首页 > 代码库 > 模拟退火 (poj 2420, poj 2069)
模拟退火 (poj 2420, poj 2069)
模拟退火基本知识
其伪代码例如以下:
样例:
poj 2420
题意:
平面上给你n个点(xi,yi),让你求一个点。到这n点的距离和最小。
poj 2069 Super Star
题意:
给定n个点(xi, yi, zi), 要求覆盖这些点的最小球半径。
其伪代码例如以下:
Let s = s0 For k = 0 through k_max (exclusive): T := temperature(k / k_max) Pick a random neighbour, s_new := neighbour(s) If P(E(s), E(s_new), T) > random(0, 1), move to the new state: s := s_new Output: the final state s
样例:
poj 2420
题意:
平面上给你n个点(xi,yi),让你求一个点。到这n点的距离和最小。
限制:
1 <= n <= 100
0 <= xi,yi <= 1e4, 为整数
/*poj 2420 题意: 平面上给你n个点(xi,yi),让你求一个点,到这n点的距离和最小。 限制: 1 <= n <= 100 0 <= xi,yi <= 1e4, 为整数 思路: 模拟退火 模拟退火基本知识: 其伪代码例如以下: Let s = s0 For k = 0 through k_max (exclusive): T := temperature(k / k_max) Pick a random neighbour, s_new := neighbour(s) If P(E(s), E(s_new), T) > random(0, 1), move to the new state: s := s_new Output: the final state s */ #include<iostream> #include<cstdio> #include<cstdlib> #include<cmath> using namespace std; const double E = exp(1.0); struct Pt{ double x,y; }p[105]; double sqr(double x){ return x*x; } double dis(Pt a, Pt b){ return sqrt(sqr(a.x - b.x) + sqr(a.y - b.y)); } double get_sum(Pt p0, int n){ double ret = 0; for(int i = 0; i < n; ++i) ret += dis(p0, p[i]); return ret; } int main(){ srand(1123); int n; int limit = 10000; //(x,y)的范围 while(scanf("%d", &n) != EOF){ double x0 = 0, y0 = 0; for(int i = 0; i < n; ++i){ scanf("%lf%lf", &p[i].x, &p[i].y); x0 += p[i].x; y0 += p[i].y; } x0 /= n; y0 /= n; double ans = get_sum((Pt){x0, y0}, n); double temp = 1e5; //初始温度, 依据题目改动 while(temp > 0.02){ //0.02为温度的下限, 若温度temp达到下限, 则停止搜索 double x = 0, y = 0; for(int i = 0; i < n; ++i){ //获取步长的规则依据题目而定 x += (p[i].x - x0) / dis((Pt){x0, y0}, p[i]); y += (p[i].y - y0) / dis((Pt){x0, y0}, p[i]); } double tmp = get_sum((Pt){x0 + x * temp, y0 + y * temp}, n); //标函数E(x_new); if(tmp < ans){ ans = tmp; x0 += x * temp; y0 += y * temp; } else if(pow(E, (ans - tmp) / temp) > (rand() % limit) / (double)limit){ ans = tmp; x0 += x * temp; y0 += y * temp; } temp *= 0.9; //0.9为降温退火速率, (范围为0~1, 越大得到全局最优解的概率越高, 执行时间越长 } printf("%.0f\n", ans); } return 0; }
poj 2069 Super Star
题意:
给定n个点(xi, yi, zi), 要求覆盖这些点的最小球半径。
限制:
4 <= n <= 30
0 <= xi, yi, zi <= 100
/*poj 2069 Super Star 题意: 给定n个点(xi, yi, zi), 要求覆盖这些点的最小球半径。 限制: 4 <= n <= 30 0 <= xi, yi, zi <= 100 思路: 模拟退火 */ #include<iostream> #include<cstdio> #include<cmath> #include<cstdlib> using namespace std; const double E = exp(1.0); struct Pt{ double x, y, z; }p[35]; double sqr(double x){ return x * x; } double dis(Pt a, Pt b){ return sqrt(sqr(a.x - b.x) + sqr(a.y - b.y) + sqr(a.z - b.z)); } double get_max_r(Pt p0, int n){ double ret = 0; for(int i = 0; i < n; ++i) ret = max(ret, dis(p0, p[i])); return ret; } int main() { int n; int limit = 100; while(scanf("%d", &n) && n){ double x0 = 0, y0 = 0, z0 = 0; for(int i = 0; i < n; ++i){ scanf("%lf%lf%lf", &p[i].x, &p[i].y, &p[i].z); x0 += p[i].x; y0 += p[i].y; z0 += p[i].z; } x0 /= n; y0 /= n; z0 /= n; //cout<<x0<<‘ ‘<<y0<<‘ ‘<<z0<<endl; double ans = get_max_r((Pt){x0, y0, z0}, n); double temp = 1e5; while(temp > 1e-8){ double x = 0, y = 0, z = 0; double max_r = 0; for(int i = 0; i < n; ++i){ double r = dis((Pt){x0, y0, z0}, p[i]); if(r > max_r){ x = (p[i].x - x0) / r; y = (p[i].y - y0) / r; z = (p[i].z - z0) / r; max_r = r; } } double tmp = get_max_r((Pt){ x0 + x * temp, y0 + y * temp, z0 + z * temp}, n); if(tmp < ans){ ans = tmp; x0 += x * temp; y0 += y * temp; z0 += z * temp; } else if(pow(E, (ans - tmp) / temp) > (rand() % limit) / (double)limit){ ans = tmp; x0 += x * temp; y0 += y * temp; z0 += z * temp; } temp *= 0.998; } printf("%.5f\n", ans); } return 0; }
模拟退火 (poj 2420, poj 2069)
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