeHelperCache.get(toNodeId).getData().getTotalCost() <= totalCostTime) {
            continue;
          }
          NodeInfoHelper node = null;
          FibonacciHeapNode<NodeInfoHelper> fNode = null;
          // if neighbor not in openset or tentative_f_score < f_score[neighbor]
          if (!nodeHelperCache.containsKey(toNodeId)) { // neighbor not in openset
            // create new one
            node = new NodeInfoHelper(toNodeId);
            node.setCost(costTime);
            node.setHeuristic(heuristicTime);
            node.setParentId(nodeId);
            fNode = new FibonacciHeapNode<NodeInfoHelper>(node);
            openSet.insert(fNode, node.getTotalCost());
            nodeHelperCache.put(node.getNodeId(), fNode);
          } else if (nodeHelperCache.get(toNodeId).getData().getTotalCost()
              > totalCostTime) { // neighbor in openset
            fNode = nodeHelperCache.get(toNodeId);
            node = fNode.getData();
            // update information
            node.setCost(costTime);
            node.setHeuristic(heuristicTime);
            node.setParentId(nodeId);
            if (closedSet.contains(toNodeId)) { // neighbor in closeset
              closedSet.remove(toNodeId); // remove neighbor form colseset
              openSet.insert(fNode, node.getTotalCost());
            } else { // neighbor in openset, decreaseKey
              openSet.decreaseKey(fNode, node.getTotalCost());
            }
          }
        }
      }
      if (totalCost != -1) {
        long traceNodeId = current.getNodeId();
        pathNodeList.add(traceNodeId); // add end node
        traceNodeId = current.getParentId();
        while (traceNodeId != 0) {
          pathNodeList.add(traceNodeId); // add node
          fCurrent = nodeHelperCache.get(traceNodeId);
          current = fCurrent.getData();
          traceNodeId = current.getParentId();
        }
        Collections.reverse(pathNodeList); // reverse the path list
        System.out.println("find the path successful!");
      } else {
        System.out.println("can not find the path!");
      }
      // OSMOutput.generateTransversalNodeKML(transversalSet, nodeHashMap);
    } catch (Exception e) {
      e.printStackTrace();
      System.err.println(
          "tdsp: debug code " + debug + ", start node " + startNode + ", end node " + endNode);
    }
    return totalCost;
  }
Example #2
0
  // TODO : if start or end is already in the highway, will occur the problem, need to fix
  public static double routingHierarchy(
      long startNode, long endNode, int startTime, int dayIndex, ArrayList<Long> pathNodeList) {
    // System.out.println("start finding the path...");
    int debug = 0;
    try {
      if (!OSMData.nodeHashMap.containsKey(startNode)
          || !OSMData.nodeHashMap.containsKey(endNode)) {
        System.err.println("cannot find start or end node!");
        return -1;
      }

      if (startNode == endNode) {
        System.out.println("start node is the same as end node.");
        return 0;
      }

      NodeInfo start = OSMData.nodeHashMap.get(startNode);
      NodeInfo end = OSMData.nodeHashMap.get(endNode);
      double minDistance = Geometry.calculateDistance(start.getLocation(), end.getLocation());
      if (minDistance < 5) { // use normal A* algorithm to calculate small distance
        return routingAStar(
            start.getNodeId(),
            end.getNodeId(),
            OSMRouteParam.START_TIME,
            OSMRouteParam.DAY_INDEX,
            pathNodeList);
      }

      SearchingSharing sharingData = new SearchingSharing();
      HashMap<Long, NodeInfoHelper> nodeForwardCache = new HashMap<Long, NodeInfoHelper>();
      HashMap<Long, NodeInfoHelper> nodeReverseCache = new HashMap<Long, NodeInfoHelper>();
      ForwardSearching forwardSearching =
          new ForwardSearching(
              startNode, endNode, startTime, dayIndex, sharingData, nodeForwardCache);
      ReverseSearching reverseSearching =
          new ReverseSearching(endNode, startNode, sharingData, nodeReverseCache);
      // two thread run simultaneously
      Thread forwardThread = new Thread(forwardSearching);
      Thread reverseThread = new Thread(reverseSearching);
      // search forward
      forwardThread.start();
      // let forward searching for a while
      // Thread.sleep(100);
      // search reverse
      reverseThread.start();
      // waiting for thread finish
      forwardThread.join();
      reverseThread.join();
      // get the searching intersects
      ArrayList<Long> intersectList = sharingData.getIntersectList();
      // pick the least cost one according to time-dependent
      double minCost = Double.MAX_VALUE;
      ArrayList<Long> minCostPath = new ArrayList<Long>();
      for (long intersect : intersectList) {
        NodeInfoHelper current = nodeForwardCache.get(intersect);
        // cost from source to intersect
        double cost = current.getCost();
        current = nodeReverseCache.get(intersect);
        // update the reverse cost as forward cost
        current.setCost(cost);
        ArrayList<Long> reversePath = new ArrayList<Long>();
        double totalCost = Double.MAX_VALUE;
        // recalculate from intersect to destination
        while (true) {
          long nodeId = current.getNodeId();
          int timeIndex =
              startTime
                  + (int)
                      (current.getCost()
                          / OSMParam.SECOND_PER_MINUTE
                          / OSMRouteParam.TIME_INTERVAL);
          if (timeIndex
              > OSMRouteParam.TIME_RANGE
                  - 1) // time [6am - 9 pm], we regard times after 9pm as constant edge weights
          timeIndex = OSMRouteParam.TIME_RANGE - 1;
          long nextNodeId = current.getParentId();
          double arriveTime = current.getCost();
          // arrive end
          if (nextNodeId == 0) {
            totalCost = arriveTime;
            break;
          }
          // add node
          reversePath.add(nextNodeId);
          // calculate cost according adjlist
          LinkedList<ToNodeInfo> adjNodeList = OSMData.adjListHashMap.get(nodeId);
          double costTime = 0;
          for (ToNodeInfo toNode : adjNodeList) {
            if (toNode.getNodeId() == nextNodeId) {
              int travelTime;
              // forward searching is time dependent
              if (toNode.isFix()) // fix time
              travelTime = toNode.getTravelTime();
              else // fetch from time array
              travelTime = toNode.getSpecificTravelTime(dayIndex, timeIndex);
              costTime = arriveTime + (double) travelTime / OSMParam.MILLI_PER_SECOND;
              break;
            }
          }
          current = nodeReverseCache.get(nextNodeId);
          if (costTime == 0) System.err.println("cost time cannot be zero!");
          else current.setCost(costTime);
        }

        // process the left nodes to real destination
        long lastNode = reversePath.get(reversePath.size() - 1);
        if (lastNode != endNode) {
          NodeInfo last = OSMData.nodeHashMap.get(lastNode);
          NodeInfo dest = OSMData.nodeHashMap.get(endNode);
          EdgeInfo onEdge = last.getEdgeFromNodes(dest);
          current = nodeReverseCache.get(lastNode);
          int totalDistance = onEdge.getDistance();
          int distance;
          long toNodeId;
          if (onEdge.getStartNode() == lastNode) { // from start to middle
            distance = onEdge.getStartDistance(endNode);
            toNodeId = onEdge.getEndNode();
          } else { // from end to middle
            distance = onEdge.getEndDistance(endNode);
            toNodeId = onEdge.getStartNode();
          }
          LinkedList<ToNodeInfo> adjNodeList = OSMData.adjListHashMap.get(lastNode);
          double costTime = 0;
          int timeIndex =
              startTime
                  + (int) (totalCost / OSMParam.SECOND_PER_MINUTE / OSMRouteParam.TIME_INTERVAL);
          if (timeIndex
              > OSMRouteParam.TIME_RANGE
                  - 1) // time [6am - 9 pm], we regard times after 9pm as constant edge weights
          timeIndex = OSMRouteParam.TIME_RANGE - 1;
          for (ToNodeInfo toNode : adjNodeList) {
            if (toNode.getNodeId() == toNodeId) {
              int travelTime;
              // forward searching is time dependent
              if (toNode.isFix()) // fix time
              travelTime = toNode.getTravelTime();
              else // fetch from time array
              travelTime = toNode.getSpecificTravelTime(dayIndex, timeIndex);
              costTime = (double) travelTime / OSMParam.MILLI_PER_SECOND;
              break;
            }
          }
          if (costTime != 0) {
            costTime *= (double) distance / totalDistance;
          }
          totalCost += costTime; // add cost
          reversePath.add(endNode); // add dest
        }

        // if found less cost path, build forward path
        if (totalCost < minCost) {
          ArrayList<Long> forwardPath = new ArrayList<Long>();
          minCost = totalCost;
          current = nodeForwardCache.get(intersect);
          long traceNodeId = current.getParentId();
          while (traceNodeId != 0) {
            forwardPath.add(traceNodeId); // add node
            current = nodeForwardCache.get(traceNodeId);
            traceNodeId = current.getParentId();
          }
          Collections.reverse(forwardPath); // reverse the path list
          // record min-cost path, combine forward path and reverse path
          minCostPath = new ArrayList<Long>();
          minCostPath.addAll(forwardPath);
          minCostPath.add(intersect);
          minCostPath.addAll(reversePath);
          // output kml
          // OSMOutput.generatePathKML(nodeHashMap, pathNodeList, "path_" + intersect);
          // ArrayList<Long> intersectNode = new ArrayList<Long>();
          // intersectNode.add(intersect);
          // OSMOutput.generatePathNodeKML(nodeHashMap, intersectNode, "intersect_" + intersect);
        }
      }
      pathNodeList.addAll(minCostPath);
      return minCost;
    } catch (Exception e) {
      e.printStackTrace();
      System.err.println("routingHierarchy: debug code " + debug);
    }
    return 0;
  }