我们已经讨论了骑士之旅和迷宫中的老鼠问题 第一组 和 第二组 分别地让我们讨论N Queen作为另一个可以使用回溯解决的示例问题。 N皇后是在N×N棋盘上放置N个国际象棋皇后的问题,这样就不会有两个皇后互相攻击。例如,下面是4皇后问题的解决方案。
预期输出是一个二进制矩阵,其中皇后所在的块有1s。例如,以下是上述4种皇后解决方案的输出矩阵。
{ 0, 1, 0, 0} { 0, 0, 0, 1} { 1, 0, 0, 0} { 0, 0, 1, 0}
朴素算法 生成板上皇后区的所有可能配置,并打印满足给定约束的配置。
while there are untried configurations { generate the next configuration if queens don't attack in this configuration then { print this configuration; } }
回溯算法 这个想法是从最左边的一列开始,把皇后一个接一个地放在不同的列中。当我们在一列中放置皇后时,我们会检查与已放置皇后的冲突。在当前列中,如果找到没有冲突的行,则将该行和列标记为解决方案的一部分。如果我们没有发现由于冲突导致的此类冲突,那么我们将回溯并返回false。
1) Start in the leftmost column 2) If all queens are placed return true 3) Try all rows in the current column. Do following for every tried row. a) If the queen can be placed safely in this row then mark this [row, column] as part of the solution and recursively check if placing queen here leads to a solution. b) If placing the queen in [row, column] leads to a solution then return true. c) If placing queen doesn't lead to a solution then unmark this [row, column] (Backtrack) and go to step (a) to try other rows. 3) If all rows have been tried and nothing worked, return false to trigger backtracking.
回溯解决方案的实现
C/C++
/* C/C++ program to solve N Queen Problem using
backtracking */
#define N 4
#include <stdbool.h>
#include <stdio.h>
/* A utility function to print solution */
void printSolution(int board[N][N])
{
for (int i = 0; i < N; i++) {
for (int j = 0; j < N; j++)
printf(" %d ", board[i][j]);
printf("");
}
}
/* A utility function to check if a queen can
be placed on board[row][col]. Note that this
function is called when "col" queens are
already placed in columns from 0 to col -1.
So we need to check only left side for
attacking queens */
bool isSafe(int board[N][N], int row, int col)
{
int i, j;
/* Check this row on left side */
for (i = 0; i < col; i++)
if (board[row][i])
return false;
/* Check upper diagonal on left side */
for (i = row, j = col; i >= 0 && j >= 0; i--, j--)
if (board[i][j])
return false;
/* Check lower diagonal on left side */
for (i = row, j = col; j >= 0 && i < N; i++, j--)
if (board[i][j])
return false;
return true;
}
/* A recursive utility function to solve N
Queen problem */
bool solveNQUtil(int board[N][N], int col)
{
/* base case: If all queens are placed
then return true */
if (col >= N)
return true;
/* Consider this column and try placing
this queen in all rows one by one */
for (int i = 0; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
if (isSafe(board, i, col)) {
/* Place this queen in board[i][col] */
board[i][col] = 1;
/* recur to place rest of the queens */
if (solveNQUtil(board, col + 1))
return true;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0; // BACKTRACK
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return false;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool solveNQ()
{
int board[N][N] = { { 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 } };
if (solveNQUtil(board, 0) == false) {
printf("Solution does not exist");
return false;
}
printSolution(board);
return true;
}
// driver program to test above function
int main()
{
solveNQ();
return 0;
}
JAVA
/* Java program to solve N Queen Problem using backtracking */ public class NQueenProblem { final int N = 4 ; /* A utility function to print solution */ void printSolution( int board[][]) { for ( int i = 0 ; i < N; i++) { for ( int j = 0 ; j < N; j++) System.out.print( " " + board[i][j] + " " ); System.out.println(); } } /* A utility function to check if a queen can be placed on board[row][col]. Note that this function is called when "col" queens are already placeed in columns from 0 to col -1. So we need to check only left side for attacking queens */ boolean isSafe( int board[][], int row, int col) { int i, j; /* Check this row on left side */ for (i = 0 ; i < col; i++) if (board[row][i] == 1 ) return false ; /* Check upper diagonal on left side */ for (i = row, j = col; i >= 0 && j >= 0 ; i--, j--) if (board[i][j] == 1 ) return false ; /* Check lower diagonal on left side */ for (i = row, j = col; j >= 0 && i < N; i++, j--) if (board[i][j] == 1 ) return false ; return true ; } /* A recursive utility function to solve N Queen problem */ boolean solveNQUtil( int board[][], int col) { /* base case: If all queens are placed then return true */ if (col >= N) return true ; /* Consider this column and try placing this queen in all rows one by one */ for ( int i = 0 ; i < N; i++) { /* Check if the queen can be placed on board[i][col] */ if (isSafe(board, i, col)) { /* Place this queen in board[i][col] */ board[i][col] = 1 ; /* recur to place rest of the queens */ if (solveNQUtil(board, col + 1 ) == true ) return true ; /* If placing queen in board[i][col] doesn't lead to a solution then remove queen from board[i][col] */ board[i][col] = 0 ; // BACKTRACK } } /* If the queen can not be placed in any row in this column col, then return false */ return false ; } /* This function solves the N Queen problem using Backtracking. It mainly uses solveNQUtil () to solve the problem. It returns false if queens cannot be placed, otherwise, return true and prints placement of queens in the form of 1s. Please note that there may be more than one solutions, this function prints one of the feasible solutions.*/ boolean solveNQ() { int board[][] = { { 0 , 0 , 0 , 0 }, { 0 , 0 , 0 , 0 }, { 0 , 0 , 0 , 0 }, { 0 , 0 , 0 , 0 } }; if (solveNQUtil(board, 0 ) == false ) { System.out.print( "Solution does not exist" ); return false ; } printSolution(board); return true ; } // driver program to test above function public static void main(String args[]) { NQueenProblem Queen = new NQueenProblem(); Queen.solveNQ(); } } // This code is contributed by Abhishek Shankhadhar |
Python3
# Python3 program to solve N Queen # Problem using backtracking global N N = 4 def printSolution(board): for i in range (N): for j in range (N): print (board[i][j], end = " " ) print () # A utility function to check if a queen can # be placed on board[row][col]. Note that this # function is called when "col" queens are # already placed in columns from 0 to col -1. # So we need to check only left side for # attacking queens def isSafe(board, row, col): # Check this row on left side for i in range (col): if board[row][i] = = 1 : return False # Check upper diagonal on left side for i, j in zip ( range (row, - 1 , - 1 ), range (col, - 1 , - 1 )): if board[i][j] = = 1 : return False # Check lower diagonal on left side for i, j in zip ( range (row, N, 1 ), range (col, - 1 , - 1 )): if board[i][j] = = 1 : return False return True def solveNQUtil(board, col): # base case: If all queens are placed # then return true if col > = N: return True # Consider this column and try placing # this queen in all rows one by one for i in range (N): if isSafe(board, i, col): # Place this queen in board[i][col] board[i][col] = 1 # recur to place rest of the queens if solveNQUtil(board, col + 1 ) = = True : return True # If placing queen in board[i][col # doesn't lead to a solution, then # queen from board[i][col] board[i][col] = 0 # if the queen can not be placed in any row in # this column col then return false return False # This function solves the N Queen problem using # Backtracking. It mainly uses solveNQUtil() to # solve the problem. It returns false if queens # cannot be placed, otherwise return true and # placement of queens in the form of 1s. # note that there may be more than one # solutions, this function prints one of the # feasible solutions. def solveNQ(): board = [ [ 0 , 0 , 0 , 0 ], [ 0 , 0 , 0 , 0 ], [ 0 , 0 , 0 , 0 ], [ 0 , 0 , 0 , 0 ] ] if solveNQUtil(board, 0 ) = = False : print ( "Solution does not exist" ) return False printSolution(board) return True # Driver Code solveNQ() # This code is contributed by Divyanshu Mehta |
C#
// C# program to solve N Queen Problem // using backtracking using System; class GFG { readonly int N = 4; /* A utility function to print solution */ void printSolution( int [,]board) { for ( int i = 0; i < N; i++) { for ( int j = 0; j < N; j++) Console.Write( " " + board[i, j] + " " ); Console.WriteLine(); } } /* A utility function to check if a queen can be placed on board[row,col]. Note that this function is called when "col" queens are already placeed in columns from 0 to col -1. So we need to check only left side for attacking queens */ bool isSafe( int [,]board, int row, int col) { int i, j; /* Check this row on left side */ for (i = 0; i < col; i++) if (board[row,i] == 1) return false ; /* Check upper diagonal on left side */ for (i = row, j = col; i >= 0 && j >= 0; i--, j--) if (board[i,j] == 1) return false ; /* Check lower diagonal on left side */ for (i = row, j = col; j >= 0 && i < N; i++, j--) if (board[i, j] == 1) return false ; return true ; } /* A recursive utility function to solve N Queen problem */ bool solveNQUtil( int [,]board, int col) { /* base case: If all queens are placed then return true */ if (col >= N) return true ; /* Consider this column and try placing this queen in all rows one by one */ for ( int i = 0; i < N; i++) { /* Check if the queen can be placed on board[i,col] */ if (isSafe(board, i, col)) { /* Place this queen in board[i,col] */ board[i, col] = 1; /* recur to place rest of the queens */ if (solveNQUtil(board, col + 1) == true ) return true ; /* If placing queen in board[i,col] doesn't lead to a solution then remove queen from board[i,col] */ board[i, col] = 0; // BACKTRACK } } /* If the queen can not be placed in any row in this column col, then return false */ return false ; } /* This function solves the N Queen problem using Backtracking. It mainly uses solveNQUtil () to solve the problem. It returns false if queens cannot be placed, otherwise, return true and prints placement of queens in the form of 1s. Please note that there may be more than one solutions, this function prints one of the feasible solutions.*/ bool solveNQ() { int [,]board = {{ 0, 0, 0, 0 }, { 0, 0, 0, 0 }, { 0, 0, 0, 0 }, { 0, 0, 0, 0 }}; if (solveNQUtil(board, 0) == false ) { Console.Write( "Solution does not exist" ); return false ; } printSolution(board); return true ; } // Driver Code public static void Main(String []args) { GFG Queen = new GFG(); Queen.solveNQ(); } } // This code is contributed by Princi Singh |
输出: 1值表示皇后的位置
0 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0
is_safe()函数中的优化 其思想不是检查左右对角线中的每个元素,而是使用对角线的属性: 1.对于每个右对角线,i和j之和是恒定且唯一的,其中i是元素行,j是元素行 元素的列。 2.对于每个左对角线,i和j的差是恒定且唯一的,其中i和j分别是元素的行和列。 回溯解决方案的实施(优化)
C/C++
/* C/C++ program to solve N Queen Problem using
backtracking */
#define N 4
#include <stdbool.h>
#include <stdio.h>
/* ld is an array where its indices indicate row-col+N-1
(N-1) is for shifting the difference to store negative
indices */
int ld[30] = { 0 };
/* rd is an array where its indices indicate row+col
and used to check whether a queen can be placed on
right diagonal or not*/
int rd[30] = { 0 };
/*column array where its indices indicates column and
used to check whether a queen can be placed in that
row or not*/
int cl[30] = { 0 };
/* A utility function to print solution */
void printSolution(int board[N][N])
{
for (int i = 0; i < N; i++) {
for (int j = 0; j < N; j++)
printf(" %d ", board[i][j]);
printf("");
}
}
/* A recursive utility function to solve N
Queen problem */
bool solveNQUtil(int board[N][N], int col)
{
/* base case: If all queens are placed
then return true */
if (col >= N)
return true;
/* Consider this column and try placing
this queen in all rows one by one */
for (int i = 0; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
/* A check if a queen can be placed on
board[row][col].We just need to check
ld[row-col+n-1] and rd[row+coln] where
ld and rd are for left and right
diagonal respectively*/
if ((ld[i - col + N - 1] != 1 &&
rd[i + col] != 1) && cl[i] != 1) {
/* Place this queen in board[i][col] */
board[i][col] = 1;
ld[i - col + N - 1] =
rd[i + col] = cl[i] = 1;
/* recur to place rest of the queens */
if (solveNQUtil(board, col + 1))
return true;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0; // BACKTRACK
ld[i - col + N - 1] =
rd[i + col] = cl[i] = 0;
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return false;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool solveNQ()
{
int board[N][N] = { { 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 } };
if (solveNQUtil(board, 0) == false) {
printf("Solution does not exist");
return false;
}
printSolution(board);
return true;
}
// driver program to test above function
int main()
{
solveNQ();
return 0;
}
JAVA
/* Java program to solve N Queen Problem using backtracking */ import java.util.*; class GFG { static int N = 4 ; /* ld is an array where its indices indicate row-col+N-1 (N-1) is for shifting the difference to store negative indices */ static int []ld = new int [ 30 ]; /* rd is an array where its indices indicate row+col and used to check whether a queen can be placed on right diagonal or not*/ static int []rd = new int [ 30 ]; /*column array where its indices indicates column and used to check whether a queen can be placed in that row or not*/ static int []cl = new int [ 30 ]; /* A utility function to print solution */ static void printSolution( int board[][]) { for ( int i = 0 ; i < N; i++) { for ( int j = 0 ; j < N; j++) System.out.printf( " %d " , board[i][j]); System.out.printf( "" ); } } /* A recursive utility function to solve N Queen problem */ static boolean solveNQUtil( int board[][], int col) { /* base case: If all queens are placed then return true */ if (col >= N) return true ; /* Consider this column and try placing this queen in all rows one by one */ for ( int i = 0 ; i < N; i++) { /* Check if the queen can be placed on board[i][col] */ /* A check if a queen can be placed on board[row][col].We just need to check ld[row-col+n-1] and rd[row+coln] where ld and rd are for left and right diagonal respectively*/ if ((ld[i - col + N - 1 ] != 1 && rd[i + col] != 1 ) && cl[i] != 1 ) { /* Place this queen in board[i][col] */ board[i][col] = 1 ; ld[i - col + N - 1 ] = rd[i + col] = cl[i] = 1 ; /* recur to place rest of the queens */ if (solveNQUtil(board, col + 1 )) return true ; /* If placing queen in board[i][col] doesn't lead to a solution, then remove queen from board[i][col] */ board[i][col] = 0 ; // BACKTRACK ld[i - col + N - 1 ] = rd[i + col] = cl[i] = 0 ; } } /* If the queen cannot be placed in any row in this column col then return false */ return false ; } /* This function solves the N Queen problem using Backtracking. It mainly uses solveNQUtil() to solve the problem. It returns false if queens cannot be placed, otherwise, return true and prints placement of queens in the form of 1s. Please note that there may be more than one solutions, this function prints one of the feasible solutions.*/ static boolean solveNQ() { int board[][] = {{ 0 , 0 , 0 , 0 }, { 0 , 0 , 0 , 0 }, { 0 , 0 , 0 , 0 }, { 0 , 0 , 0 , 0 }}; if (solveNQUtil(board, 0 ) == false ) { System.out.printf( "Solution does not exist" ); return false ; } printSolution(board); return true ; } // Driver Code public static void main(String[] args) { solveNQ(); } } // This code is contributed by Princi Singh |
Python3
""" Python3 program to solve N Queen Problem using backtracking """ N = 4 """ ld is an array where its indices indicate row-col+N-1 (N-1) is for shifting the difference to store negative indices """ ld = [ 0 ] * 30 """ rd is an array where its indices indicate row+col and used to check whether a queen can be placed on right diagonal or not""" rd = [ 0 ] * 30 """column array where its indices indicates column and used to check whether a queen can be placed in that row or not""" cl = [ 0 ] * 30 """ A utility function to print solution """ def printSolution(board): for i in range (N): for j in range (N): print (board[i][j], end = " " ) print () """ A recursive utility function to solve N Queen problem """ def solveNQUtil(board, col): """ base case: If all queens are placed then return True """ if (col > = N): return True """ Consider this column and try placing this queen in all rows one by one """ for i in range (N): """ Check if the queen can be placed on board[i][col] """ """ A check if a queen can be placed on board[row][col]. We just need to check ld[row-col+n-1] and rd[row+coln] where ld and rd are for left and right diagonal respectively""" if ((ld[i - col + N - 1 ] ! = 1 and rd[i + col] ! = 1 ) and cl[i] ! = 1 ): """ Place this queen in board[i][col] """ board[i][col] = 1 ld[i - col + N - 1 ] = rd[i + col] = cl[i] = 1 """ recur to place rest of the queens """ if (solveNQUtil(board, col + 1 )): return True """ If placing queen in board[i][col] doesn't lead to a solution, then remove queen from board[i][col] """ board[i][col] = 0 # BACKTRACK ld[i - col + N - 1 ] = rd[i + col] = cl[i] = 0 """ If the queen cannot be placed in any row in this column col then return False """ return False """ This function solves the N Queen problem using Backtracking. It mainly uses solveNQUtil() to solve the problem. It returns False if queens cannot be placed, otherwise, return True and prints placement of queens in the form of 1s. Please note that there may be more than one solutions, this function prints one of the feasible solutions.""" def solveNQ(): board = [[ 0 , 0 , 0 , 0 ], [ 0 , 0 , 0 , 0 ], [ 0 , 0 , 0 , 0 ], [ 0 , 0 , 0 , 0 ]] if (solveNQUtil(board, 0 ) = = False ): printf( "Solution does not exist" ) return False printSolution(board) return True # Driver Code solveNQ() # This code is contributed by SHUBHAMSINGH10 |
C#
/* C# program to solve N Queen Problem using backtracking */ using System; class GFG { static int N = 4; /* ld is an array where its indices indicate row-col+N-1 (N-1) is for shifting the difference to store negative indices */ static int []ld = new int [30]; /* rd is an array where its indices indicate row+col and used to check whether a queen can be placed on right diagonal or not*/ static int []rd = new int [30]; /*column array where its indices indicates column and used to check whether a queen can be placed in that row or not*/ static int []cl = new int [30]; /* A utility function to print solution */ static void printSolution( int [,]board) { for ( int i = 0; i < N; i++) { for ( int j = 0; j < N; j++) Console.Write( " {0} " , board[i, j]); Console.Write( "" ); } } /* A recursive utility function to solve N Queen problem */ static bool solveNQUtil( int [,]board, int col) { /* base case: If all queens are placed then return true */ if (col >= N) return true ; /* Consider this column and try placing this queen in all rows one by one */ for ( int i = 0; i < N; i++) { /* Check if the queen can be placed on board[i,col] */ /* A check if a queen can be placed on board[row,col].We just need to check ld[row-col+n-1] and rd[row+coln] where ld and rd are for left and right diagonal respectively*/ if ((ld[i - col + N - 1] != 1 && rd[i + col] != 1) && cl[i] != 1) { /* Place this queen in board[i,col] */ board[i, col] = 1; ld[i - col + N - 1] = rd[i + col] = cl[i] = 1; /* recur to place rest of the queens */ if (solveNQUtil(board, col + 1)) return true ; /* If placing queen in board[i,col] doesn't lead to a solution, then remove queen from board[i,col] */ board[i, col] = 0; // BACKTRACK ld[i - col + N - 1] = rd[i + col] = cl[i] = 0; } } /* If the queen cannot be placed in any row in this column col then return false */ return false ; } /* This function solves the N Queen problem using Backtracking. It mainly uses solveNQUtil() to solve the problem. It returns false if queens cannot be placed, otherwise, return true and prints placement of queens in the form of 1s. Please note that there may be more than one solutions, this function prints one of the feasible solutions.*/ static bool solveNQ() { int [,]board = {{ 0, 0, 0, 0 }, { 0, 0, 0, 0 }, { 0, 0, 0, 0 }, { 0, 0, 0, 0 }}; if (solveNQUtil(board, 0) == false ) { Console.Write( "Solution does not exist" ); return false ; } printSolution(board); return true ; } // Driver Code public static void Main(String[] args) { solveNQ(); } } // This code is contributed by Rajput-Ji |
输出: 1值表示皇后的位置
0 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0
资料来源: http://see.stanford.edu/materials/icspacs106b/H19-RecBacktrackExamples.pdf http://en.literateprograms.org/Eight_queens_puzzle_%28C%29 http://en.wikipedia.org/wiki/Eight_queens_puzzle 如果您发现任何不正确的地方,或者您想分享有关上述主题的更多信息,请写下评论。