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

Program using a data structure to represent a set, * Using a data structure...

* Using a data structure to represent a set * Writing and using a checked exception * Extending the Exception class What should you upload via Blackboard? The files,

Test plan & white box plan, i would like to ask if you have someone able to...

i would like to ask if you have someone able to do test plan & white box plan for the game 2048. Game already developed and tested (unit test only ). this task developed using the

Describe the relational operators in java, Describe the relational operator...

Describe the relational operators in java? Java has six relational operators which compare two numbers and return a boolean value. The relational operators are , > , , >=

What is the role of fonts in java explain with example, What is the role of...

What is the role of fonts in java explain with example? You've already seen one instance of drawing text in the HelloWorldApplet program of the last chapter. You call the drawS

What is dynaactionform, A specialized subclass of ActionForm that permits t...

A specialized subclass of ActionForm that permits the creation of form beans with dynamic sets of properties (configured in configuration file), without requiring the developer to

Difference b/w a static variable and an instance variable?, Class variables...

Class variables are named as static variables. There is only single occurrence of a class variable per JVM per class loader. When a class is operated the class variables are in

I want to copy an iphone app with some changes, I want to copy an iphone ap...

I want to copy an iphone app with some changes Project Description: I want to copy an iphone app with some changes i need the best programmer to do this for me Skills r

Prepare a java program to read .gpx files, Prepare a Java program to read ....

Prepare a Java program to read .GPX files Project Description: Prepare a Java program (GPX_Tracks_to_Text.Java) for Windows to: - Read every .GPX file in a provide drive a

JAVA Cipher Program, Cryptography, the study of secret writing, has been ar...

Cryptography, the study of secret writing, has been around for a very long time, from simplistic techniques to sophisticated mathematical techniques. No matter what the form howeve

What restrictions are placed on method overriding, What restrictions are pl...

What restrictions are placed on method overriding? Overridden methods must have the similar name, argument list, and return type. The overriding method may not limit the access

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