{"id":75276,"date":"2026-02-11T21:59:09","date_gmt":"2026-02-11T13:59:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/75276.html"},"modified":"2026-02-11T21:59:09","modified_gmt":"2026-02-11T13:59:09","slug":"%e7%bb%86%e8%83%9e%e5%8a%9b%e5%ad%a6%e4%bb%bf%e7%9c%9f%e8%bd%af%e4%bb%b6%ef%bc%9amcell_%ef%bc%887%ef%bc%89-%e9%ab%98%e7%ba%a7%e4%bb%bf%e7%9c%9f%e6%8a%80%e6%9c%af%e4%b8%8e%e4%bc%98%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/75276.html","title":{"rendered":"\u7ec6\u80de\u529b\u5b66\u4eff\u771f\u8f6f\u4ef6\uff1aMCell_\uff087\uff09.\u9ad8\u7ea7\u4eff\u771f\u6280\u672f\u4e0e\u4f18\u5316"},"content":{"rendered":"

\u9ad8\u7ea7\u4eff\u771f\u6280\u672f\u4e0e\u4f18\u5316<\/h2>\n

\u5728\u7ec6\u80de\u529b\u5b66\u4eff\u771f\u8f6f\u4ef6\u7684\u5f00\u53d1\u4e2d，\u9ad8\u7ea7\u4eff\u771f\u6280\u672f\u4e0e\u4f18\u5316\u662f\u63d0\u5347\u4eff\u771f\u51c6\u786e\u6027\u548c\u6548\u7387\u7684\u5173\u952e\u3002\u672c\u8282\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e9b\u9ad8\u7ea7\u6280\u672f，\u5305\u62ec\u5e76\u884c\u8ba1\u7b97\u3001\u81ea\u9002\u5e94\u7f51\u683c\u3001\u591a\u5c3a\u5ea6\u5efa\u6a21\u4ee5\u53ca\u4f18\u5316\u7b97\u6cd5\u7684\u4f7f\u7528\u65b9\u6cd5\u3002\u901a\u8fc7\u8fd9\u4e9b\u6280\u672f，\u5f00\u53d1\u8005\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u4eff\u771f\u7684\u6027\u80fd\u548c\u7ed3\u679c\u7684\u53ef\u9760\u6027\u3002<\/p>\n

\u5e76\u884c\u8ba1\u7b97<\/h3>\n

\u5e76\u884c\u8ba1\u7b97\u662f\u73b0\u4ee3\u4eff\u771f\u8f6f\u4ef6\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206，\u7279\u522b\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u4eff\u771f\u4efb\u52a1\u65f6\u3002\u901a\u8fc7\u5e76\u884c\u8ba1\u7b97，\u53ef\u4ee5\u5c06\u4efb\u52a1\u5206\u89e3\u5230\u591a\u4e2a\u5904\u7406\u5668\u4e0a\u540c\u65f6\u6267\u884c，\u4ece\u800c\u5927\u5e45\u51cf\u5c11\u8ba1\u7b97\u65f6\u95f4\u3002MCell\u652f\u6301\u591a\u79cd\u5e76\u884c\u8ba1\u7b97\u65b9\u6cd5，\u5305\u62ec\u591a\u7ebf\u7a0b\u548c\u5206\u5e03\u5f0f\u8ba1\u7b97\u3002<\/p>\n

\u591a\u7ebf\u7a0b\u5e76\u884c\u8ba1\u7b97<\/h4>\n

\u591a\u7ebf\u7a0b\u5e76\u884c\u8ba1\u7b97\u9002\u7528\u4e8e\u5355\u673a\u591a\u6838\u73af\u5883\u3002MCell\u53ef\u4ee5\u901a\u8fc7OpenMP\u7b49\u5e93\u6765\u5b9e\u73b0\u591a\u7ebf\u7a0b\u5e76\u884c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u591a\u7ebf\u7a0b\u5e76\u884c\u8ba1\u7b97\u7684\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u4f7f\u7528OpenMP\u8fdb\u884c\u591a\u7ebf\u7a0b\u5e76\u884c\u8ba1\u7b97<\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <omp.h><\/span><\/span><\/p>\n

int<\/span> main<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u5b9a\u4e49\u9700\u8981\u5e76\u884c\u5904\u7406\u7684\u4efb\u52a1\u6570\u91cf<\/span><\/p>\n

int<\/span> num_tasks =<\/span> 1000000<\/span>;<\/span><\/p>\n

\/\/ \u4f7f\u7528OpenMP\u5e76\u884cfor\u5faa\u73af<\/span><\/p>\n

#<\/span>pragma<\/span> omp parallel for<\/span><\/span><\/span><\/p>\n

for<\/span> (<\/span>int<\/span> i =<\/span> 0<\/span>;<\/span> i <<\/span> num_tasks;<\/span> ++<\/span>i)<\/span> {<\/span><\/p>\n

\/\/ \u6267\u884c\u4efb\u52a1<\/span><\/p>\n

double<\/span> result =<\/span> compute_task<\/span>(<\/span>i)<\/span>;<\/span><\/p>\n

\/\/ \u8f93\u51fa\u7ed3\u679c<\/span><\/p>\n

#<\/span>pragma<\/span> omp critical<\/span><\/span><\/p>\n

std::<\/span>cout <<<\/span> "Task "<\/span> <<<\/span> i <<<\/span> " completed with result "<\/span> <<<\/span> result <<<\/span> std::<\/span>endl;<\/span><\/p>\n

}<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u6a21\u62df\u4e00\u4e2a\u8ba1\u7b97\u4efb\u52a1<\/span><\/p>\n

double<\/span> compute_task<\/span>(<\/span>int<\/span> task_id)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u590d\u6742\u8ba1\u7b97<\/span><\/p>\n

double<\/span> result =<\/span> 0.0<\/span>;<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> j =<\/span> 0<\/span>;<\/span> j <<\/span> 1000<\/span>;<\/span> ++<\/span>j)<\/span> {<\/span><\/p>\n

result +=<\/span> sin<\/span>(<\/span>task_id)<\/span> *<\/span> cos<\/span>(<\/span>j)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

return<\/span> result;<\/span><\/p>\n

}<\/span><\/p>\n

\u5206\u5e03\u5f0f\u8ba1\u7b97<\/h4>\n

\u5206\u5e03\u5f0f\u8ba1\u7b97\u9002\u7528\u4e8e\u591a\u673a\u96c6\u7fa4\u73af\u5883\u3002MCell\u53ef\u4ee5\u901a\u8fc7MPI（Message Passing Interface）\u6765\u5b9e\u73b0\u5206\u5e03\u5f0f\u8ba1\u7b97\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684MPI\u5e76\u884c\u8ba1\u7b97\u7684\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u4f7f\u7528MPI\u8fdb\u884c\u5206\u5e03\u5f0f\u5e76\u884c\u8ba1\u7b97<\/span><\/p>\n

#<\/span>include<\/span> <mpi.h><\/span><\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

int<\/span> main<\/span>(<\/span>int<\/span> argc,<\/span> char<\/span>*<\/span>*<\/span> argv)<\/span> {<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316MPI<\/span><\/p>\n

MPI_Init<\/span>(<\/span>&<\/span>argc,<\/span> &<\/span>argv)<\/span>;<\/span><\/p>\n

\/\/ \u83b7\u53d6\u8fdb\u7a0bID\u548c\u603b\u8fdb\u7a0b\u6570<\/span><\/p>\n

int<\/span> rank,<\/span> size;<\/span><\/p>\n

MPI_Comm_rank<\/span>(<\/span>MPI_COMM_WORLD,<\/span> &<\/span>rank)<\/span>;<\/span><\/p>\n

MPI_Comm_size<\/span>(<\/span>MPI_COMM_WORLD,<\/span> &<\/span>size)<\/span>;<\/span><\/p>\n

\/\/ \u5b9a\u4e49\u9700\u8981\u5e76\u884c\u5904\u7406\u7684\u4efb\u52a1\u6570\u91cf<\/span><\/p>\n

int<\/span> num_tasks =<\/span> 1000000<\/span>;<\/span><\/p>\n

\/\/ \u8ba1\u7b97\u6bcf\u4e2a\u8fdb\u7a0b\u9700\u8981\u5904\u7406\u7684\u4efb\u52a1\u6570\u91cf<\/span><\/p>\n

int<\/span> tasks_per_process =<\/span> num_tasks \/<\/span> size;<\/span><\/p>\n

int<\/span> start_task =<\/span> rank *<\/span> tasks_per_process;<\/span><\/p>\n

int<\/span> end_task =<\/span> (<\/span>rank +<\/span> 1<\/span>)<\/span> *<\/span> tasks_per_process;<\/span><\/p>\n

\/\/ \u5982\u679c\u8fdb\u7a0b\u6570\u4e0d\u80fd\u6574\u9664\u4efb\u52a1\u6570，\u6700\u540e\u4e00\u4e2a\u8fdb\u7a0b\u5904\u7406\u5269\u4f59\u4efb\u52a1<\/span><\/p>\n

if<\/span> (<\/span>rank ==<\/span> size –<\/span> 1<\/span>)<\/span> {<\/span><\/p>\n

end_task =<\/span> num_tasks;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u6bcf\u4e2a\u8fdb\u7a0b\u5904\u7406\u81ea\u5df1\u7684\u4efb\u52a1<\/span><\/p>\n

double<\/span> local_sum =<\/span> 0.0<\/span>;<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> i =<\/span> start_task;<\/span> i <<\/span> end_task;<\/span> ++<\/span>i)<\/span> {<\/span><\/p>\n

local_sum +=<\/span> compute_task<\/span>(<\/span>i)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u6536\u96c6\u6240\u6709\u8fdb\u7a0b\u7684\u7ed3\u679c<\/span><\/p>\n

double<\/span> global_sum =<\/span> 0.0<\/span>;<\/span><\/p>\n

MPI_Reduce<\/span>(<\/span>&<\/span>local_sum,<\/span> &<\/span>global_sum,<\/span> 1<\/span>,<\/span> MPI_DOUBLE,<\/span> MPI_SUM,<\/span> 0<\/span>,<\/span> MPI_COMM_WORLD)<\/span>;<\/span><\/p>\n

\/\/ \u8fdb\u7a0b0\u8f93\u51fa\u6700\u7ec8\u7ed3\u679c<\/span><\/p>\n

if<\/span> (<\/span>rank ==<\/span> 0<\/span>)<\/span> {<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Global sum: "<\/span> <<<\/span> global_sum <<<\/span> std::<\/span>endl;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u7ed3\u675fMPI<\/span><\/p>\n

MPI_Finalize<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u6a21\u62df\u4e00\u4e2a\u8ba1\u7b97\u4efb\u52a1<\/span><\/p>\n

double<\/span> compute_task<\/span>(<\/span>int<\/span> task_id)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u590d\u6742\u8ba1\u7b97<\/span><\/p>\n

double<\/span> result =<\/span> 0.0<\/span>;<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> j =<\/span> 0<\/span>;<\/span> j <<\/span> 1000<\/span>;<\/span> ++<\/span>j)<\/span> {<\/span><\/p>\n

result +=<\/span> sin<\/span>(<\/span>task_id)<\/span> *<\/span> cos<\/span>(<\/span>j)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

return<\/span> result;<\/span><\/p>\n

}<\/span><\/p>\n

\u81ea\u9002\u5e94\u7f51\u683c<\/h3>\n

\u81ea\u9002\u5e94\u7f51\u683c\u6280\u672f\u53ef\u4ee5\u6839\u636e\u4eff\u771f\u8fc7\u7a0b\u4e2d\u7ec6\u80de\u7684\u8fd0\u52a8\u548c\u53d8\u5f62\u52a8\u6001\u8c03\u6574\u7f51\u683c\u7684\u5206\u8fa8\u7387，\u4ece\u800c\u5728\u4fdd\u8bc1\u7cbe\u5ea6\u7684\u540c\u65f6\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u7684\u6d6a\u8d39\u3002MCell\u652f\u6301\u81ea\u9002\u5e94\u7f51\u683c\u7684\u5b9e\u73b0，\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u81ea\u9002\u5e94\u7f51\u683c\u7684\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u81ea\u9002\u5e94\u7f51\u683c\u7684\u4f7f\u7528<\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z,<\/span> double<\/span> radius)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span> {<\/span>}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> AdaptiveGrid<\/span> {<\/span><\/p>\n

private<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Cell><\/span> cells;<\/span><\/p>\n

double<\/span> grid_size;<\/span><\/p>\n

double<\/span> min_grid_size;<\/span><\/p>\n

double<\/span> max_grid_size;<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

AdaptiveGrid<\/span>(<\/span>double<\/span> initial_grid_size,<\/span> double<\/span> min_grid_size,<\/span> double<\/span> max_grid_size)<\/span><\/p>\n

:<\/span> grid_size<\/span>(<\/span>initial_grid_size)<\/span>,<\/span> min_grid_size<\/span>(<\/span>min_grid_size)<\/span>,<\/span> max_grid_size<\/span>(<\/span>max_grid_size)<\/span> {<\/span>}<\/span><\/p>\n

void<\/span> addCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> {<\/span><\/p>\n

cells.<\/span>push_back<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> updateGrid<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6839\u636e\u7ec6\u80de\u7684\u4f4d\u7f6e\u548c\u5927\u5c0f\u8c03\u6574\u7f51\u683c<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

double<\/span> cell_volume =<\/span> (<\/span>4.0<\/span> \/<\/span> 3.0<\/span>)<\/span> *<\/span> M_PI *<\/span> cell.<\/span>radius *<\/span> cell.<\/span>radius *<\/span> cell.<\/span>radius;<\/span><\/p>\n

if<\/span> (<\/span>cell_volume ><\/span> 1000.0<\/span>)<\/span> {<\/span><\/p>\n

grid_size =<\/span> std::<\/span>max<\/span>(<\/span>grid_size *<\/span> 0.9<\/span>,<\/span> min_grid_size)<\/span>;<\/span><\/p>\n

}<\/span> else<\/span> if<\/span> (<\/span>cell_volume <<\/span> 100.0<\/span>)<\/span> {<\/span><\/p>\n

grid_size =<\/span> std::<\/span>min<\/span>(<\/span>grid_size *<\/span> 1.1<\/span>,<\/span> max_grid_size)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

double<\/span> getGridSize<\/span>(<\/span>)<\/span> const<\/span> {<\/span><\/p>\n

return<\/span> grid_size;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u521b\u5efa\u81ea\u9002\u5e94\u7f51\u683c<\/span><\/p>\n

AdaptiveGrid grid<\/span>(<\/span>1.0<\/span>,<\/span> 0.1<\/span>,<\/span> 10.0<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u6dfb\u52a0\u4e00\u4e9b\u7ec6\u80de<\/span><\/p>\n

grid.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 1.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

grid.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 2.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

grid.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 0.5<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u66f4\u65b0\u7f51\u683c<\/span><\/p>\n

grid.<\/span>updateGrid<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u8f93\u51fa\u5f53\u524d\u7f51\u683c\u5927\u5c0f<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Current grid size: "<\/span> <<<\/span> grid.<\/span>getGridSize<\/span>(<\/span>)<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u591a\u5c3a\u5ea6\u5efa\u6a21<\/h3>\n

\u591a\u5c3a\u5ea6\u5efa\u6a21\u6280\u672f\u5141\u8bb8\u5728\u540c\u4e00\u4e2a\u4eff\u771f\u4e2d\u5904\u7406\u4e0d\u540c\u5c3a\u5ea6\u7684\u73b0\u8c61，\u4f8b\u5982\u4ece\u5206\u5b50\u5c3a\u5ea6\u5230\u7ec6\u80de\u5c3a\u5ea6\u518d\u5230\u7ec4\u7ec7\u5c3a\u5ea6\u3002MCell\u652f\u6301\u591a\u5c3a\u5ea6\u5efa\u6a21，\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u591a\u5c3a\u5ea6\u5efa\u6a21\u7684\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u591a\u5c3a\u5ea6\u5efa\u6a21\u7684\u4f7f\u7528<\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

class<\/span> Molecule<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u5206\u5b50\u4f4d\u7f6e<\/span><\/p>\n

Molecule<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span> {<\/span>}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Molecule><\/span> molecules;<\/span> \/\/ \u7ec6\u80de\u5185\u7684\u5206\u5b50<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z,<\/span> double<\/span> radius)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span> {<\/span>}<\/span><\/p>\n

void<\/span> addMolecule<\/span>(<\/span>const<\/span> Molecule&<\/span> molecule)<\/span> {<\/span><\/p>\n

molecules.<\/span>push_back<\/span>(<\/span>molecule)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> simulate<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u7ec6\u80de\u5185\u7684\u5206\u5b50\u8fd0\u52a8<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> molecule :<\/span> molecules)<\/span> {<\/span><\/p>\n

molecule.<\/span>x +=<\/span> 0.1<\/span>;<\/span><\/p>\n

molecule.<\/span>y +=<\/span> 0.1<\/span>;<\/span><\/p>\n

molecule.<\/span>z +=<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> printMolecules<\/span>(<\/span>)<\/span> const<\/span> {<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Molecules in cell at ("<\/span> <<<\/span> x <<<\/span> ", "<\/span> <<<\/span> y <<<\/span> ", "<\/span> <<<\/span> z <<<\/span> "):"<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> molecule :<\/span> molecules)<\/span> {<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Molecule at ("<\/span> <<<\/span> molecule.<\/span>x <<<\/span> ", "<\/span> <<<\/span> molecule.<\/span>y <<<\/span> ", "<\/span> <<<\/span> molecule.<\/span>z <<<\/span> ")"<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> Tissue<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Cell><\/span> cells;<\/span> \/\/ \u7ec4\u7ec7\u5185\u7684\u7ec6\u80de<\/span><\/p>\n

void<\/span> addCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> {<\/span><\/p>\n

cells.<\/span>push_back<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> simulate<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u7ec4\u7ec7\u5185\u7684\u7ec6\u80de\u8fd0\u52a8<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

cell.<\/span>x +=<\/span> 0.5<\/span>;<\/span><\/p>\n

cell.<\/span>y +=<\/span> 0.5<\/span>;<\/span><\/p>\n

cell.<\/span>z +=<\/span> 0.5<\/span>;<\/span><\/p>\n

cell.<\/span>simulate<\/span>(<\/span>)<\/span>;<\/span> \/\/ \u6a21\u62df\u7ec6\u80de\u5185\u7684\u5206\u5b50\u8fd0\u52a8<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> printCells<\/span>(<\/span>)<\/span> const<\/span> {<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Cell at ("<\/span> <<<\/span> cell.<\/span>x <<<\/span> ", "<\/span> <<<\/span> cell.<\/span>y <<<\/span> ", "<\/span> <<<\/span> cell.<\/span>z <<<\/span> ")"<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

cell.<\/span>printMolecules<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u521b\u5efa\u7ec4\u7ec7<\/span><\/p>\n

Tissue tissue;<\/span><\/p>\n

\/\/ \u521b\u5efa\u5e76\u6dfb\u52a0\u4e00\u4e9b\u7ec6\u80de<\/span><\/p>\n

Cell cell1<\/span>(<\/span>0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 1.0<\/span>)<\/span>;<\/span><\/p>\n

cell1.<\/span>addMolecule<\/span>(<\/span>Molecule<\/span>(<\/span>0.1<\/span>,<\/span> 0.1<\/span>,<\/span> 0.1<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

cell1.<\/span>addMolecule<\/span>(<\/span>Molecule<\/span>(<\/span>0.2<\/span>,<\/span> 0.2<\/span>,<\/span> 0.2<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>cell1)<\/span>;<\/span><\/p>\n

Cell cell2<\/span>(<\/span>1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 2.0<\/span>)<\/span>;<\/span><\/p>\n

cell2.<\/span>addMolecule<\/span>(<\/span>Molecule<\/span>(<\/span>1.1<\/span>,<\/span> 1.1<\/span>,<\/span> 1.1<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

cell2.<\/span>addMolecule<\/span>(<\/span>Molecule<\/span>(<\/span>1.2<\/span>,<\/span> 1.2<\/span>,<\/span> 1.2<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>cell2)<\/span>;<\/span><\/p>\n

\/\/ \u6a21\u62df\u4e00\u6bb5\u65f6\u95f4<\/span><\/p>\n

tissue.<\/span>simulate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u8f93\u51fa\u7ed3\u679c<\/span><\/p>\n

tissue.<\/span>printCells<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u4f18\u5316\u7b97\u6cd5<\/h3>\n

\u4f18\u5316\u7b97\u6cd5\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u4eff\u771f\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002MCell\u652f\u6301\u591a\u79cd\u4f18\u5316\u7b97\u6cd5，\u5305\u62ec\u5c40\u90e8\u4f18\u5316\u548c\u5168\u5c40\u4f18\u5316\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u7528\u7684\u4f18\u5316\u7b97\u6cd5\u7684\u4f8b\u5b50：<\/p>\n

\u5c40\u90e8\u4f18\u5316<\/h4>\n

\u5c40\u90e8\u4f18\u5316\u7b97\u6cd5\u7528\u4e8e\u4f18\u5316\u7279\u5b9a\u533a\u57df\u5185\u7684\u4eff\u771f\u53c2\u6570\u3002\u4f8b\u5982，\u53ef\u4ee5\u4f7f\u7528\u68af\u5ea6\u4e0b\u964d\u6cd5\u6765\u4f18\u5316\u7ec6\u80de\u7684\u4f4d\u7f6e\u548c\u5f62\u72b6\u3002<\/p>\n

\/\/ \u6f14\u793a\u5c40\u90e8\u4f18\u5316\u7b97\u6cd5\u7684\u4f7f\u7528<\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

#<\/span>include<\/span> <cmath><\/span><\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z,<\/span> double<\/span> radius)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span> {<\/span>}<\/span><\/p>\n

void<\/span> optimizePosition<\/span>(<\/span>double<\/span> learning_rate)<\/span> {<\/span><\/p>\n

\/\/ \u8ba1\u7b97\u68af\u5ea6<\/span><\/p>\n

double<\/span> gradient_x =<\/span> computeGradientX<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

double<\/span> gradient_y =<\/span> computeGradientY<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

double<\/span> gradient_z =<\/span> computeGradientZ<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u66f4\u65b0\u4f4d\u7f6e<\/span><\/p>\n

x -=<\/span> learning_rate *<\/span> gradient_x;<\/span><\/p>\n

y -=<\/span> learning_rate *<\/span> gradient_y;<\/span><\/p>\n

z -=<\/span> learning_rate *<\/span> gradient_z;<\/span><\/p>\n

}<\/span><\/p>\n

private<\/span>:<\/span><\/p>\n

double<\/span> computeGradientX<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u68af\u5ea6\u8ba1\u7b97<\/span><\/p>\n

return<\/span> (<\/span>x –<\/span> 0.5<\/span>)<\/span> *<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

double<\/span> computeGradientY<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u68af\u5ea6\u8ba1\u7b97<\/span><\/p>\n

return<\/span> (<\/span>y –<\/span> 0.5<\/span>)<\/span> *<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

double<\/span> computeGradientZ<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u68af\u5ea6\u8ba1\u7b97<\/span><\/p>\n

return<\/span> (<\/span>z –<\/span> 0.5<\/span>)<\/span> *<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u521b\u5efa\u7ec6\u80de<\/span><\/p>\n

Cell cell<\/span>(<\/span>1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 1.0<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u8bbe\u7f6e\u5b66\u4e60\u7387<\/span><\/p>\n

double<\/span> learning_rate =<\/span> 0.01<\/span>;<\/span><\/p>\n

\/\/ \u8fdb\u884c\u591a\u6b21\u4f18\u5316<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> i =<\/span> 0<\/span>;<\/span> i <<\/span> 1000<\/span>;<\/span> ++<\/span>i)<\/span> {<\/span><\/p>\n

cell.<\/span>optimizePosition<\/span>(<\/span>learning_rate)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u8f93\u51fa\u4f18\u5316\u540e\u7684\u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Optimized cell position: ("<\/span> <<<\/span> cell.<\/span>x <<<\/span> ", "<\/span> <<<\/span> cell.<\/span>y <<<\/span> ", "<\/span> <<<\/span> cell.<\/span>z <<<\/span> ")"<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u5168\u5c40\u4f18\u5316<\/h4>\n

\u5168\u5c40\u4f18\u5316\u7b97\u6cd5\u7528\u4e8e\u4f18\u5316\u6574\u4e2a\u4eff\u771f\u7cfb\u7edf\u7684\u53c2\u6570\u3002\u4f8b\u5982，\u53ef\u4ee5\u4f7f\u7528\u9057\u4f20\u7b97\u6cd5\u6765\u4f18\u5316\u7ec6\u80de\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u529b\u3002<\/p>\n

\/\/ \u6f14\u793a\u5168\u5c40\u4f18\u5316\u7b97\u6cd5\u7684\u4f7f\u7528<\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

#<\/span>include<\/span> <algorithm><\/span><\/span><\/p>\n

#<\/span>include<\/span> <cstdlib><\/span><\/span><\/p>\n

#<\/span>include<\/span> <ctime><\/span><\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

double<\/span> interaction_force;<\/span> \/\/ \u7ec6\u80de\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u529b<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z,<\/span> double<\/span> radius,<\/span> double<\/span> interaction_force)<\/span><\/p>\n

:<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span>,<\/span> interaction_force<\/span>(<\/span>interaction_force)<\/span> {<\/span>}<\/span><\/p>\n

void<\/span> simulate<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u7ec6\u80de\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528<\/span><\/p>\n

x +=<\/span> interaction_force *<\/span> 0.1<\/span>;<\/span><\/p>\n

y +=<\/span> interaction_force *<\/span> 0.1<\/span>;<\/span><\/p>\n

z +=<\/span> interaction_force *<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

double<\/span> evaluate<\/span>(<\/span>)<\/span> const<\/span> {<\/span><\/p>\n

\/\/ \u8bc4\u4f30\u7ec6\u80de\u7684\u4f4d\u7f6e<\/span><\/p>\n

return<\/span> (<\/span>x –<\/span> 0.5<\/span>)<\/span> *<\/span> (<\/span>x –<\/span> 0.5<\/span>)<\/span> +<\/span> (<\/span>y –<\/span> 0.5<\/span>)<\/span> *<\/span> (<\/span>y –<\/span> 0.5<\/span>)<\/span> +<\/span> (<\/span>z –<\/span> 0.5<\/span>)<\/span> *<\/span> (<\/span>z –<\/span> 0.5<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> Tissue<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Cell><\/span> cells;<\/span> \/\/ \u7ec4\u7ec7\u5185\u7684\u7ec6\u80de<\/span><\/p>\n

void<\/span> addCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> {<\/span><\/p>\n

cells.<\/span>push_back<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> simulate<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

cell.<\/span>simulate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

double<\/span> evaluate<\/span>(<\/span>)<\/span> const<\/span> {<\/span><\/p>\n

double<\/span> total_evaluation =<\/span> 0.0<\/span>;<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

total_evaluation +=<\/span> cell.<\/span>evaluate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

return<\/span> total_evaluation;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> geneticOptimization<\/span>(<\/span>int<\/span> generations,<\/span> int<\/span> population_size,<\/span> double<\/span> mutation_rate)<\/span> {<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316\u79cd\u7fa4<\/span><\/p>\n

std::<\/span>vector<<\/span>Tissue><\/span> population<\/span>(<\/span>population_size,<\/span> *<\/span>this<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u968f\u673a\u5316\u521d\u59cb\u79cd\u7fa4<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> tissue :<\/span> population)<\/span> {<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> cell :<\/span> tissue.<\/span>cells)<\/span> {<\/span><\/p>\n

cell.<\/span>interaction_force =<\/span> (<\/span>double<\/span>)<\/span>rand<\/span>(<\/span>)<\/span> \/<\/span> RAND_MAX;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u8fdb\u884c\u591a\u4ee3\u4f18\u5316<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> generation =<\/span> 0<\/span>;<\/span> generation <<\/span> generations;<\/span> ++<\/span>generation)<\/span> {<\/span><\/p>\n

\/\/ \u8bc4\u4f30\u79cd\u7fa4<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> tissue :<\/span> population)<\/span> {<\/span><\/p>\n

tissue.<\/span>evaluate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u9009\u62e9\u6700\u4f73\u4e2a\u4f53<\/span><\/p>\n

auto<\/span> best_tissue =<\/span> *<\/span>std::<\/span>max_element<\/span>(<\/span>population.<\/span>begin<\/span>(<\/span>)<\/span>,<\/span> population.<\/span>end<\/span>(<\/span>)<\/span>,<\/span><\/p>\n

[<\/span>]<\/span>(<\/span>const<\/span> Tissue&<\/span> a,<\/span> const<\/span> Tissue&<\/span> b)<\/span> {<\/span><\/p>\n

return<\/span> a.<\/span>evaluate<\/span>(<\/span>)<\/span> <<\/span> b.<\/span>evaluate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u4ea4\u53c9\u548c\u53d8\u5f02<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> i =<\/span> 0<\/span>;<\/span> i <<\/span> population_size;<\/span> ++<\/span>i)<\/span> {<\/span><\/p>\n

Tissue parent1 =<\/span> best_tissue;<\/span><\/p>\n

Tissue parent2 =<\/span> population[<\/span>rand<\/span>(<\/span>)<\/span> %<\/span> population_size]<\/span>;<\/span><\/p>\n

Tissue child =<\/span> crossover<\/span>(<\/span>parent1,<\/span> parent2)<\/span>;<\/span><\/p>\n

mutate<\/span>(<\/span>child,<\/span> mutation_rate)<\/span>;<\/span><\/p>\n

population[<\/span>i]<\/span> =<\/span> child;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u66f4\u65b0\u5f53\u524d\u7ec4\u7ec7<\/span><\/p>\n

*<\/span>this<\/span> =<\/span> best_tissue;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

private<\/span>:<\/span><\/p>\n

Tissue crossover<\/span>(<\/span>const<\/span> Tissue&<\/span> parent1,<\/span> const<\/span> Tissue&<\/span> parent2)<\/span> {<\/span><\/p>\n

Tissue child =<\/span> *<\/span>this<\/span>;<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> i =<\/span> 0<\/span>;<\/span> i <<\/span> child.<\/span>cells.<\/span>size<\/span>(<\/span>)<\/span>;<\/span> ++<\/span>i)<\/span> {<\/span><\/p>\n

if<\/span> (<\/span>rand<\/span>(<\/span>)<\/span> %<\/span> 2<\/span> ==<\/span> 0<\/span>)<\/span> {<\/span><\/p>\n

child.<\/span>cells[<\/span>i]<\/span>.<\/span>interaction_force =<\/span> parent1.<\/span>cells[<\/span>i]<\/span>.<\/span>interaction_force;<\/span><\/p>\n

}<\/span> else<\/span> {<\/span><\/p>\n

child.<\/span>cells[<\/span>i]<\/span>.<\/span>interaction_force =<\/span> parent2.<\/span>cells[<\/span>i]<\/span>.<\/span>interaction_force;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

return<\/span> child;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> mutate<\/span>(<\/span>Tissue&<\/span> tissue,<\/span> double<\/span> mutation_rate)<\/span> {<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> cell :<\/span> tissue.<\/span>cells)<\/span> {<\/span><\/p>\n

if<\/span> (<\/span>(<\/span>double<\/span>)<\/span>rand<\/span>(<\/span>)<\/span> \/<\/span> RAND_MAX <<\/span> mutation_rate)<\/span> {<\/span><\/p>\n

cell.<\/span>interaction_force +=<\/span> (<\/span>double<\/span>)<\/span>rand<\/span>(<\/span>)<\/span> \/<\/span> RAND_MAX *<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u521b\u5efa\u7ec4\u7ec7<\/span><\/p>\n

Tissue tissue;<\/span><\/p>\n

\/\/ \u521b\u5efa\u5e76\u6dfb\u52a0\u4e00\u4e9b\u7ec6\u80de<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 1.0<\/span>,<\/span> 0.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 1.0<\/span>,<\/span> 0.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u8bbe\u7f6e\u4f18\u5316\u53c2\u6570<\/span><\/p>\n

int<\/span> generations =<\/span> 100<\/span>;<\/span><\/p>\n

int<\/span> population_size =<\/span> 50<\/span>;<\/span><\/p>\n

double<\/span> mutation_rate =<\/span> 0.1<\/span>;<\/span><\/p>\n

\/\/ \u8fdb\u884c\u9057\u4f20\u4f18\u5316<\/span><\/p>\n

tissue.<\/span>geneticOptimization<\/span>(<\/span>generations,<\/span> population_size,<\/span> mutation_rate)<\/span>;<\/span><\/p>\n

\/\/ \u8f93\u51fa\u4f18\u5316\u540e\u7684\u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> cell :<\/span> tissue.<\/span>cells)<\/span> {<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Optimized cell position: ("<\/span> <<<\/span> cell.<\/span>x <<<\/span> ", "<\/span> <<<\/span> cell.<\/span>y <<<\/span> ", "<\/span> <<<\/span> cell.<\/span>z <<<\/span> ")"<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

}<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u9ad8\u7ea7\u53ef\u89c6\u5316\u6280\u672f<\/h3>\n

\u9ad8\u7ea7\u53ef\u89c6\u5316\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u4eff\u771f\u7ed3\u679c\u3002MCell\u652f\u6301\u591a\u79cd\u9ad8\u7ea7\u53ef\u89c6\u5316\u65b9\u6cd5，\u5305\u62ec\u4e09\u7ef4\u6e32\u67d3\u3001\u52a8\u753b\u751f\u6210\u548c\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u3002\u8fd9\u4e9b\u6280\u672f\u4e0d\u4ec5\u80fd\u591f\u63d0\u9ad8\u4eff\u771f\u7684\u53ef\u89e3\u91ca\u6027，\u8fd8\u80fd\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u66f4\u76f4\u89c2\u5730\u89c2\u5bdf\u7ec6\u80de\u7684\u52a8\u6001\u884c\u4e3a\u548c\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n

\u4e09\u7ef4\u6e32\u67d3<\/h4>\n

\u4f7f\u7528OpenGL\u8fdb\u884c\u4e09\u7ef4\u6e32\u67d3\u53ef\u4ee5\u76f4\u89c2\u5730\u5c55\u793a\u7ec6\u80de\u7684\u4f4d\u7f6e\u548c\u5f62\u72b6\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4e09\u7ef4\u6e32\u67d3\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u4f7f\u7528OpenGL\u8fdb\u884c\u4e09\u7ef4\u6e32\u67d3<\/span><\/p>\n

#<\/span>include<\/span> <GL\/glut.h><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z,<\/span> double<\/span> radius)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span> {<\/span>}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> Tissue<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Cell><\/span> cells;<\/span> \/\/ \u7ec4\u7ec7\u5185\u7684\u7ec6\u80de<\/span><\/p>\n

void<\/span> addCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> {<\/span><\/p>\n

cells.<\/span>push_back<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> render<\/span>(<\/span>)<\/span> const<\/span> {<\/span><\/p>\n

\/\/ \u6e32\u67d3\u6bcf\u4e2a\u7ec6\u80de<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

renderCell<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

private<\/span>:<\/span><\/p>\n

void<\/span> renderCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> const<\/span> {<\/span><\/p>\n

\/\/ \u8bbe\u7f6e\u989c\u8272<\/span><\/p>\n

glColor3f<\/span>(<\/span>1.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u7ed8\u5236\u7ec6\u80de<\/span><\/p>\n

glPushMatrix<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

glTranslatef<\/span>(<\/span>cell.<\/span>x,<\/span> cell.<\/span>y,<\/span> cell.<\/span>z)<\/span>;<\/span><\/p>\n

glutSolidSphere<\/span>(<\/span>cell.<\/span>radius,<\/span> 20<\/span>,<\/span> 20<\/span>)<\/span>;<\/span><\/p>\n

glPopMatrix<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316OpenGL<\/span><\/p>\n

void<\/span> init<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

glClearColor<\/span>(<\/span>0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>)<\/span>;<\/span><\/p>\n

glEnable<\/span>(<\/span>GL_DEPTH_TEST)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u6e32\u67d3\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

void<\/span> display<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

glClear<\/span>(<\/span>GL_COLOR_BUFFER_BIT |<\/span> GL_DEPTH_BUFFER_BIT)<\/span>;<\/span><\/p>\n

\/\/ \u521b\u5efa\u5e76\u6e32\u67d3\u7ec4\u7ec7<\/span><\/p>\n

Tissue tissue;<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 1.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 1.5<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue.<\/span>render<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

glutSwapBuffers<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u4e3b\u51fd\u6570<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>int<\/span> argc,<\/span> char<\/span>*<\/span>*<\/span> argv)<\/span> {<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316GLUT<\/span><\/p>\n

glutInit<\/span>(<\/span>&<\/span>argc,<\/span> argv)<\/span>;<\/span><\/p>\n

glutInitDisplayMode<\/span>(<\/span>GLUT_DOUBLE |<\/span> GLUT_RGB |<\/span> GLUT_DEPTH)<\/span>;<\/span><\/p>\n

glutInitWindowSize<\/span>(<\/span>800<\/span>,<\/span> 600<\/span>)<\/span>;<\/span><\/p>\n

glutCreateWindow<\/span>(<\/span>"Cell Mechanics Simulation"<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316OpenGL\u8bbe\u7f6e<\/span><\/p>\n

init<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u6ce8\u518c\u6e32\u67d3\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

glutDisplayFunc<\/span>(<\/span>display)<\/span>;<\/span><\/p>\n

\/\/ \u8fdb\u5165GLUT\u4e3b\u5faa\u73af<\/span><\/p>\n

glutMainLoop<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u52a8\u753b\u751f\u6210<\/h4>\n

\u52a8\u753b\u751f\u6210\u6280\u672f\u53ef\u4ee5\u8bb0\u5f55\u4eff\u771f\u8fc7\u7a0b\u4e2d\u7ec6\u80de\u7684\u8fd0\u52a8\u548c\u53d8\u5316，\u751f\u6210\u52a8\u6001\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u3002MCell\u652f\u6301\u4f7f\u7528\u5404\u79cd\u89c6\u9891\u7f16\u7801\u5de5\u5177（\u5982FFmpeg）\u6765\u751f\u6210\u52a8\u753b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u52a8\u753b\u751f\u6210\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u4f7f\u7528FFmpeg\u751f\u6210\u52a8\u753b<\/span><\/p>\n

#<\/span>include<\/span> <iostream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <fstream><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

#<\/span>include<\/span> <string><\/span><\/span><\/p>\n

#<\/span>include<\/span> <sstream><\/span><\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y,<\/span> z;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> z,<\/span> double<\/span> radius)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> z<\/span>(<\/span>z)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span> {<\/span>}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> Tissue<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Cell><\/span> cells;<\/span> \/\/ \u7ec4\u7ec7\u5185\u7684\u7ec6\u80de<\/span><\/p>\n

void<\/span> addCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> {<\/span><\/p>\n

cells.<\/span>push_back<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> simulate<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u7ec6\u80de\u7684\u8fd0\u52a8<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

cell.<\/span>x +=<\/span> 0.1<\/span>;<\/span><\/p>\n

cell.<\/span>y +=<\/span> 0.1<\/span>;<\/span><\/p>\n

cell.<\/span>z +=<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> writeFrame<\/span>(<\/span>int<\/span> frame_number)<\/span> const<\/span> {<\/span><\/p>\n

\/\/ \u5c06\u5f53\u524d\u5e27\u7684\u6570\u636e\u5199\u5165\u6587\u4ef6<\/span><\/p>\n

std::<\/span>ostringstream filename;<\/span><\/p>\n

filename <<<\/span> "frame_"<\/span> <<<\/span> frame_number <<<\/span> ".txt"<\/span>;<\/span><\/p>\n

std::<\/span>ofstream file<\/span>(<\/span>filename.<\/span>str<\/span>(<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

for<\/span> (<\/span>const<\/span> auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

file <<<\/span> cell.<\/span>x <<<\/span> " "<\/span> <<<\/span> cell.<\/span>y <<<\/span> " "<\/span> <<<\/span> cell.<\/span>z <<<\/span> " "<\/span> <<<\/span> cell.<\/span>radius <<<\/span> std::<\/span>endl;<\/span><\/p>\n

}<\/span><\/p>\n

file.<\/span>close<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u521b\u5efa\u7ec4\u7ec7<\/span><\/p>\n

Tissue tissue;<\/span><\/p>\n

\/\/ \u521b\u5efa\u5e76\u6dfb\u52a0\u4e00\u4e9b\u7ec6\u80de<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 0.0<\/span>,<\/span> 1.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue.<\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 2.0<\/span>,<\/span> 1.5<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u6a21\u62df\u5e76\u751f\u6210\u5e27\u6587\u4ef6<\/span><\/p>\n

for<\/span> (<\/span>int<\/span> frame =<\/span> 0<\/span>;<\/span> frame <<\/span> 100<\/span>;<\/span> ++<\/span>frame)<\/span> {<\/span><\/p>\n

tissue.<\/span>writeFrame<\/span>(<\/span>frame)<\/span>;<\/span><\/p>\n

tissue.<\/span>simulate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u4f7f\u7528FFmpeg\u751f\u6210\u52a8\u753b<\/span><\/p>\n

std::<\/span>string command =<\/span> "ffmpeg -f image2 -i frame_%d.txt -vcodec mpeg4 -r 30 -y animation.mp4"<\/span>;<\/span><\/p>\n

system<\/span>(<\/span>command.<\/span>c_str<\/span>(<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

std::<\/span>cout <<<\/span> "Animation generated successfully."<\/span> <<<\/span> std::<\/span>endl;<\/span><\/p>\n

return<\/span> 0<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316<\/h4>\n

\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u6280\u672f\u5141\u8bb8\u7528\u6237\u5728\u4eff\u771f\u8fc7\u7a0b\u4e2d\u5b9e\u65f6\u8c03\u6574\u53c2\u6570，\u5e76\u89c2\u5bdf\u7ed3\u679c\u7684\u53d8\u5316\u3002MCell\u652f\u6301\u4f7f\u7528\u5404\u79cd\u56fe\u5f62\u7528\u6237\u754c\u9762（\u5982Qt）\u6765\u5b9e\u73b0\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u4f8b\u5b50：<\/p>\n

\/\/ \u6f14\u793a\u4f7f\u7528Qt\u8fdb\u884c\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316<\/span><\/p>\n

#<\/span>include<\/span> <QApplication><\/span><\/span><\/p>\n

#<\/span>include<\/span> <QMainWindow><\/span><\/span><\/p>\n

#<\/span>include<\/span> <QGraphicsScene><\/span><\/span><\/p>\n

#<\/span>include<\/span> <QGraphicsView><\/span><\/span><\/p>\n

#<\/span>include<\/span> <QGraphicsEllipseItem><\/span><\/span><\/p>\n

#<\/span>include<\/span> <QGraphicsSceneMouseEvent><\/span><\/span><\/p>\n

#<\/span>include<\/span> <QMouseEvent><\/span><\/span><\/p>\n

#<\/span>include<\/span> <vector><\/span><\/span><\/p>\n

class<\/span> Cell<\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

double<\/span> x,<\/span> y;<\/span> \/\/ \u7ec6\u80de\u4f4d\u7f6e<\/span><\/p>\n

double<\/span> radius;<\/span> \/\/ \u7ec6\u80de\u534a\u5f84<\/span><\/p>\n

Cell<\/span>(<\/span>double<\/span> x,<\/span> double<\/span> y,<\/span> double<\/span> radius)<\/span> :<\/span> x<\/span>(<\/span>x)<\/span>,<\/span> y<\/span>(<\/span>y)<\/span>,<\/span> radius<\/span>(<\/span>radius)<\/span> {<\/span>}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

class<\/span> Tissue<\/span> :<\/span> public<\/span> QGraphicsScene<\/span><\/span> {<\/span><\/p>\n

public<\/span>:<\/span><\/p>\n

std::<\/span>vector<<\/span>Cell><\/span> cells;<\/span> \/\/ \u7ec4\u7ec7\u5185\u7684\u7ec6\u80de<\/span><\/p>\n

Tissue<\/span>(<\/span>)<\/span> :<\/span> QGraphicsScene<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316\u573a\u666f<\/span><\/p>\n

setSceneRect<\/span>(<\/span>0<\/span>,<\/span> 0<\/span>,<\/span> 800<\/span>,<\/span> 600<\/span>)<\/span>;<\/span><\/p>\n

setBackgroundBrush<\/span>(<\/span>Qt::<\/span>white)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> addCell<\/span>(<\/span>const<\/span> Cell&<\/span> cell)<\/span> {<\/span><\/p>\n

cells.<\/span>push_back<\/span>(<\/span>cell)<\/span>;<\/span><\/p>\n

\/\/ \u6dfb\u52a0\u7ec6\u80de\u5230\u56fe\u5f62\u573a\u666f<\/span><\/p>\n

QGraphicsEllipseItem*<\/span> ellipse =<\/span> new<\/span> QGraphicsEllipseItem<\/span>(<\/span><\/p>\n

cell.<\/span>x –<\/span> cell.<\/span>radius,<\/span> cell.<\/span>y –<\/span> cell.<\/span>radius,<\/span> 2<\/span> *<\/span> cell.<\/span>radius,<\/span> 2<\/span> *<\/span> cell.<\/span>radius)<\/span>;<\/span><\/p>\n

ellipse-><\/span>setBrush<\/span>(<\/span>Qt::<\/span>red)<\/span>;<\/span><\/p>\n

addItem<\/span>(<\/span>ellipse)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> simulate<\/span>(<\/span>)<\/span> {<\/span><\/p>\n

\/\/ \u6a21\u62df\u7ec6\u80de\u7684\u8fd0\u52a8<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span>&<\/span> cell :<\/span> cells)<\/span> {<\/span><\/p>\n

cell.<\/span>x +=<\/span> 0.1<\/span>;<\/span><\/p>\n

cell.<\/span>y +=<\/span> 0.1<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\/\/ \u66f4\u65b0\u56fe\u5f62\u573a\u666f<\/span><\/p>\n

for<\/span> (<\/span>auto<\/span> item :<\/span> items<\/span>(<\/span>)<\/span>)<\/span> {<\/span><\/p>\n

Cell*<\/span> cell =<\/span> static_cast<\/span><<\/span>Cell*<\/span>><\/span><\/span><\/span>(<\/span>item-><\/span>data<\/span>(<\/span>0<\/span>)<\/span>.<\/span>value<\/span><<\/span>void<\/span>*<\/span>><\/span><\/span><\/span>(<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

item-><\/span>setPos<\/span>(<\/span>cell-><\/span>x –<\/span> cell-><\/span>radius,<\/span> cell-><\/span>y –<\/span> cell-><\/span>radius)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> mousePressEvent<\/span>(<\/span>QGraphicsSceneMouseEvent*<\/span> event)<\/span> {<\/span><\/p>\n

\/\/ \u5904\u7406\u9f20\u6807\u70b9\u51fb\u4e8b\u4ef6<\/span><\/p>\n

double<\/span> x =<\/span> event-><\/span>scenePos<\/span>(<\/span>)<\/span>.<\/span>x<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

double<\/span> y =<\/span> event-><\/span>scenePos<\/span>(<\/span>)<\/span>.<\/span>y<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

addCell<\/span>(<\/span>Cell<\/span>(<\/span>x,<\/span> y,<\/span> 10.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

void<\/span> advance<\/span>(<\/span>int<\/span> step)<\/span> {<\/span><\/p>\n

if<\/span> (<\/span>step ==<\/span> 0<\/span>)<\/span> {<\/span><\/p>\n

simulate<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span><\/p>\n

}<\/span>;<\/span><\/p>\n

int<\/span> main<\/span>(<\/span>int<\/span> argc,<\/span> char<\/span>*<\/span>*<\/span> argv)<\/span> {<\/span><\/p>\n

\/\/ \u521d\u59cb\u5316Qt\u5e94\u7528<\/span><\/p>\n

QApplication app<\/span>(<\/span>argc,<\/span> argv)<\/span>;<\/span><\/p>\n

\/\/ \u521b\u5efa\u4e3b\u7a97\u53e3<\/span><\/p>\n

QMainWindow window;<\/span><\/p>\n

window.<\/span>setWindowTitle<\/span>(<\/span>"Cell Mechanics Simulation"<\/span>)<\/span>;<\/span><\/p>\n

window.<\/span>resize<\/span>(<\/span>800<\/span>,<\/span> 600<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u521b\u5efa\u56fe\u5f62\u89c6\u56fe\u548c\u573a\u666f<\/span><\/p>\n

QGraphicsView*<\/span> view =<\/span> new<\/span> QGraphicsView<\/span>(<\/span>&<\/span>window)<\/span>;<\/span><\/p>\n

Tissue*<\/span> tissue =<\/span> new<\/span> Tissue<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

view-><\/span>setScene<\/span>(<\/span>tissue)<\/span>;<\/span><\/p>\n

\/\/ \u8bbe\u7f6e\u4e3b\u7a97\u53e3\u7684\u4e2d\u5fc3\u90e8\u4ef6<\/span><\/p>\n

window.<\/span>setCentralWidget<\/span>(<\/span>view)<\/span>;<\/span><\/p>\n

\/\/ \u521b\u5efa\u5e76\u6dfb\u52a0\u4e00\u4e9b\u7ec6\u80de<\/span><\/p>\n

tissue-><\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>100.0<\/span>,<\/span> 100.0<\/span>,<\/span> 10.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

tissue-><\/span>addCell<\/span>(<\/span>Cell<\/span>(<\/span>200.0<\/span>,<\/span> 200.0<\/span>,<\/span> 15.0<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u663e\u793a\u4e3b\u7a97\u53e3<\/span><\/p>\n

window.<\/span>show<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\/\/ \u8fdb\u5165Qt\u4e3b\u5faa\u73af<\/span><\/p>\n

return<\/span> app.<\/span>exec<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

}<\/span><\/p>\n

\u603b\u7ed3<\/h3>\n

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