Minimum spanning tree based heuristic, JAVA Programming

Assignment Help:

Problem description: A travelling salesman wants to make a tour of the cities and returns back to the starting point. What is the minimum length tour?

  • Formal Definition:

o   Input: A set S = {P1, P2, ..., Pn} of n points representing the locations of n cities. The coordinates of Pi is (xi, yi). For simplicity, the coordinates xi and  yi are integers in [0..1000), i.e.,  0  ≤ xi, yi  ≤ 999, i= 1,2,..,n. The distance between Pi and Pj is defined as |xi- xj|+|yi- yj|.

o    Output: A TSP tour that starts from P1, visit all the cities (Pi, i=2,3..,n) and return back to starting point P1

o    Objective: Minimize the total length of the TSP tour.

HEURISTICS

  • Minimum Spanning Tree (MST) Based Heuristic
  1. Construct a MST, T, for the points in S from starting point P1;
  2. Traverse around T to get the initial TSP tour for S;
  3. Exploit the triangular inequality and remove unnecessary visits in the TSP tour.
  4. Compute the length of the tour.
  • Nearest Neighbour Heuristic
  1. current position ← P1;
  2. Loop for n-1 steps
  1. At each step, choose to visit next the city that is closest to the current position;
  2. Update the current position;

o   Including the closing edge (back to P1) in the tour;

o   Compute the length of the tour.

TASKS

1.  Implement the MST Based Heuristic;

2.  Implement the Nearest Neighbour Heuristic;

3.  Implement a function, randomSetGenerator that will generate a set of random points on the L1-metric Plane.

4.  Conduct the following experiment for n=100

o   Repeat the following for 10 times

§   Call randomSetGenerator to generate a set S of n random points.

  • Feed S to the MST Based Heuristic. Record the length of the tour and the execution time.
  • Feed S to the Nearest Neighbour Heuristic. Record the length of the tour and the execution time.

o   Compute the average length of the tour and the average execution time for the MST Based Heuristic.

o   Compute the average length of the tour and the average execution time for the Nearest Neighbour Heuristic.

5.  Repeat the above experiments for n = 200, 300, 400, 500, 600, 700, 800, 900 and 1000. Collect the statistics (average length of the tour and average execution time) from the experiments. Compare the two heuristics in term of the average length of the tour and average execution time. 

 


Related Discussions:- Minimum spanning tree based heuristic

What is bullseye explain with an example, What is Bullseye explain with an ...

What is Bullseye explain with an example? This is a easy applet that draws a series of filled, concentric circles alternating red and white, instead a bullseye. import java.ap

Create a generic class with a type parameter, 1. The purpose of this proble...

1. The purpose of this problem is to practice using generics.  Create a generic class with a type parameter that simulates drawing an item at random out of a box. For exampl

Explain the ? operator in java, Explain The ?  operator in Java ? The...

Explain The ?  operator in Java ? The value of a variable frequent depends on whether a particular boolean expression is or is not true and on nothing else. For example one ge

Online music store application, An online music store offers all songs for ...

An online music store offers all songs for 3$ each. The store requires members to prepay any amount of money they wish, and then download as many songs accordingly. You are require

Describe final arguments, Describe final arguments? At last, you can de...

Describe final arguments? At last, you can declare in which method arguments are final. This means that the techniques will not directly change them. Because all arguments are

What is static in java, What is static in java? Static means one per cl...

What is static in java? Static means one per class, not one for each object no matter how many example of a class might exist. This means that you can use them without making a

Want an android app to be build, Want an Android App to be Build What i ...

Want an Android App to be Build What i want is a Taxi App for Android and if good price for iOS too. The App want to have a Website where to add Cars whit all information and

Develop a client-server student record application, Develop a Client/Server...

Develop a Client/Server (MySQL) student record application Project Description: I need a client/server application with a MySQL backend database. The prototype could interfac

What is javaserver faces expression language, A easy expression language us...

A easy expression language used by a JavaServer Faces UI component tag attributes to bind the associated component to a bean property or to bind the associated component's value to

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd