public void TestFindingDirectionsBestFirstSearchRomania()
{
var solver = new AStarSearchSolver <FindingDirectionsState>(_ => default(double));
var problem = GetRomaniaProblem();
TestSolver(solver, problem, 418);
}
public void TestFindingDirectionsAStarSearchLimaLandmarksHeuristic()
{
var filename = @"../../../../datasets/Lima/Lima.osm.pbf";
var(graph, nodes) = OpenStreetMapDataHelper.ExtractMapGraph(filename);
var nodeLocator = OpenStreetMapDataHelper.MakeNodeLocator(nodes);
double latFrom = -12.073457334109781;
double lonFrom = -77.16832519640246;
double latTo = -12.045889755060621;
double lonTo = -77.04266126523356;
var problem = OpenStreetMapDataHelper.BuildMapProblem(graph, nodeLocator, latFrom, lonFrom, latTo, lonTo);
var goal = problem.GetGoalState();
// TODO: find a good way to choose landmarks
var landmarks = new List <FindingDirectionsState>();
landmarks.Add(nodeLocator.FindNearestNeighbor(new FindingDirectionsState(0, null, -11.9997645637738, -77.08525616778775)));
landmarks.Add(nodeLocator.FindNearestNeighbor(new FindingDirectionsState(0, null, -12.0730474312380, -77.16825444354458)));
//landmarks.Add(nodeLocator.FindNearestNeighbor(new FindingDirectionsState(0, null, -12.1900507635347, -76.97454096014161)));
landmarks.Add(nodeLocator.FindNearestNeighbor(new FindingDirectionsState(0, null, -12.0160677109035, -76.87767227591303)));
output.WriteLine("Landmarks selected: " + landmarks.Count);
foreach (var landmark in landmarks)
{
output.WriteLine(" " + landmark.ToString());
}
var heuristic = HeuristicsHelper.MakeLandmarksHeuristic(goal, graph, landmarks);
var solver = new AStarSearchSolver <FindingDirectionsState>(heuristic);
// real solution Final State (293 moves, 8.98118622895219 cost)
// test solution Final State (361 moves, 10.7577504383769 cost)
TestSolver(solver, problem, 8.98118622895219);
}
public void TestNPuzzleAStarSearchHammingDistance()
{
var solver = new AStarSearchSolver <NPuzzle>(NPuzzle.HammingDistance);
var problem = new NPuzzleProblem(3, 3, "8 6 7 2 5 4 3 0 1");
TestSolver(solver, problem, 27);
// cannot really solve larger problems with this method
}
public void TestNPuzzleAStarSearchManhattanDistance()
{
var solver = new AStarSearchSolver <NPuzzle>(NPuzzle.ManhattanDistance);
var problem = new NPuzzleProblem(3, 3, "8 6 7 2 5 4 3 0 1"); int expected = 27;
//var problem = new NPuzzleProblem(3, 4, "3 7 9 11 4 8 10 0 5 2 1 6"); int expected = 37;
//var problem = new NPuzzleProblem(4, 4, "14, 1, 9, 6, 4, 8, 12, 5, 7, 2, 3, 0, 10, 11, 13, 15"); int expected = 45;
//var problem = new NPuzzleProblem(4, 4, "4, 3, 6, 13, 7, 15, 9, 0, 10, 5, 8, 11, 2, 12, 1, 14"); int expected = 50;
TestSolver(solver, problem, expected);
}
public ActionResult <object> GetDirections(double latFrom, double lonFrom, double latTo, double lonTo)
{
var timer = Stopwatch.StartNew();
var problem = OpenStreetMapDataHelper.BuildMapProblem(mapGraph, locations, latFrom, lonFrom, latTo, lonTo);
var goal = problem.GetGoalState();
Func <FindingDirectionsState, double> heuristic = from => double_heuristic(from, goal);
var solver = new AStarSearchSolver <FindingDirectionsState>(heuristic);
var locationFinding = timer.Elapsed.TotalMilliseconds;
timer = Stopwatch.StartNew();
var solution = solver.Solve(problem).Cast <FindingDirectionsState>().ToArray();
List <LatLng> steps = null;
if (MapController.segmentsGraph == null)
{
steps = new List <LatLng>();
for (int i = 1; i < solution.Length; i++)
{
var parts = MapController.segmentsGraph.GetEdgeWeight(solution[i - 1], solution[i]);
steps.AddRange(parts.Select(m => new LatLng {
lat = m.Latitude, lng = m.Longitude
}));
}
}
else
{
steps = solution
.Select(m => new LatLng {
lat = m.Latitude, lng = m.Longitude
})
.ToList();
}
var itemsTime = timer.Elapsed.TotalMilliseconds;
return(new {
points = steps,
problemDefineTime = locationFinding,
directionsFindTime = itemsTime,
statesEvaluated = solver.StatesEvaluated,
});
}
public void TestFindingDirectionsAStarSearchLimaStraightLineDistanceHeuristic()
{
var filename = @"../../../../datasets/Lima/Lima.osm.pbf";
// var problem = OpenStreetMapDataHelper.ExtractMapProblem(
// filename,
// -12.073457334109781, -77.16832519640246,
// -12.045889755060621,-77.04266126523356
// // -12.041839850701912,-77.06330992167841,
// // -12.060138589193466,-77.01043821757685
// );
var(graph, nodes) = OpenStreetMapDataHelper.ExtractMapGraph(filename);
var nodeLocator = OpenStreetMapDataHelper.MakeNodeLocator(nodes);
double latFrom = -12.073457334109781;
double lonFrom = -77.16832519640246;
double latTo = -12.045889755060621;
double lonTo = -77.04266126523356;
var problem = OpenStreetMapDataHelper.BuildMapProblem(graph, nodeLocator, latFrom, lonFrom, latTo, lonTo);
var goal = problem.GetGoalState();
var heuristic = HeuristicsHelper.MakeStraightLineDistanceHeuristic(goal);
var solver = new AStarSearchSolver <FindingDirectionsState>(heuristic);
TestSolver(solver, problem, 8.98118622895219);
}