看起来使用两步过程生成满足您的标准的迷宫实际上是相当合理的:
生成随机迷宫,不考虑是否可以从左上角到达右下角。
重复步骤 (1),直到有一条通往右下角的路径。
我使用两种策略对此进行了编码,一种基于随机深度优先搜索,另一种基于随机广度优先搜索。在大小为 100 × 100 的网格上,随机深度优先搜索会生成迷宫,其中 82% 的时间可以从左上角到达右下角。使用随机广度优先搜索,在 100 × 100 网格上的成功率约为 70%。所以这个策略确实看起来是可行的;平均而言,您需要使用 DFS 生成大约 1.2 个迷宫,使用 BFS 生成大约 1.4 个迷宫,然后才能找到可行的迷宫。
我用来生成没有循环的迷宫的机制是基于对常规 BFS 和 DFS 的想法的概括。在这两种算法中,我们选择一些(1)我们尚未访问但(2)与我们拥有的某个地方相邻的位置,然后将新位置添加到之前的位置作为其父位置。也就是说,新添加的位置最终恰好与先前访问过的单元之一相邻。我通过使用这条规则来适应这个想法:
如果一个完整的单元格与多个空单元格相邻,则不要将其转换为一个空单元格。
这条规则确保我们永远不会得到任何循环(如果某物与两个或多个空位置相邻并且我们清空它,我们会通过到达第一个位置创建一个循环,然后移动到新清空的方格,然后移动到第二个位置)。
这是使用 DFS 方法生成的 30 × 30 迷宫示例:
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.#.###..#.##.#....#...#.##...#
......#.......#.#...#.#....#..
这是一个使用 BFS 生成的 30 × 30 迷宫示例:
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.#.#..#.#.##.#.......#.#.#..#.
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而且,为了好玩,这里是我用来生成这些数字和这些迷宫的代码。一、DFS代码:
#include <iostream>
#include <algorithm>
#include <set>
#include <vector>
#include <string>
#include <random>
using namespace std;
/* World Dimensions */
const size_t kNumRows = 30;
const size_t kNumCols = 30;
/* Location. */
using Location = pair<size_t, size_t>; // (row, col)
/* Adds the given point to the frontier, assuming it's legal to do so. */
void updateFrontier(const Location& loc, vector<string>& maze, vector<Location>& frontier,
set<Location>& usedFrontier) {
/* Make sure we're in bounds. */
if (loc.first >= maze.size() || loc.second >= maze[0].size()) return;
/* Make sure this is still a wall. */
if (maze[loc.first][loc.second] != '#') return;
/* Make sure we haven't added this before. */
if (usedFrontier.count(loc)) return;
/* All good! Add it in. */
frontier.push_back(loc);
usedFrontier.insert(loc);
}
/* Given a location, adds that location to the maze and expands the frontier. */
void expandAt(const Location& loc, vector<string>& maze, vector<Location>& frontier,
set<Location>& usedFrontier) {
/* Mark the location as in use. */
maze[loc.first][loc.second] = '.';
/* Handle each neighbor. */
updateFrontier(Location(loc.first, loc.second + 1), maze, frontier, usedFrontier);
updateFrontier(Location(loc.first, loc.second - 1), maze, frontier, usedFrontier);
updateFrontier(Location(loc.first + 1, loc.second), maze, frontier, usedFrontier);
updateFrontier(Location(loc.first - 1, loc.second), maze, frontier, usedFrontier);
}
/* Chooses and removes a random element of the frontier. */
Location sampleFrom(vector<Location>& frontier, mt19937& generator) {
uniform_int_distribution<size_t> dist(0, frontier.size() - 1);
/* Pick our spot. */
size_t index = dist(generator);
/* Move it to the end and remove it. */
swap(frontier[index], frontier.back());
auto result = frontier.back();
frontier.pop_back();
return result;
}
/* Returns whether a location is empty. */
bool isEmpty(const Location& loc, const vector<string>& maze) {
return loc.first < maze.size() && loc.second < maze[0].size() && maze[loc.first][loc.second] == '.';
}
/* Counts the number of empty neighbors of a given location. */
size_t neighborsOf(const Location& loc, const vector<string>& maze) {
return !!isEmpty(Location(loc.first - 1, loc.second), maze) +
!!isEmpty(Location(loc.first + 1, loc.second), maze) +
!!isEmpty(Location(loc.first, loc.second - 1), maze) +
!!isEmpty(Location(loc.first, loc.second + 1), maze);
}
/* Returns whether a location is in bounds. */
bool inBounds(const Location& loc, const vector<string>& world) {
return loc.first < world.size() && loc.second < world[0].size();
}
/* Runs a recursive DFS to fill in the maze. */
void dfsFrom(const Location& loc, vector<string>& world, mt19937& generator) {
/* Base cases: out of bounds? Been here before? Adjacent to too many existing cells? */
if (!inBounds(loc, world) || world[loc.first][loc.second] == '.' ||
neighborsOf(loc, world) > 1) return;
/* All next places. */
vector<Location> next = {
{ loc.first - 1, loc.second },
{ loc.first + 1, loc.second },
{ loc.first, loc.second - 1 },
{ loc.first, loc.second + 1 }
};
shuffle(next.begin(), next.end(), generator);
/* Mark us as filled. */
world[loc.first][loc.second] = '.';
/* Explore! */
for (const Location& nextStep: next) {
dfsFrom(nextStep, world, generator);
}
}
/* Generates a random maze. */
vector<string> generateMaze(size_t numRows, size_t numCols, mt19937& generator) {
/* Create the maze. */
vector<string> result(numRows, string(numCols, '#'));
/* Build the maze! */
dfsFrom(Location(0, 0), result, generator);
return result;
}
int main() {
random_device rd;
mt19937 generator(rd());
/* Run some trials. */
size_t numTrials = 0;
size_t numSuccesses = 0;
for (size_t i = 0; i < 10000; i++) {
numTrials++;
auto world = generateMaze(kNumRows, kNumCols, generator);
/* Can we get to the bottom? */
if (world[kNumRows - 1][kNumCols - 1] == '.') {
numSuccesses++;
/* Print the first maze that works. */
if (numSuccesses == 1) {
for (const auto& row: world) {
cout << row << endl;
}
cout << endl;
}
}
}
cout << "Trials: " << numTrials << endl;
cout << "Successes: " << numSuccesses << endl;
cout << "Percent: " << (100.0 * numSuccesses) / numTrials << "%" << endl;
cout << endl;
return 0;
}
接下来,BFS 代码:
#include <iostream>
#include <algorithm>
#include <set>
#include <vector>
#include <string>
#include <random>
using namespace std;
/* World Dimensions */
const size_t kNumRows = 30;
const size_t kNumCols = 30;
/* Location. */
using Location = pair<size_t, size_t>; // (row, col)
/* Adds the given point to the frontier, assuming it's legal to do so. */
void updateFrontier(const Location& loc, vector<string>& maze, vector<Location>& frontier,
set<Location>& usedFrontier) {
/* Make sure we're in bounds. */
if (loc.first >= maze.size() || loc.second >= maze[0].size()) return;
/* Make sure this is still a wall. */
if (maze[loc.first][loc.second] != '#') return;
/* Make sure we haven't added this before. */
if (usedFrontier.count(loc)) return;
/* All good! Add it in. */
frontier.push_back(loc);
usedFrontier.insert(loc);
}
/* Given a location, adds that location to the maze and expands the frontier. */
void expandAt(const Location& loc, vector<string>& maze, vector<Location>& frontier,
set<Location>& usedFrontier) {
/* Mark the location as in use. */
maze[loc.first][loc.second] = '.';
/* Handle each neighbor. */
updateFrontier(Location(loc.first, loc.second + 1), maze, frontier, usedFrontier);
updateFrontier(Location(loc.first, loc.second - 1), maze, frontier, usedFrontier);
updateFrontier(Location(loc.first + 1, loc.second), maze, frontier, usedFrontier);
updateFrontier(Location(loc.first - 1, loc.second), maze, frontier, usedFrontier);
}
/* Chooses and removes a random element of the frontier. */
Location sampleFrom(vector<Location>& frontier, mt19937& generator) {
uniform_int_distribution<size_t> dist(0, frontier.size() - 1);
/* Pick our spot. */
size_t index = dist(generator);
/* Move it to the end and remove it. */
swap(frontier[index], frontier.back());
auto result = frontier.back();
frontier.pop_back();
return result;
}
/* Returns whether a location is empty. */
bool isEmpty(const Location& loc, const vector<string>& maze) {
return loc.first < maze.size() && loc.second < maze[0].size() && maze[loc.first][loc.second] == '.';
}
/* Counts the number of empty neighbors of a given location. */
size_t neighborsOf(const Location& loc, const vector<string>& maze) {
return !!isEmpty(Location(loc.first - 1, loc.second), maze) +
!!isEmpty(Location(loc.first + 1, loc.second), maze) +
!!isEmpty(Location(loc.first, loc.second - 1), maze) +
!!isEmpty(Location(loc.first, loc.second + 1), maze);
}
/* Generates a random maze. */
vector<string> generateMaze(size_t numRows, size_t numCols, mt19937& generator) {
/* Create the maze. */
vector<string> result(numRows, string(numCols, '#'));
/* Worklist of free locations. */
vector<Location> frontier;
/* Set of used frontier sites. */
set<Location> usedFrontier;
/* Seed the starting location. */
expandAt(Location(0, 0), result, frontier, usedFrontier);
/* Loop until there's nothing left to expand. */
while (!frontier.empty()) {
/* Select a random frontier location to expand at. */
Location next = sampleFrom(frontier, generator);
/* If this spot has exactly one used neighbor, add it. */
if (neighborsOf(next, result) == 1) {
expandAt(next, result, frontier, usedFrontier);
}
}
return result;
}
int main() {
random_device rd;
mt19937 generator(rd());
/* Run some trials. */
size_t numTrials = 0;
size_t numSuccesses = 0;
for (size_t i = 0; i < 10000; i++) {
numTrials++;
auto world = generateMaze(kNumRows, kNumCols, generator);
/* Can we get to the bottom? */
if (world[kNumRows - 1][kNumCols - 1] == '.') {
numSuccesses++;
/* Print the first maze that works. */
if (numSuccesses == 1) {
for (const auto& row: world) {
cout << row << endl;
}
cout << endl;
}
}
}
cout << "Trials: " << numTrials << endl;
cout << "Successes: " << numSuccesses << endl;
cout << "Percent: " << (100.0 * numSuccesses) / numTrials << "%" << endl;
cout << endl;
return 0;
}
希望这会有所帮助!