我怎么能解决这个遗传算法(GA)问题? [转贴] [英] How I can solve this genetic algorithm (GA) problem? [REPOST]

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问题描述

你好:)我有遗传算法的作业。我已经创建了一个0x和1s的20x20数组,我已经计算了连续多少个1。在这个阶段之后,我无法前进。请帮帮我:)

我想选择两个随机行并进行比较。在这个阶段之后,只要有更多1,它将被选中。我希望这一步重复两次。

在这一步之后,我想要交叉两条染色体,我想得到一条新的染色体。



这是我的代码;



 #include< stdio.h> 
#include< stdlib.h>
#include< time.h>
#define SIZE 20
int main()
{
int a [SIZE];
int i,j,x;
int counter;

srand(time(NULL));

for(x = 0; x< SIZE; ++ x){//运行代码20次
printf(\ n);

for(j = 0; j< SIZE; ++ j){
a [j] = rand()%2; //随机0和1
printf( %2d,a [j]);
}
printf(\ n);
for(i = 0; i< SIZE; ++ i){
counter = 0; //计数器在每个周期重置
for(j = 0; j< SIZE ; ++ j)
if(a [j] == 1)
++ counter; // Counter增加1的值,他看到
}
printf( ChromozomeHaveOnes =%d,counter);
printf(\ n);
}
返回0;
}





我的尝试:



我尝试了一些遗传算法代码,但我无法解决它。我想选择两个随机行并进行比较。在这个阶段之后,只要有更多1,它将被选中。我希望这一步重复两次。

在这一步之后,我想要交叉两条染色体,我想得到一条新的染色体。

解决方案

< blockquote>编译并不意味着你的代码是正确的! :笑:

将开发过程想象成编写电子邮件:成功编译意味着您使用正确的语言编写电子邮件 - 例如英语而不是德语 - 而不是电子邮件包含您的邮件想发送。



所以现在你进入第二阶段的发展(实际上它是第四或第五阶段,但你将在之后的阶段进入):测试和调试。



首先查看它的作用,以及它与你想要的有何不同。这很重要,因为它可以为您提供有关其原因的信息。例如,如果程序旨在让用户输入一个数字并将其翻倍并打印答案,那么如果输入/输出是这样的:

输入预期输出实际输出
1 2 1
2 4 4
3 6 9
4 8 16

然后很明显问题出在将它加倍的位 - 它不会将自身加到自身上,或者将它乘以2,它会将它自身相乘并返回输入的平方。

所以,你可以查看代码和很明显,它在某处:

  int   Double  int   value 
{
return value * ;
}



一旦你知道可能出现的问题,就开始使用调试器找出原因。在方法的第一行放置一个断点,然后运行你的应用程序。当它到达断点时,调试器将停止,并将控制权移交给您。您现在可以逐行运行代码(称为单步执行)并根据需要查看(甚至更改)变量内容(哎呀,您甚至可以更改代码并在需要时再试一次)。 />
在执行代码之前,请考虑代码中的每一行应该做什么,并将其与使用Step over按钮依次执行每一行时实际执行的操作进行比较。它符合您的期望吗?如果是这样,请转到下一行。

如果没有,为什么不呢?它有什么不同?

希望这可以帮助你找到代码的哪个部分有问题,以及问题是什么。

这是一项技能,它是一个值得开发的,因为它可以帮助你在现实世界和发展中。和所有技能一样,它只能通过使用来改进!


我命令对你的数据进行操作(例如比较行),你应该存储它(你的代码会覆盖相同的数组)。 br />
尝试,作为起点

  #include   <   stdio.h  >  
#include < stdlib.h >
#define SIZE 20

void init( int a [SIZE] [SIZE], int sum [SIZE]);
void dump( int a [SIZE] [SIZE], int sum [SIZE]);

int main()
{
int 一个[SIZE] [SIZE]; // rows& cols ...
int sum [SIZE]; // 每一行的计数
init(a,sum);
dump(a,sum);
return 0 ;
}

void init( int a [SIZE] [ SIZE], int sum [SIZE])
{
int i,j ;
for (i = 0 ; i< SIZE; ++ i)
{
sum [i] = 0 ;
for (j = 0 ; j< SIZE; ++ j)
{
a [i] [j] = rand()% 2 ;
sum [i] + = a [i] [j];
}
}
}
void dump( int a [SIZE] [SIZE], int sum [SIZE])
{
int i,j;
for (i = 0 ; i< SIZE; ++ i)
{
for (j = 0 ; j< SIZE; ++ j)
printf( %2d,a [i] [j]);
printf( sum =%d \ n,sum [i]);
}
}


Hello :) I have homework for genetic algorithm. I've created a 20x20 array of 0 and 1s and I've counted how many 1s in a row. After this stage, I could not progress. Please help me:)
I want to pick two random row and compare. After this stage whichever is have more 1 it will be selected. I want this step to be repeated twice.
After this step I want to crossover two chromosomes and I want to get a new chromosome.

This is my code;

#include <stdio.h>
#include <stdlib.h>
#include <time.h>
#define SIZE 20 
int main()
{
 int a[SIZE];
 int i, j, x;
 int counter;
 
 srand(time(NULL));
 
for(x=0; x<SIZE; ++x){ // run code 20 times
	printf("\n");
 
 for (j = 0; j < SIZE; ++j) {
  a[j] = rand() % 2;//Random 0 and 1
  printf("%2d", a[j]);
 }
printf("\n");
  for (i = 0; i < SIZE; ++i) {
     counter = 0;//Counter is reset in every cycle
  for (j = 0; j < SIZE; ++j)
   if (a[j] == 1)
    ++counter;//Counter increases one's value for every 1 he sees
 }
printf("ChromozomeHaveOnes = %d", counter);
printf("\n");
}
 return 0;
}



What I have tried:

I tried some genetic algorithm codes but I can't solve it. I want to pick two random row and compare. After this stage whichever is have more 1 it will be selected. I want this step to be repeated twice.
After this step I want to crossover two chromosomes and I want to get a new chromosome.

解决方案

Compiling does not mean your code is right! :laugh:
Think of the development process as writing an email: compiling successfully means that you wrote the email in the right language - English, rather than German for example - not that the email contained the message you wanted to send.

So now you enter the second stage of development (in reality it's the fourth or fifth, but you'll come to the earlier stages later): Testing and Debugging.

Start by looking at what it does do, and how that differs from what you wanted. This is important, because it give you information as to why it's doing it. For example, if a program is intended to let the user enter a number and it doubles it and prints the answer, then if the input / output was like this:

Input   Expected output    Actual output
  1            2                 1
  2            4                 4
  3            6                 9
  4            8                16

Then it's fairly obvious that the problem is with the bit which doubles it - it's not adding itself to itself, or multiplying it by 2, it's multiplying it by itself and returning the square of the input.
So with that, you can look at the code and it's obvious that it's somewhere here:

int Double(int value)
   {
   return value * value;
   }


Once you have an idea what might be going wrong, start using the debugger to find out why. Put a breakpoint on the first line of the method, and run your app. When it reaches the breakpoint, the debugger will stop, and hand control over to you. You can now run your code line-by-line (called "single stepping") and look at (or even change) variable contents as necessary (heck, you can even change the code and try again if you need to).
Think about what each line in the code should do before you execute it, and compare that to what it actually did when you use the "Step over" button to execute each line in turn. Did it do what you expect? If so, move on to the next line.
If not, why not? How does it differ?
Hopefully, that should help you locate which part of that code has a problem, and what the problem is.
This is a skill, and it's one which is well worth developing as it helps you in the real world as well as in development. And like all skills, it only improves by use!


I order to make operations (e.g. compare rows) with your data, you should store it (your code overwrites the same array).
Try, as a starting point

#include <stdio.h>
#include <stdlib.h>
#define SIZE 20 

void init(int a[SIZE][SIZE], int sum[SIZE]);
void dump(int a[SIZE][SIZE], int sum[SIZE]);

int main()
{
  int a[SIZE][SIZE];  // rows & cols...
  int sum[SIZE]; // count of ones of every row
  init(a, sum);
  dump(a, sum);
  return 0;
}

void init(int a[SIZE][SIZE], int sum[SIZE])
{
  int i,j;
  for (i=0; i<SIZE; ++i)
  {
    sum[i] = 0;
    for(j=0; j<SIZE; ++j)
    {
      a[i][j] = rand() % 2;
      sum[i] += a[i][j];
    }
  }
}
void dump(int a[SIZE][SIZE], int sum[SIZE])
{
  int i,j;
  for (i=0; i<SIZE; ++i)
  {
    for(j=0; j<SIZE; ++j)
      printf("% 2d", a[i][j]);
    printf(" sum = %d\n", sum[i]);
  }
}


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