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

In which way java says write once run anywhere, Java says write once, run ...

Java says write once, run anywhere . In which ways this isn't quite applicable ?

Java assignment, Java Project Introduction: In this project, you will ex...

Java Project Introduction: In this project, you will explore a few sorting algorithms. You will also test their efficiency by both timing how long a given sorting operation take

Need jvc everio stream converter, Need JVC Everio stream converter Proje...

Need JVC Everio stream converter Project Description: JVC Everio is a brand of cameras capable of real time streaming/ encodinig. To get the video from a PC or a mobile de

What is color in awt, What is Color in AWT? Color is a class in the AWT...

What is Color in AWT? Color is a class in the AWT. Individual colors such as red or mauve are examples of this class, java.awt.Color. Be sure to import it if you want to use ot

What is lookupdispatchaction, The LookupDispatchAction is a subclass of Dis...

The LookupDispatchAction is a subclass of DispatchAction. It does a reverse lookup on the resource package to get the key and then gets the method whose name is associated with the

Code for calculatr, how i made a calculator in java plz tell help me

how i made a calculator in java plz tell help me

Using rmi build robust distributed systems-jdbc odbc, This work assesses th...

This work assesses the following Outcomes: • Build robust, secure distributed systems using advanced programming techniques Use RMI to build a distributed application accessing

What is an xml namespace?, Question 1 What is Response Redirection? Explai...

Question 1 What is Response Redirection? Explain in brief Question 2 What is JDBC? Explain Question 3 Write a short note on Expressions Question 4 What is an XML na

What is the basic principle of rmi architecture, The RMI architecture is ba...

The RMI architecture is based on one significant principle: the definition of behavior and the execution of that behavior are separate concepts. RMI allows the code that describes

Why hub is used in networks, Why hub is used in networks? Hub is networ...

Why hub is used in networks? Hub is networking equipment and a device that connects various computers to form a network. In a network the NIC translates the message within elec

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