最近帮人做的分子模拟练习作业,一个简单的C++程序,题目如下:
1、构筑一个100´100的二维方格,随机挑选一半格点置为0,其余格点置为1。如果相邻的两个格点的赋值均为1,则有相互作用能e/kT=0.3,否则相互作用能为0,如果一个格点处于盒子边缘,则令它与盒子壁面的相互作用能为e/kT=0.15 。系统总的能量为所有相邻格点相互作用能之和。如此产生10000个样本,统计系统总能量的平均值和方差。
2、在上题中,产生初始样本并统计出系统总能量后,我们也可以用下面的方法产生新样本:在盒子中随机挑选两个格点,如果它们的赋值不同,则交换它们的赋值,即将赋值为1的格点置为0,将赋值为0的格点置为1。如果两个格点的赋值相等,则不作任何动作。每做10000次取一个样本,计算系统的总能量。共取10000个样本,统计系统总能量的平均值。比较上述两种方法获得的结果差别和所花时间的差别。
自己写程序的能力还是很弱,原本想将产生系统分布与计算能量写成两个函数的,搞了半天还是写在一起了。计算的速度也不快,暂且先记录下来,看日后能不能再优化一下:
第一题
// 分子模拟课程作业ppt4,第一题
#include<iostream>
#include<cstdio>
#include<cmath>
#include<string>
#include<cstdlib>
#include<ctime>
using namespace std;
const int MAXN = 100;
const double kT1 = 0.3;
const double kT2 = 0.15;
int main(){
int step=0;
double average=0,variance=0;
double sum[10000];
for (int i=0;i<10000;i++)
sum[i]=0;
srand((unsigned)time(NULL));
while (step<10000){
int box[MAXN][MAXN];
int x,y;
int n=0;
double energy=0.0;
for (int i=0;i<MAXN;i++){
for (int j=0;j<MAXN;j++)
box[i][j]=0;
}
while (n<((MAXN*MAXN)/2)){
x=rand()%MAXN;
y=rand()%MAXN;
if (box[x][y] == 0){
box[x][y] =1;
n++;
//cout << box[x][y] << "\t" << n << endl;
}
}
int num = 0;
for (int i=0;i<MAXN;i++){
for (int j=0;j<MAXN;j++){
cout << box[i][j] << " ";
num++;
if (num%MAXN==0)
cout << endl;
}
}
cout << endl << "Martix complete!" << endl;
for (int i=0;i<MAXN;i++){
for (int j=0;j<MAXN;j++){
if (i==0 || j==0 || i==(MAXN-1) || j==(MAXN-1)){
if (box[i][j]==1)
energy += kT2;
}
if (i!=(MAXN-1) && j!=(MAXN-1)){
if (box[i][j]==1 && box[i+1][j]==1){
energy += kT1;
}
if (box[i][j]==1 && box[i][j+1]==1){
energy += kT1;
}
}
if (i==(MAXN-1)){
if (box[i][j]==1 && box[i][j+1]==1){
energy += kT1;
}
}
if (j==(MAXN-1)){
if (box[i][j]==1 && box[i+1][j]==1){
energy += kT1;
}
}
}
}
sum[step] = energy;
energy = 0;
cout << "Step: " << step+1 << "\t" << "Energy: " << sum[step] << endl << endl;
step++;
}
for (int i=0;i<step;i++){
average += sum[i];
}
average = average/step;
for (int i=0; i<step;i++){
variance += ((sum[i]-average)*(sum[i]-average));
}
variance = sqrt(variance/step);
cout << "The average of the energy is: " << average << endl;
cout << "The variance of the energy is: " << variance << endl;
return 0;
}
第二题
// 分子模拟课程作业ppt4,第二题
#include<iostream>
#include<cstdio>
#include<cmath>
#include<string>
#include<cstdlib>
#include<ctime>
using namespace std;
const int MAXN = 100;
const double kT1 = 0.3;
const double kT2 = 0.15;
int main(){
int step=0;
double average=0,variance=0;
double sum[10000];
for (int i=0;i<10000;i++)
sum[i]=0;
srand((unsigned)time(NULL));
while (step<10000){
int box[MAXN][MAXN];
int x,y;
int n=0,m=0;
double energy=0.0;
for (int i=0;i<MAXN;i++){
for (int j=0;j<MAXN;j++)
box[i][j]=0;
}
while (n<((MAXN*MAXN)/2)){
x=rand()%MAXN;
y=rand()%MAXN;
if (box[x][y] == 0){
box[x][y] =1;
n++;
//cout << box[x][y] << "\t" << n << endl;
}
}
while (m<10000){
int x1,x2,y1,y2;
x1=rand()%MAXN;
x2=rand()%MAXN;
y1=rand()%MAXN;
y2=rand()%MAXN;
int temp;
if (x1!=x2 && y1!=y2){
if (box[x1][y1] != box[x2][y2]){
temp = box[x1][y1];
box[x1][y1] = box[x2][y2];
box[x2][y2] = temp;
}
}
m++;
}
int num = 0;
for (int i=0;i<MAXN;i++){
for (int j=0;j<MAXN;j++){
cout << box[i][j] << " ";
num++;
if (num%MAXN==0)
cout << endl;
}
}
cout << endl << "Martix complete!" << endl;
for (int i=0;i<MAXN;i++){
for (int j=0;j<MAXN;j++){
if (i==0 || j==0 || i==(MAXN-1) || j==(MAXN-1)){
if (box[i][j]==1)
energy += kT2;
}
if (i!=(MAXN-1) && j!=(MAXN-1)){
if (box[i][j]==1 && box[i+1][j]==1){
energy += kT1;
}
if (box[i][j]==1 && box[i][j+1]==1){
energy += kT1;
}
}
if (i==(MAXN-1)){
if (box[i][j]==1 && box[i][j+1]==1){
energy += kT1;
}
}
if (j==(MAXN-1)){
if (box[i][j]==1 && box[i+1][j]==1){
energy += kT1;
}
}
}
}
sum[step] = energy;
//cout << energy << endl;
energy = 0;
cout << "Step: " << step+1 << "\t" << "Energy: " << sum[step] << endl << endl;
step++;
}
for (int i=0;i<step;i++){
average += sum[i];
//cout << average << " " << sum[i] << endl;
}
average = average/step;
for (int i=0; i<step;i++){
variance += ((sum[i]-average)*(sum[i]-average));
}
variance = sqrt(variance/step);
cout << "The average of the energy is: " << average << endl;
cout << "The variance of the energy is: " << variance << endl;
return 0;
}
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