关于算法:Data-structure-and-algorithm

Data structure and algorithm analysis project
2021
N-Body dynamics simulation under gravitational force and
collision

Introduction
In this project, you are going to build a simulation system of rigid spherical objects. You should write a
program to simulate some rigid balls in a vacuum space so that they can move and collide with each
other.
The basic aspects of the problem are as follows:
• All of the objects are rigid body. When they collide with each other, they will not change shape.
They will not break into pieces either.
• Each object has its own size, mass, position and color. You can add as many attributes to the
objects as you wish. The size, mass and color of an object do NOT change. But the position can
change with time.
• Since the objects move their position, they can collide with each other and bounce off with each
other. When this happens, the energy and momentum are preserved.
• There are gravitational forces between objects. This affects the movement of the objects.
• You need to write programs to simulate this process.
The difficulty of this problem can vary a lot with different requirement of the program. In order to simplify
this job, we add the following simplification:
• All of the objects that move in space are spherical balls with uniform density, which means the
centroid of mass of a ball is the the geometry center of the same ball.
• Ignore relativistic effect, quantum effect, air resistence (as the space is vacuum), friction.
• The gravitational force between two objects is denoted as: , where is the gravitational
constant, approximatly . You can use that number in this project. and
are the mass of the two object, respectively. is the distance between the centroid of the two
object.
• The objects are smooth. And they do NOT rotate at the initial state of the simulation. So they will
not rotate at any time.
• The objects are in a two dimensional space. There are four walls around the space. The walls are
also rigid. When the objects collide with the wall, they can bounce off the wall. The mass of the
walls are very small, so the gravitational force between the walls and the objects are ignored. The
walls do not move, so that you can simulate a finite size of a square space where x,y [0, length]
instead of from negative infinity to positive infinity.
R2
Gm m1 2 G
6.67 × 10 Nm /kg −11 2 2 m1
m2 R
∈
• The objects cannot intersect with each other. The objects cannot intersect with the wall.
• All collisions happens instantly.
Your program should display the result using a graphic window. The window should display how the balls
move as time goes.
You should also write some test code to test the correctness of your program as well as the performance.
Note that in real world project, this could be equally important as writing a good algorithm.
Project Requirement
The actural work of the project contains many parts:
• Write the system described above. (50 Points)
• Test the accuracy and performance of your system. (10 points)
• Write your report. (10 points)
Write the system described above. First of all, you should make such a system.
• (10 points) Can customize all collision balls.(This means that the program should be able to read
from standard input the initial state of all the balls.)
• (20 points) The program should be able to run and show the movement of the objects with GUI.
• (10 points) To collide and bounce according to the energy and momentum.
• (10 points) Consider the influence of gravity.
Test the accuracy and performance of your system.
• (5 points) Show that your program can produce the correct result.
• (5 points) Show the performance of your program.
Programming mistakes can happen anywhere in such a project. Some mistakes will make your program
produce the wrong result but still be able to run. Try to prove that your program can produce the right
result.
You could also find ways to show that your program runs fast, especially when you have some
performance improvement in your project. Try to run your program with large number of objects instead
of just 10 objects. Maybe you can test the frame rate of your program. You may also find hints in the
reference material at the end of this document.
Write your report.
Include everything you want us to know about your project. Such as the basic structure of your project,
the data structures you have used in the project, the way you optimize the performance, and anything
that makes your project different from others.
Clearly state how to run your program in your report. It’s necessary when we test your program.
You may also include some statistics of your program, such as those mentioned in the reference links.
However, we have no requirement on the length of the report. Do NOT try to make it unnecessarily long.
Remember to include group members and student numbers. Also remember to upload your report in
“pdf” format.
Extra test
You may noticed that the above parts add up to 70 points. In the last we will run some test we have
prepared on your program. That is the last 30 points of your project. This can only be down after your
code is submitted. We’ll test your program by some cases. By specifying the number of objects and each
object’s size, mass, position and color, your program’s result should be the same with the standard
answer. The difficulty of each test cases is different. Some examples contains only a few objects, e.g. only
or 4 balls in the space. However, some cases contains much more objects than that. Brute force
algorithms may not pass all of them, and you can try to minimize the time complexity of your algorithm.
Each test case has some score, and your score depends on the number of test cases you pass. Your
algorithm has to be able to show us the process through the GUI.
There are restrictions on what you can use and cannot use in this project.
You could use various tools to advance your project, but third party physics engines, game engines are
not allowed. For instance, you could use OpenGL, and OpenCL, but Unity and Unreal are not allowed to
use in the project.
You are allowed to use algs4 library. If you want to use some library and you are not sure about it, you
can ask.
Input & Output Standard
Here’s a template input file in the block shown as below.
terminal
100
3
0.5 0.5 0 0 0.1 1000000 150 30 10
0.1 0.5 0 0.01 0.03 1 50 50 50
0.8 0.5 0 0.01 0.01 0.1 50 50 50
3
2
0
4
There are 2 choices of line 1st: terminal and gui. terminal means you should not show a window.
Instead, you should print the required information in the terminal. gui means you should show a window.
The number of line 2nd indicates the side length of the square space, all the objects are supposed be in
the square space. For example, the second line contains 100, then the x and y coordinate of everything in
your space is in [0, 100].
The number of line 3rd num is the number of objects.
For each of the next num lines, there are 9 numbers represent the initial state of one object. The 9
numbers are:
• x-coordinate x
• y-coordinate y
• initial velocity in the x direction vx
• initial velocity in the y direction vy
• radius of the square radius
• mass of the square weight
• color of the square r g b.
The unit of x, y and radius is meter. The unit of vx and vy is meter/second. The unit of weight is
kilogram.
The objects are indexed. The first object is the 0th and the second object is the 1st,…, the last object is
num-1.
The number in the next line query indicates the number of querys. For each of the next query lines, there
are 2 numbers. The first is the time t in seconds and the second is index of the object. You should print a
line containing the x, y, vx, vy of the object at the time t seconds after the begining of the simulation.
Sample Input:
terminal
100
1
5 1 0 1 100 150 150 150
3
0
0
0
Sample Output:
5 1 0
5 1 0
5 1 0
In the above example, the object’s initial location is (3, 5), the velocity is (1, 0). So after 4 seconds, the
location is (7, 5). The speed remains the same in the above example.
Please follows strictly the above requirement. When we test your program (as mentioned in the last
section, 30 points), we will run your program with our input data and compare your result with the
standard output data. If your program does not follow the above restriction and prints something else,
the comparison will fail and it will not be good.
It you have any question about the input output format, you can ask.

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