COS 126 Traveling Salesperson Problem |
Programming Assignment Due: Wednesday, 11:59pm |
Given a set of N points in the plane, the goal of a traveling salesperson is to visit all of them (and arrive back home) while keeping the total distance traveled as short as possible. Write a program to compute an approximate solution to the traveling salesperson problem (TSP), and use it to find the shortest tour that you can, connecting a given set of points in the plane.
Perspective. The importance of the TSP does not arise from an overwhelming demand of salespeople to minimize their travel distance, but rather from a wealth of other applications, many of which seem to have nothing to do with the TSP at first glance. Real world application areas include: vehicle routing, circuit board drilling, VLSI design, robot control, X-ray crystallography, machine scheduling, and computational biology.
Greedy heuristics. The traveling salesperson problem is a notoriously difficult combinatorial optimization problem, In principle, one can enumerate all possible tours, but, in practice, the number of tours is so staggeringly large (roughly N factorial) that this approach is useless. For large N, no one knows an efficient method that can find the shortest possible tour for any given set of points. However, many methods have been studied that seem to work well in practice, even though they are not guaranteed to produce the best possible tour. Such methods are called heuristics. Your main task is to implement the nearest neighbor and smallest increase insertion heuristics for building a tour incrementally. Start with a one-point tour (from the first point back to itself), and iterate the following process until there are no points left.
Point data type. First, create a Point data type that represents a point in the plane. Each Point object should be able to print itself to standard output, plot itself using StdDraw, plot a line segment from itself to another point, and calculate the Euclidean distance between itself and another point. It should have the following interface:
public Point(double x, double y) // constructor public String toString() // return string representation public void draw() // draw point public void drawTo(Point b) // draw line from invoking point a to b public double distanceTo(Point b) // return Euclidean distance between the two points
Tour data type. Next, create a Tour data type that represents the sequence of points visited in a TSP tour. Represent the tour as a circular linked list of nodes, one for each point. Each Node will contain a Point and a reference to the next Node in the tour. Within Tour.java, define a nested class Node in the standard way.
Each Tour object should be able to print its constituent points to standard output, plot its points using StdDraw, compute its total distance, and insert a new point using either of the two heuristics. Your Tour data type should support the following interface:private class Node { Point p; Node next; }
public Tour() // create an empty tour public void show() // print the tour to standard output public void draw() // draw the tour public double distance() // return the total distance of the tour public void insertSmallest(Point p) // insert p using the smallest insertion heuristic public void insertNearest(Point p) // insert p using the nearest neighbor heuristic
Input format. The input format will begin with two integers W and H, followed by pairs of real-valued x and y coordinates. All x coordinates will be betwen 0 and W; all y coordinates will be between 0 and H. As an example, the file tsp4.txt contains the following data
600 600 532.6531 247.7551 93.0612 393.6735 565.5102 590.0000 10.0000 10.0000
Testing. Many test data files are also available. Once you implement Point and Tour, use the client program NearestInsertion.java to run the nearest insertion heuristic and print the resulting tour and its distance to standard output. Program SmallestInsertion.java is analogous but runs the smallest insertion heuristic. Programs NearestInsertionDraw.java and SmallestInsertionDraw.java are similar but they plot the results using StdDraw.
What to submit. Submit the files readme.txt, Tour.java, and Point.java.
Contest and extra credit.
Implement a better heuristic. For example,
observe that any tour with paths that cross can be transformed
into a shorter one with no crossing paths: add that improvement to
your program. Here are some
other ideas.
We will award a special prize to whomever finds the shortest
tour around the 1000-point set.