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510 lines (454 loc) · 16.9 KB
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#include <iostream>
#include "head.h"
#include <time.h>
#include <string>
#include <math.h>
#include <fstream>
using namespace std;
//random_engine
random_device rd;
mt19937 generator(rd());
uniform_int_distribution<int> distribution(0, 3); //randomly select one of four lists
uniform_real_distribution<float> distribution1(0.0, 1.0); //probabilities of three moves
uniform_int_distribution<int> random_SPR(0, c + p + v - 2); //randomly select one element from SPr list
uniform_int_distribution<int> random_SDR(0, c + d + v - 2); //randomly select one element from SDr list
uniform_int_distribution<int> random_SV(0, v - 1); //randomly select one element from SPv or SDv list
void Move_swap(int x[], int y, int y1);
void Move_insert(int x[], int y, int y1);
void Move_reverse(int x[], int y, int y1);
void show(int SPr[c + p + v - 1], int SDr[c + d + v - 1], int SPv[v], int SDv[v]);
void calculate_avg( vector<float> result_objvalue, vector<float> result_objcost,\
vector<float> result_CPU, float* result_avgvalue, float* result_avgCPU);
void opendata(float xy[c+p+d][2], float e1[c+p+d][c+p+d], float t1[c+p+d][c+p+d],\
float* p1, float d1[d][p], float* w, float* q1, float* c1);
fstream fin, file, route, result;
int iteration = 0;
int main()
{
float e1[c + p + d][c + p + d] = {0}; // Travel distance
float t1[c + p + d][c + p + d] = {0}; // Travel time
float p1[p] = {0}; // Supply of pickup nodes
float d1[d][p] = {0}; // Demand of delivery nodes from pickup nodes
float w[c] = {0}; // Capacity of CD
float q1[v] = {0}; // Capacity of vehicles
float c1[v] = {0}; // Cost per distance for vehicles
float xy[c+p+d][2] = {0}; // Coordinates of nodes
int SPr[c + p + v - 1] = {}; //Pickup routes
int SDr[c + d + v - 1] = {}; //Delivery routes
int SPv[v] = {}; //Pickup vehicle priority list
int SDv[v] = {}; //Delivery vehicle priority list
//Current solution
int SPr_X[c + p + v - 1] = {};
int SDr_X[c + d + v - 1] = {};
int SPv_X[v] = {};
int SDv_X[v] = {};
//New solution
int SPr_Y[c + p + v - 1] = {};
int SDr_Y[c + d + v - 1] = {};
int SPv_Y[v] = {};
int SDv_Y[v] = {};
int method;
int instance;
float runtime = (float)clock() / CLOCKS_PER_SEC;
float currenttime = (float)clock() / CLOCKS_PER_SEC;
result.open("result/30N/result.txt", ios::out | ios::trunc);
result << "ins" << "\t"
<< "Avg.Value" <<"\t"
<< "Best Value" <<"\t"
<< "Best Cost" <<"\t"
<< "CPU time" <<"\t"<<endl;
cout << "choose one of method"<<endl;
cout << "[1] processing specified instance"<<endl;
cout << "[2] processing all instances"<<endl;
cin >> method;//選擇執行單一instance或者全部instances
if (method==1){
cout << "choose which instance to be processed(1~30)"<<endl;
cin >> instance;
num = instance;
}
else{
num = 1;
instance = 30;
}
while(num <= instance){
result << num << "\t";
//Loading the parameters
opendata(xy, e1, t1, p1, d1, w, q1, c1);
//Files for recording the results
file.open("result/30N/output_"+to_string(num)+".txt", ios::out | ios::trunc);
route.open("result/30N/recordroute_"+to_string(num)+".txt", ios::out | ios::trunc);
vector<float> result_objvalue;
vector<float> result_objcost;
vector<float> result_CPU;
float result_avgvalue = 0;
float result_avgCPU = 0;
float result_bestcost = infin;
float result_bestvalue = infin;
iteration = 1;
while(iteration <= 10){ // Every instance is solved 10 times.
file << "=============iteration "<<iteration<<"============="<<endl;
route << "=============iteration "<<iteration<<"============="<<endl;
ini_sol(SPr, SDr, SPv, SDv, e1, t1, p1, d1, w, q1, c1);
/*ANSA parameters and variables*/
float T_0 = 3; //起始溫度
float T_f = 0.01; //最低溫度
float T = 0.0; //目前溫度
float rate = 0.9f; //降溫速度
float K = 1.0; //波茲曼常數
int I = 600*(c+p+d); //每個溫度下的迭代次數
float R_t[3] = {0.33333f, 0.33333f, 0.33333f}; //初始化選擇機率
int random_list = 0;
float random_move = 0;
int *X_best[4] = {SPr, SDr, SPv, SDv}; //目前最佳解
int *X[4] = {SPr_X, SDr_X, SPv_X, SDv_X}; //改善解
int *Y[4] = {SPr_Y, SDr_Y, SPv_Y, SDv_Y}; //鄰域解
int arr_size[4] = {c + p + v - 1, c + d + v - 1, v, v};
int f_index = 0;
int l_index = 0;
int select_move = 0;
float delta = 0.0;
float r = 0.0;
float obj_X = 0;
float obj_Y = 0;
float F_best = 0;
float F_worst = 1;
float TimeGap = 0;
float TimeGap_best = 0;
float O_bar[3] = {0};
float O = 0;
/*ANSA*/
//初始化
obj_X = infin;//先將目前的目標值設為極大值
F_best = obj_X;
TimeGap_best = TimeGap;
T = T_0;
//將目前解設定為起始解
for (int j = 0; j < 4; j++)
{
for (int k = 0; k < arr_size[j]; k++)
{
X[j][k] = X_best[j][k];
}
}
//外迴圈
while (T > T_f)//是否到最低溫度
{
float O_t[3] = {0};//累積目標值
int N_t[3] = {0};//選擇次數
O = 0;
for (int i = 0; i < I; i++)
{
random_list = distribution(generator);
random_move = distribution1(generator);
//依照選到的list,從中隨機產生不大於串列長度的兩個不相同的數字
if (arr_size[random_list] == v)
{
do
{
f_index = random_SV(generator);
l_index = random_SV(generator);
} while (f_index == l_index);
}
else if(arr_size[random_list] == c + p + v - 1)
{
do
{
f_index = random_SPR(generator);
l_index = random_SPR(generator);
} while (f_index == l_index);
}
else
{
do
{
f_index = random_SDR(generator);
l_index = random_SDR(generator);
} while (f_index == l_index);
}
//初始化鄰域解為上次迭代的解
for (int j = 0; j < 4; j++)
{
for (int k = 0; k < arr_size[j]; k++)
{
Y[j][k] = X[j][k];
}
}
//依據各move的選擇機率選擇move
if (random_move <= R_t[0])
{
Move_swap(Y[random_list], f_index, l_index);
select_move = 0;
}
else if (random_move > R_t[0] && random_move <= R_t[0] + R_t[1])
{
Move_reverse(Y[random_list], f_index, l_index);
select_move = 1;
}
else
{
Move_insert(Y[random_list], f_index, l_index);
select_move = 2;
}
N_t[select_move]++;
//計算鄰域解的目標值
obj_Y = cal_obj(SPr_Y, SDr_Y, SPv_Y, SDv_Y, e1, t1, p1, d1, w, q1, c1, &TimeGap);
if (obj_Y >= 0)//判斷鄰域解是否可行。不可行解目標值為-1;可行解則是會大於0
{
O_t[select_move] = O_t[select_move] + obj_Y;
delta = obj_Y - obj_X;
if (delta <= 0)//若鄰域解比目前的解好則更新
{
for (int j = 0; j < 4; j++)
{
for (int k = 0; k < arr_size[j]; k++)
{
X[j][k] = Y[j][k];
}
}
obj_X = obj_Y;
}
else
{
r = distribution1(generator);
if (r < exp((float)(-delta) / (K * T)))//依據波茲曼函數來決定是否接受比較差的解
{
for (int j = 0; j < 4; j++)
{
for (int k = 0; k < arr_size[j]; k++)
{
X[j][k] = Y[j][k];
}
}
obj_X = obj_Y;
}
}
if (obj_X < F_best)//判斷是否為目前最佳的解
{
for (int j = 0; j < 4; j++)
{
for (int k = 0; k < arr_size[j]; k++)
{
X_best[j][k] = X[j][k];
}
}
route << "--------"
<< "T:" << T << ",I:" << i + 1 << "--------" << endl;
show(SPr, SDr, SPv, SDv);
route << "obj_Y:" << obj_Y << endl;
route << "obj_X:" << obj_X << endl;
route << "obj_best:" << F_best << endl;
route << "obj_worst:" << F_worst << endl;
route << "---------------------------" << endl << endl;
F_best = obj_X;
TimeGap_best = TimeGap;
}
if (obj_Y > F_worst)//判斷是否為目前最差的解
{
F_worst = obj_Y;
}
}
else //若出現不可行解則累積目標值改成加上目前最差的目標值
{
O_t[select_move] = O_t[select_move] + F_worst;
continue;
}
}
for (int j = 0; j < 3; j++)
{
if (N_t[j] == 0) //若沒被選擇過則累積目標值設為目前最大的目標值
{
O_t[j] = F_worst;
N_t[j] = 1;
}
O_bar[j] = (float)(N_t[j]) / O_t[j];
O += O_bar[j];
}
for (int j = 0; j < 3; j++)
{
R_t[j] = O_bar[j] / O;
}
T = rate * T;//降溫
}
route << endl
<< "------Optimal solution------" << endl;
show(SPr, SDr, SPv, SDv);
route << endl
<< "objective value= " << F_best << endl
<< "objective time gap= " << TimeGap_best << endl
<< "objective cost= " << F_best - alpha * TimeGap_best << endl;
file << endl
<< F_best << endl
<< TimeGap_best << endl
<< F_best - alpha * TimeGap_best << endl;
runtime = ((float)clock() / CLOCKS_PER_SEC) - currenttime;
currenttime = ((float)clock() / CLOCKS_PER_SEC);
route << "----------------------------" << endl;
file << "Time: " << runtime<< "s" << endl;
route << "Time: " << runtime << "s" << endl;
//record value
result_objvalue.push_back(F_best);
result_objcost.push_back(F_best - alpha * TimeGap_best);
result_CPU.push_back(runtime);
if (F_best <= result_bestvalue) result_bestvalue = F_best;
if ((F_best - alpha * TimeGap_best) <= result_bestcost) result_bestcost = F_best - alpha * TimeGap_best;
iteration ++ ;
}
//calculate average
calculate_avg( result_objvalue,result_objcost,result_CPU, &result_avgvalue, &result_avgCPU);
result << result_avgvalue << "\t"
<< result_bestvalue <<"\t"
<< result_bestcost <<"\t"
<< result_avgCPU <<endl;
file.close();
route.close();
num ++;
}
result.close();
return 0;
}
void Move_swap(int x[], int y, int y1)
{
int z = 0;
z = x[y];
x[y] = x[y1];
x[y1] = z;
}
void Move_insert(int x[], int y, int y1)
{
if (y < y1)
{
for (int i = y; i < y1 - 1; i++)
{
Move_swap(x, i, i + 1);
}
}
else
{
for (int i = y; i > y1; i--)
{
Move_swap(x, i, i - 1);
}
}
}
void Move_reverse(int x[], int y, int y1)
{
int z = (abs(y - y1) - 1) / 2;
if (y < y1)
{
for (int i = 1; i <= z; i++)
{
Move_swap(x, y + i, y1 - i);
}
}
else
{
for (int i = 1; i <= z; i++)
{
Move_swap(x, y1 + i, y - i);
}
}
}
void show(int SPr[c + p + v - 1], int SDr[c + d + v - 1], int SPv[v], int SDv[v])
{
// Write to the file
route << "SPr:";
for (int j = 0; j < c + p + v - 1; j++)
{
route << SPr[j] << " ";
}
route << endl
<< "SDr:";
for (int j = 0; j < c + d + v - 1; j++)
{
route << SDr[j] << " ";
}
route << endl
<< "SPv:";
for (int j = 0; j < v; j++)
{
route << SPv[j] << " ";
}
route << endl
<< "SDv:";
for (int j = 0; j < v; j++)
{
route << SDv[j] << " ";
}
route << endl;
}
void calculate_avg( vector<float> result_objvalue, vector<float> result_objcost, vector<float> result_CPU, float* result_avgvalue, float* result_avgCPU){
for (int i = 0 ; i < iteration-1 ; i++){
*result_avgvalue += result_objvalue[i];
*result_avgCPU += result_CPU[i];
}
*result_avgvalue /= iteration-1;
*result_avgCPU /= iteration-1;
}
void opendata(float xy[c+p+d][2], float e1[c+p+d][c+p+d], float t1[c+p+d][c+p+d],\
float* p1, float d1[d][p], float* w, float* q1, float* c1)
{
//Loading the parameters
fin.open("30N/data"+to_string(num)+".txt", ios::in);
if (!fin)
{
system("pause");
exit(1);
}
cout << "xy data:" << endl;
for (int i = 0 ; i < c+p+d ; i++){
for (int j = 0 ; j < 2 ; j++){
fin >> xy[i][j];
cout << xy[i][j] <<"\t";
}
cout <<endl;
}
cout << "e1: "<<endl;
for (int i = 0 ; i < c+p+d ; i++){
for (int j = 0 ; j < c+p+d; j++){
e1[i][j] = sqrt(pow(abs(xy[i][0]-xy[j][0]),2)+pow(abs(xy[i][1]-xy[j][1]),2));
t1[i][j] = e1[i][j]/2.4;
cout << e1[i][j] << "\t";
}
cout <<endl;
}
cout << "t1: "<<endl;
for (int i = 0 ; i < c+p+d ; i++){
for (int j = 0 ; j < c+p+d; j++){
cout << t1[i][j]<<"\t";
}
cout <<endl;
}
cout << "p1 data:" << endl;
for (int i = 0 ; i < p ; i++){
fin >> p1[i];
cout << p1[i] <<"\t";
}
cout <<endl;
cout << "d1 data:" << endl;
for (int i = 0 ; i < d ; i++){
for (int j = 0 ; j < p ; j++){
fin >> d1[i][j];
cout << d1[i][j] <<"\t";
}
cout <<endl;
}
cout << "w data:" << endl;
for (int i = 0 ; i < c ; i++){
fin >> w[i];
cout << w[i] <<"\t";
}
cout <<endl;
cout << "q1 data:" << endl;
for (int i = 0 ; i < v ; i++){
fin >> q1[i];
cout << q1[i] <<"\t";
}
cout <<endl;
cout << "c1 data:" << endl;
for (int i = 0 ; i < v ; i++){
fin >> c1[i];
cout << c1[i] <<"\t";
}
cout <<endl;
fin.close();
}