From 1d0e992e75422e175fdbe91b14e9bcfbae7fbc4b Mon Sep 17 00:00:00 2001 From: chuongmep <31106432+chuongmep@users.noreply.github.com> Date: Wed, 29 Mar 2023 23:02:10 +0800 Subject: [PATCH] Add FindShortestRoute Travelling salesman problem --- .idea/.idea.OpenMEP/.idea/.name | 1 + OpenMEPSandbox/Algo/TravellingSaleman.cs | 109 ++++++ OpenMEPSandbox/Geometry/Point.cs | 23 ++ .../geometry/dyn/Point.FindShortestRoute.dyn | 324 ++++++++++++++++++ .../dyn/pic/Point.FindShortestRoute.gif | Bin 0 -> 229514 bytes 5 files changed, 457 insertions(+) create mode 100644 .idea/.idea.OpenMEP/.idea/.name create mode 100644 OpenMEPSandbox/Algo/TravellingSaleman.cs create mode 100644 docs/OpenMEPPage/geometry/dyn/Point.FindShortestRoute.dyn create mode 100644 docs/OpenMEPPage/geometry/dyn/pic/Point.FindShortestRoute.gif diff --git a/.idea/.idea.OpenMEP/.idea/.name b/.idea/.idea.OpenMEP/.idea/.name new file mode 100644 index 00000000..794249ec --- /dev/null +++ b/.idea/.idea.OpenMEP/.idea/.name @@ -0,0 +1 @@ +OpenMEP \ No newline at end of file diff --git a/OpenMEPSandbox/Algo/TravellingSaleman.cs b/OpenMEPSandbox/Algo/TravellingSaleman.cs new file mode 100644 index 00000000..9864cf26 --- /dev/null +++ b/OpenMEPSandbox/Algo/TravellingSaleman.cs @@ -0,0 +1,109 @@ +using Autodesk.DesignScript.Geometry; +using Autodesk.DesignScript.Runtime; + +namespace OpenMEPSandbox.Algo; + +[IsVisibleInDynamoLibrary(false)] +public static class TravellingSalesman +{ + + /// + /// takes a list of 3D points as input and returns the shortest route that visits each point exactly once + /// + /// + /// + public static List FindShortestRoute(List points) + { + List shortestRoute = null; + double shortestDistance = double.MaxValue; + + // Generate all possible permutations of the points + List> permutations = Permute(points); + + // For each permutation, calculate the total distance and keep track of the shortest route + foreach (List route in permutations) + { + double totalDistance = CalculateTotalDistance(route); + if (totalDistance < shortestDistance) + { + shortestDistance = totalDistance; + shortestRoute = route; + } + } + + return shortestRoute; + } + + /// + /// takes a list of 3D points as input and returns a list of all possible permutations of the input list + /// + /// + /// + static List> Permute(List points) + { + List> result = new List>(); + PermuteHelper(points, 0, result); + return result; + } + + /// + /// takes three arguments: the input list of points, the current index to swap, and the list to store the permutations + /// + /// + /// + /// + static void PermuteHelper(List points, int index, List> result) + { + if (index >= points.Count) + { + result.Add(new List(points)); + } + else + { + for (int i = index; i < points.Count; i++) + { + Swap(points, index, i); + PermuteHelper(points, index + 1, result); + Swap(points, index, i); + } + } + } + + /// + /// takes a list of points and two indices and swaps the elements at those indices in the list. + /// + /// + /// + /// + static void Swap(List points, int i, int j) + { + (points[i], points[j]) = (points[j], points[i]); + } + + static double CalculateTotalDistance(List route) + { + double totalDistance = 0; + for (int i = 0; i < route.Count - 1; i++) + { + totalDistance += CalculateDistance(route[i], route[i + 1]); + } + + totalDistance += CalculateDistance(route[route.Count - 1], route[0]); + return totalDistance; + } + + /// + /// calculates the distance between two points by using euclidean distance formula + /// + /// the first point + /// the second point + /// distance between two point + static double CalculateDistance(Autodesk.DesignScript.Geometry.Point point1, + Autodesk.DesignScript.Geometry.Point point2) + { + double dx = point2.X - point1.X; + double dy = point2.Y - point1.Y; + double dz = point2.Z - point1.Z; + return Math.Sqrt(dx * dx + dy * dy + dz * dz); + } +} \ No newline at end of file diff --git a/OpenMEPSandbox/Geometry/Point.cs b/OpenMEPSandbox/Geometry/Point.cs index f764323f..4f53bd2d 100644 --- a/OpenMEPSandbox/Geometry/Point.cs +++ b/OpenMEPSandbox/Geometry/Point.cs @@ -432,4 +432,27 @@ public static double CompareTo(Autodesk.DesignScript.Geometry.Point point1, int compareTo = point1.ToGSharkType().CompareTo(point2.ToGSharkType()); return compareTo; } + + /// + /// takes a list of 3D points as input and returns the shortest route that visits each point exactly once' + /// https://en.wikipedia.org/wiki/Travelling_salesman_problem + /// + /// the list 3d points + /// shortest route + /// + /// ![](../OpenMEPPage/geometry/dyn/pic/Point.FindShortestRoute.gif) + /// + public static List FindShortestRoute(List points) + { + List shortestRoute = TravellingSalesman.FindShortestRoute(points); + // connect line + List lines = new List(); + for (int i = 0; i < shortestRoute.Count - 1; i++) + { + Autodesk.DesignScript.Geometry.Line line = + Autodesk.DesignScript.Geometry.Line.ByStartPointEndPoint(shortestRoute[i], 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