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

Classifieds android app from my word press classifieds, Classifieds Android...

Classifieds Android app from my Word press Classifieds website with Google gps/ map augmented reality for ads Project Description: 1. Prepare an Android Classifieds app for m

Instance variables and arrays, For an assignment I need to write an array p...

For an assignment I need to write an array program to go along with an instance variable. I keep getting the no main class error when I run my program.

The characteristics of rup? , 1. RUP is relying on a few important principl...

1. RUP is relying on a few important principles and philosophies like planning ahead, knowing where the process is capturing and heading the project in extensible and storable mann

Modify user profile class, Modify your UserProfile class to meet the follow...

Modify your UserProfile class to meet the following requirements: It must include a field called wall to store an ArrayList of wall posting objects. It must also provide

Advantages offered by soa, Advantages offered by SOA Splits down the s...

Advantages offered by SOA Splits down the silos of data, functionalities, and applications into enterprise services. Adapts an application to changing business requirements

I want fitlife app for android - ios, I want FitLIFE app for Android, IOS, ...

I want FitLIFE app for Android, IOS, Windows Project Description: Hello, I want to develop an app for Android, IOS and Windows Phone. This app will be work with open source B

Illustrate object-to-relational mapping?, O/R mapping is well suited for re...

O/R mapping is well suited for read, change, write centric applications and not suited for write centric applications where data is seldom read. Although this was usually true of m

Create a program for student database, You are required to write a program ...

You are required to write a program that is going to be used to store the student details of a particular school.  This school caters for students aged between 5 years to 15 years.

Please help, please help please help please help please help please help pl...

please help please help please help please help please help please helpplease help please help

Why we use java as a programming language? , A:Java is a computer language....

A:Java is a computer language. There are some of the reasons which describe:   1. Built-in support for multi-threading, memory management (automatic garbage collection), and

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