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

I want prosport savings plans, I want ProSport Savings Plans Project Des...

I want ProSport Savings Plans Project Description: To prepare an application on iPhone, Mac, iPad and Android, which does the subsequent:- Provides a calculation of the am

What do you mean by java virtual machine?, Question 1 What do you mean by ...

Question 1 What do you mean by Java Virtual Machine? Question 2 Write a simple Java program to display a string message and explain the steps of Compilation and execution in Jav

Program, write a program in java which enters name,roll #,and shows the sum...

write a program in java which enters name,roll #,and shows the sum of students english and maths marks?

Define testing with respect to programming, Define testing with respect to ...

Define testing with respect to programming? Testing is the process through that we try to determine the presence defects in a program. Testing is an significant step in soft

Explain overriding methods and the solution, Explain Overriding Methods: Th...

Explain Overriding Methods: The Solution The object oriented solution to this problem is to describe a new class, call it SlowCar, that inherits from Car and imposes the additi

What is the function of network interface card, What is the function of Net...

What is the function of Network Interface Card? NIC is an I/O device which plugs within the computer and it enables it to communicate over a network.

Polymorphism, Polymorphism - defines the ability of a single variable of ...

Polymorphism - defines the ability of a single variable of a provided type to be used to reference objects of different types, and automatically call the method that is specific

Make changes to an editable pdf form, Make Changes to an Editable PDF Form ...

Make Changes to an Editable PDF Form Project Description: I need for someone who is able to make some changes to PDF forms. Skills required: Data Processing, Data Entry

Prepare neo4j database of airline airports and routes, Prepare Neo4j databa...

Prepare Neo4j database of airline airports and routes. Implement Dijkstra algorithm to evaluate shortest path for flights with available seats. I'm need a developer with Neo4j/g

Admin panel to upload my html and psd templates, Admin panel to upload my h...

Admin panel to upload my html, php, psd templates Project Description: -Upload my psd file and convert -Login panel -Client login panel -Encryption code -Send dem

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