我目前正在编写模拟退火代码来解决旅行商问题,并且在存储和使用我从 txt 文件中读取的数据时遇到了困难.每行 &文件中的列代表每个城市,两个不同城市之间的距离存储为 15 x 15 矩阵:
I'm currently writing a Simulated Annealing code to solve a traveling salesman problem and have run into difficulties with storing and using my read data from a txt file. Each row & column in the file represents each city, with the distance between two different cities stored as a 15 x 15 matrix:
0.0 5.0 5.0 6.0 7.0 2.0 5.0 2.0 1.0 5.0 5.0 1.0 2.0 7.1 5.0
5.0 0.0 5.0 5.0 5.0 2.0 5.0 1.0 5.0 6.0 6.0 6.0 6.0 1.0 7.1
5.0 5.0 0.0 6.0 1.0 6.0 5.0 5.0 1.0 6.0 5.0 7.0 1.0 5.0 6.0
6.0 5.0 6.0 0.0 5.0 2.0 1.0 6.0 5.0 6.0 2.0 1.0 2.0 1.0 5.0
7.0 5.0 1.0 5.0 0.0 7.0 1.0 1.0 2.0 1.0 5.0 6.0 2.0 2.0 5.0
2.0 2.0 6.0 2.0 7.0 0.0 5.0 5.0 6.0 5.0 2.0 5.0 1.0 2.0 5.0
5.0 5.0 5.0 1.0 1.0 5.0 0.0 2.0 6.0 1.0 5.0 7.0 5.0 1.0 6.0
2.0 1.0 5.0 6.0 1.0 5.0 2.0 0.0 7.0 6.0 2.0 1.0 1.0 5.0 2.0
1.0 5.0 1.0 5.0 2.0 6.0 6.0 7.0 0.0 5.0 5.0 5.0 1.0 6.0 6.0
5.0 6.0 6.0 6.0 1.0 5.0 1.0 6.0 5.0 0.0 7.0 1.0 2.0 5.0 2.0
5.0 6.0 5.0 2.0 5.0 2.0 5.0 2.0 5.0 7.0 0.0 2.0 1.0 2.0 1.0
1.0 6.0 7.0 1.0 6.0 5.0 7.0 1.0 5.0 1.0 2.0 0.0 5.0 6.0 5.0
2.0 6.0 1.0 2.0 2.0 1.0 5.0 1.0 1.0 2.0 1.0 5.0 0.0 7.0 6.0
7.0 1.0 5.0 1.0 2.0 2.0 1.0 5.0 6.0 5.0 2.0 6.0 7.0 0.0 5.0
5.0 7.0 6.0 5.0 5.0 5.0 6.0 2.0 6.0 2.0 1.0 5.0 6.0 5.0 0.0
为了阅读本文,我有一个 LoadCities() 函数,如下所示:
To read this I have a LoadCities() function as shown below:
#include "iostream"
#include "fstream"
#include "string"
using namespace std;
double distances [15][15];
void LoadCities()
{
ifstream CityFile;
if (!CityFile.is_open()) //check is file has been opened
{
CityFile.open ("Cities.txt", ios::in | ios::out);
if (!CityFile)
{
cerr << "Failed to open " << CityFile << endl;
exit(EXIT_FAILURE); //abort program
}
}
int length;
char * buffer;
string cities;
CityFile.seekg(0, ios::end);
length = CityFile.tellg();
CityFile.seekg (0, ios::beg);
buffer = new char [length];
cities = CityFile.read (buffer,length);
string rows = strtok(cities, "
");
distances = new double[rows.length()][rows.length()];
for (int i = 0; i < (string) rows.length(); i++)
{
string distance = strtok(rows[i], " ");
for (int j = 0; j < distance.length(); j++)
{
distances[i][j] = (double) Parse(distance[j]);
}
}
CityFile.close();
}
我尝试了另一种 istreambuf_iterator 方法来将读取的材料处理到数组中,但是我似乎总是遇到并发症:
I've attempted an alternative istreambuf_iterator method to get to the point of manipulating the read material into arrays, however I always seem to run into complications:
ifstream CityFile("Cities.txt");
string theString((std::istreambuf_iterator<char>(CityFile)), std::istreambuf_iterator<char>());
任何帮助都会非常有用.一直在抨击这个,但收效甚微!
Any help would be much appriciated. Been bashing my head against this with little success!
@ SoapBox - SA 代码、函数和 main() 的一些细节.这不是干净、高效、整洁,也不是在这个阶段,只需要暂时工作.此版本(以下)有效并设置为解决多项式(最简单的问题).将其转换为旅行商问题需要做的是:
@ SoapBox - Some Detail of the SA code, functions and main(). This is not clean, efficient, tidy and isn't ment to be at this stage, just needs to work for the moment. This version (below) works and is setup to solve polynomials (simplest problems). What needs to be done to convert it to a Traveling Salesman Problem is to:
编写 LoadCities() 函数来收集距离数据.(当前)
Write the LoadCities() function to gather the distance data. (Current)
更改 Initialise() 以获得所涉及的距离的总和
Change Initialise() to get the Total of the distances involved
将 E() 更改为 TSP 函数(例如计算随机路线的距离)
Change E() to the TSP function (e.g. Calculate distance of a random route)
后两个我知道我可以做,但是我需要 LoadCities() 来做.以下脚本中没有其他需要更改的内容.
The latter two I know I can do, however I require LoadCities() to do it. Nothing else needs to be changed in the following script.
#include "math.h"
#include "iostream"
#include "fstream"
#include "time.h" // Define time()
#include "stdio.h" // Define printf()
#include "randomc.h" // Define classes for random number generators
#include "mersenne.cpp" // Include code for the chosen random number generator
using namespace std; // For the use of text generation in application
double T;
double T_initial;
double S;
double S_initial;
double S_current;
double S_trial;
double E_current;
int N_step; // Number of Iterations for State Search per Temperature
int N_max; //Number of Iterations for Temperature
int Write;
const double EXP = 2.718281828;
//------------------------------------------------------------------------------
//Problem Function of Primary Variable (Debugged 17/02/09 - Works as intended)
double E(double x) //ORIGNINAL
{
double y = x*x - 6*x + 2;
return y;
}
//------------------------------------------------------------------------------
//Random Number Generation Function (Mod 19/02/09 - Generated integers only & fixed sequence)
double Random_Number_Generator(double nHigh, double nLow)
{
int seed = (int)time(0); // Random seed
CRandomMersenne RanGen(seed); // Make instance of random number generator
double fr; // Random floating point number
fr = ((RanGen.Random() * (nHigh - nLow)) + nLow); // Generatres Random Interger between nLow & nHigh
return fr;
}
//------------------------------------------------------------------------------
//Initializing Function (Temp 17/02/09)
void Initialize() //E.g. Getting total Distance between Cities
{
S_initial = Random_Number_Generator(10, -10);
cout << "S_Initial: " << S_initial << endl;
}
//------------------------------------------------------------------------------
//Cooling Schedule Function (make variables) (Completed 16/02/09)
double Schedule(double Temp, int i) // Need to find cooling schedule
{
double CoolingRate = 0.9999;
return Temp *= CoolingRate;
}
//------------------------------------------------------------------------------
//Next State Function (Mod 18/02/09)
double Next_State(double T_current, int i)
{
S_trial = Random_Number_Generator(pow(3, 0.5), pow(3, 0.5)*-1);
S_trial += S_current;
double E_t = E(S_trial);
double E_c = E(S_current);
double deltaE = E_t - E_c; //Defines gradient of movement
if ( deltaE <= 0 ) //Downhill
{
S_current = S_trial;
E_current = E_t;
}
else //Uphill
{
double R = Random_Number_Generator(1,0); //pseudo random number generated
double Ratio = 1-(float)i/(float)N_max; //Control Parameter Convergence to 0
double ctrl_pram = pow(EXP, (-deltaE / T_current)); //Control Parameter
if (R < ctrl_pram*Ratio) //Checking
{
S_current = S_trial; //Expresses probability of uphill acceptance
E_current = E_t;
}
else
E_current = E_c;
}
return S_current;
}
//------------------------------------------------------------------------------
//Metropolis Function (Mod 18/02/09)
double Metropolis(double S_start, double T_current, int N_Steps, int N_temperatures)
{
S_current = S_start; //Initialised S_initial equated to S_current
for ( int i=1; i <= N_step; i++ ) //Iteration of neighbour states
S_current = Next_State(T_current, N_temperatures); //Determines acceptance of new states
return S_current;
}
//------------------------------------------------------------------------------
//Write Results to Notepad (Completed 18/02/09)
void WriteResults(double i, double T, double x, double y)
{
//This function opens a results file (if not already opened)
//and stores results for one time step
static ofstream OutputFile;
const int MAXLENGTH = 80;
if (!OutputFile.is_open()) //check is file has been opened
{
//no it hasn't. Get a file name and open it.
char FileName[MAXLENGTH];
//read file name
cout << "Enter file name: ";
do
{
cin.getline(FileName, MAXLENGTH);
}
while (strlen(FileName) <= 0); //try again if length of string is 0
//open file
OutputFile.open(FileName);
// check if file was opened successfully
if (!OutputFile)
{
cerr << "Failed to open " << FileName << endl;
exit(EXIT_FAILURE); //abort program
}
OutputFile << "Iterations" << ' ' << "Temperatures" << ' ' << "X-Value" << ' ' << "Y-Value" << endl;
OutputFile << endl;
}
//OutputFile.width(10);
OutputFile << i << ' ' << T << ' ' << x << ' ' << y << endl;
if (i == N_max)
{
OutputFile << endl
<< "Settings: " << endl
<< "Initial Temperature: " << T_initial << endl
<< "Temperature Iterations: " << N_max << endl
<< "Step Iterations: " << N_step << endl
<< endl
<< "Results: " << endl
<< "Final Temperature: " << T << endl
<< "Minimum: " << S << endl;
OutputFile.close();
}
}
//------------------------------------------------------------------------------
//Main SA Function (Mod 17/02/09)
void SA(int W)
{
S = S_initial;
T = T_initial;
for ( int N_temperatures = 1 ; N_temperatures <= N_max ; N_temperatures++ )
{
S = Metropolis( S, T, N_step, N_temperatures);
T = Schedule(T, N_temperatures);
if (W == 1)
WriteResults(N_temperatures, T, S, E_current);
}
cout << "Result" << endl
<< "Y-value> " << S << endl
<< "Temperature> " << T << endl;
}
//------------------------------------------------------------------------------
//Execution of Traveling Salesman Problem (Progress 18/02/09)
int main()
{
cout << "Quadratic Function" << endl
<< "Solving method: Simulated Annealing" << endl;
cout << "" << endl;
cout << "Select desired Initial Temperature:" << endl
<< "> ";
cin >> T_initial;
cout << "Select desired number of Temperature Iterations:" << endl
<< "> ";
cin >> N_max;
cout << "Select desired number of step Iterations:" << endl
<< "> ";
cin >> N_step;
Initialize();
cout << "Write to file: (1 / 0) " << endl
<< "> ";
cin >> Write;
SA(Write);
system ("PAUSE");
return 0;
}
@ strager - 我知道它的代码很糟糕,但不幸的是,由于我的项目所涉及的时间限制和重要的学习曲线,结果才是所需要的!:) 后期会整理的.
@ strager - I know its bad code, but unfortunatly with the time constraints involved for my project and the consiquental learning curve, results are what are needed! :) It'll be tidied up at latter stages.
@dirkgently - 这是这样做的最初原因,也是我第一次尝试这样做的原因.
@ dirkgently - That was the initial reason for doing it this way, and hence why my first attempt is to go at it like so.
这个怎么样?(KISS 解决方案)
How about this? (KISS solution)
void LoadCities() {
int x, y;
ifstream in("Cities.txt");
if (!in) {
cout << "Cannot open file.
";
return;
}
for (y = 0; y < 15; y++) {
for (x = 0; x < 15; x++) {
in >> distances[x][y];
}
}
in.close();
}
对我有用.可能没有那么复杂,也可能不是很高效,但只要您不读取 1000x1000 数组,您就看不到任何区别.
Works for me. Might not be that complex and perhaps isn't very performant, but as long as you aren't reading a 1000x1000 array, you won't see any difference.
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