当前位置:网站首页>(二)面扫描仪与机械臂的手眼标定(眼在手外:九点标定)
(二)面扫描仪与机械臂的手眼标定(眼在手外:九点标定)
2022-07-26 09:28:00 【飞扬123_123】
1、配置opencv库与Eigen库
需用到opencv中矩阵运算
需用到Eigen中SVD分解算法
2、获取点
点相对于标定板坐标系的坐标
30 30 0
90 30 0
180 30 0
30 120 0
90 120 0
180 120 0
30 210 0
90 210 0
180 210 0
存为board.txt文件
点相对于相机坐标系的坐标
-24.6 115.6 869.1
-85.7 115.6 869.1
-171.3 119.7 869.1
-24.5 21.9 872.1
-85.9 21.9 872.1
-175.5 26.0 872.1
-28.6 -68.1 874.0
-90.0 -64.0 874.0
-176.0 -64.0 874.0
存为camera.txt文件
可以复制一份存为camera1.txt用于测试
获取点相对于机械臂基地坐标系的坐标
465.09 -109.00 70.64
405.09 -106.00 71.64
314.09 -101.00 72.64
473.09 -31.00 70.64
413.09 -30.00 71.64
321.09 -28.00 72.64
483.09 50.00 70.64
424.09 50.00 71.64
337.09 48.00 72.64
存为robot.txt
3、求解程序
#include <vector>
#include <opencv2/opencv.hpp>
#include <iostream>
#include <math.h>
#include <map>
#include <fstream>
#include <sstream>
#include <Eigen/SVD>
#include <Eigen/Core>
#include<opencv2/core/eigen.hpp>
using namespace std;
using namespace cv;
using namespace Eigen;
void Solve_board2target(string target, Mat& T_board2camera, Mat& R_board2camera);
void test_camera2robot(cv::Mat H_camera2robot);
class coordinate {
public:
double x;
double y;
double z;
};
int main()
{
cv::Mat tempR, tempT;
cv::Mat R_board2camera, T_board2camera;
cv::Mat R_board2robot, T_board2robot;
cv::Mat H_board2camera = Mat::eye(4, 4, CV_64FC1);
cv::Mat H_board2robot = Mat::eye(4, 4, CV_64FC1);
string target;
//求板到机械臂末端的转换矩阵
target = "robot";
Solve_board2target(target, T_board2robot, R_board2robot);
tempT = T_board2robot.clone();
tempR = R_board2robot.clone();
tempR({
0,0,3,3 }).copyTo(H_board2robot({
0,0,3,3 }));
tempT({
0,0,1,3 }).copyTo(H_board2robot({
3,0,1,3 }));
cout << "board2robot:" << endl;
cout << H_board2robot << endl;
cout << "______________________________________" << endl;
//求板到相机的转换矩阵
target = "camera";
Solve_board2target(target, T_board2camera, R_board2camera);
tempT = T_board2camera.clone();
tempR = R_board2camera.clone();
tempR({
0,0,3,3 }).copyTo(H_board2camera({
0,0,3,3 }));
tempT({
0,0,1,3 }).copyTo(H_board2camera({
3,0,1,3 }));
cout << "board2camera:" << endl;
cout << H_board2camera << endl;
//求逆,相机到相板的转换矩阵
cv::Mat H_camera2board = H_board2camera.inv();
cout << "H_camera2board:" << endl;
cout << H_camera2board << endl;
cout << "______________________________________" << endl;
cv::Mat H_camera2robot = H_board2robot*H_camera2board;
cout << "camera2robot:" << endl;
cout << H_camera2robot << endl;
cout << "______________________________________" << endl;
test_camera2robot(H_camera2robot);
system("pause");
return 0;
}
//计算H_board2camera
//**************************************************************************
void Solve_board2target(string target, Mat& T_board2camera, Mat& R_board2camera)
{
//计算A2B
coordinate P_board, P_target, P_centroid;
vector<coordinate> v_board, v_target;
cv::Mat PA(3, 1, CV_64FC1);
cv::Mat PB(3, 1, CV_64FC1);
cv::Mat centroidA(3, 1, CV_64FC1);
cv::Mat centroidB(3, 1, CV_64FC1);
cv::Mat tempD, tempU, tempV;
cv::Mat H = Mat::zeros(3, 3, CV_64FC1);
cv::Mat tempH = Mat::eye(4, 4, CV_64FC1);
//读取点信息 并计算质心坐标
//------------------------------------------
P_centroid.x = 0;
P_centroid.y = 0;
P_centroid.z = 0;
//读取板上点的坐标并计算质心
ifstream fin;
fin.open("..//board.txt", ios::in);
while (!fin.eof())
{
fin >> P_board.x >> P_board.y >> P_board.z;
///cout << P_board.x << " " << P_board.y << " " << P_board.z << endl;
v_board.push_back(P_board); //存储
P_centroid.x = P_centroid.x + P_board.x;
P_centroid.y = P_centroid.y + P_board.y;
P_centroid.z = P_centroid.z + P_board.z;
}
fin.close();
//计算质心
centroidA.at<double>(0.0) = P_centroid.x / v_board.size();
centroidA.at<double>(1.0) = P_centroid.y / v_board.size();
centroidA.at<double>(2.0) = P_centroid.z / v_board.size();
///cout << "centroidA:" << endl;
///cout << centroidA << endl;
//读取相机中点的坐标
P_centroid.x = 0;
P_centroid.y = 0;
P_centroid.z = 0;
if (target == "camera")
{
fin.open("..//camera.txt", ios::in);
}
else if (target == "robot")
{
fin.open("..//robot.txt", ios::in);
}
else
{
cout << "targe输入有误!!" << endl;
return;
}
while (!fin.eof())
{
fin >> P_target.x >> P_target.y >> P_target.z;
///cout << P_target.x << " " << P_target.y << " " << P_target.z << endl;
v_target.push_back(P_target); //存储
P_centroid.x = P_centroid.x + P_target.x;
P_centroid.y = P_centroid.y + P_target.y;
P_centroid.z = P_centroid.z + P_target.z;
}
fin.close();
//计算质心
centroidB.at<double>(0.0) = P_centroid.x / v_target.size();
centroidB.at<double>(1.0) = P_centroid.y / v_target.size();
centroidB.at<double>(2.0) = P_centroid.z / v_target.size();
//计算H矩阵
//--------------------------------------------------------------
for (int i = 0; i < v_board.size(); i++)
{
PA.at<double>(0, 0) = v_board[i].x;
PA.at<double>(1, 0) = v_board[i].y;
PA.at<double>(2, 0) = v_board[i].z;
PB.at<double>(0, 0) = v_target[i].x;
PB.at<double>(1, 0) = v_target[i].y;
PB.at<double>(2, 0) = v_target[i].z;
H = H + (PA - centroidA)*((PB - centroidB).t());
}
///cout << "H:" << endl;
///cout << H << endl;
Eigen::MatrixXd SVD_H(3, 3);
cv2eigen(H, SVD_H); //Mat矩阵转Eigen矩阵
//SVD分解(H) 并计算旋转矩阵与平移矩阵
//------------------------------------------------------------------
///cout << "SVD_H:" << endl;
///cout << SVD_H << endl;
SVD::compute(H, tempD, tempU, tempV, 0);
//-------------------------------------------------------------------
// 进行svd分解
Eigen::JacobiSVD<Eigen::MatrixXd> svd_holder(SVD_H,
Eigen::ComputeThinU |
Eigen::ComputeThinV);
// 构建SVD分解结果
Eigen::MatrixXd U = svd_holder.matrixU();
Eigen::MatrixXd V = svd_holder.matrixV();
Eigen::MatrixXd D = svd_holder.singularValues();
//--------------------------------------------------------------------
//eigen矩阵转Mat矩阵
eigen2cv(U, tempU);
eigen2cv(V, tempV);
eigen2cv(D, tempD);
//计算标定板到相机的旋转矩阵和平移矩阵
R_board2camera = tempV * (tempU.t());
T_board2camera = centroidB - (R_board2camera * centroidA);
}
//测试camera2robot
void test_camera2robot(cv::Mat H_camera2robot)
{
coordinate P_camera;
vector<coordinate> v_camera;
cv::Mat PTemp (4, 1, CV_64FC1);
cv::Mat PCamera(4, 1, CV_64FC1);
cv::Mat PRobot (4, 1, CV_64FC1);
ifstream fin;
fin.open("..//camera1.txt", ios::in);
while (!fin.eof())
{
fin >> P_camera.x >> P_camera.y >> P_camera.z;
cout << P_camera.x << " " << P_camera.y << " " << P_camera.z << endl;
v_camera.push_back(P_camera); //存储
}
fin.close();
double tempAA[1][3];
for (int i = 0; i < v_camera.size(); i++)
{
cout << i << endl;
PTemp.at<double>(0, 0) = v_camera[i].x;
PTemp.at<double>(1, 0) = v_camera[i].y;
PTemp.at<double>(2, 0) = v_camera[i].z;
PTemp.at<double>(3, 0) = 1;
PCamera = PTemp.clone();
///cout << "PCamera:" << endl;
///cout << PCamera << endl;
///cout << "H_camera2robot" << endl;
///cout << H_camera2robot << endl;
//cout << H_camera2robot << endl;
PRobot = H_camera2robot * PCamera;
///cout << "PRobot:" << endl;
///cout << PRobot << endl;
tempAA[0][0] = PRobot.at<double>(0, 0);
tempAA[0][1] = PRobot.at<double>(1, 0);
tempAA[0][2] = PRobot.at<double>(2, 0);
cout << tempAA[0][0] << " " << tempAA[0][1] << " " << tempAA[0][2] << endl;
}
}
边栏推荐
- 注册模块用例编写
- 2020-12-29
- Zxing simplified version, reprinted
- tabbarController的使用
- [MySQL] detailed explanation of redo log, undo log and binlog (4)
- Personality test system V1.0
- WARNING: [pool www] server reached pm.max_children setting (5), consider raising it
- Tornado multi process service
- The problem of the sum of leetcode three numbers
- 青少年软件编程等级考试标准解读_二级
猜你喜欢

OFDM Lecture 16 - OFDM

After attaching to the process, the breakpoint displays "currently will not hit the breakpoint, and no symbols have been loaded for this document"
![[MySQL] how to execute an SQL statement (2)](/img/7b/53f8756458cc318e2f417b1cc0c3f8.png)
[MySQL] how to execute an SQL statement (2)

Windows backs up the database locally by command

antUI中a-modal 拖拽功能制作

电机转速模糊pid控制

2022 mobile crane driver test question simulation test question bank simulation test platform operation

JS output diamond on the console

Object 的Wait Notify NotifyAll 源码解析

mysql5.7.25主从复制(单向)
随机推荐
字节缓冲流&字符流详解
添加dll
Cat installation and use
v-premission添加权限
Smart gourmet C language
吴恩达机器学习之线性回归
v-for动态设置img的src
大二上第三周学习笔记
LeetCode三数之和问题
mysql5.7.25主从复制(单向)
登录模块用例编写
arcgis的基本使用1
Arc GIS basic operation 3
【线上死锁分析】由index_merge引发的死锁事件
Elastic APM installation and use
Byte buffer stream & character stream explanation
暑假第四周
I'm faded
Your login IP is not within the login mask configured by the administrator
2022 tea artist (intermediate) special operation certificate examination question bank simulated examination platform operation