From 0c4bf91fab368f4517326e81641da10d39336bf7 Mon Sep 17 00:00:00 2001 From: wangWking <842749351@qq.com> Date: Fri, 20 Sep 2024 18:43:58 +0800 Subject: [PATCH 1/4] =?UTF-8?q?=E4=BC=98=E5=8C=96280=20ROS=E8=A7=86?= =?UTF-8?q?=E8=A7=89=E8=B7=9F=E8=B8=AA?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- mycobot_280/mycobot_280/CMakeLists.txt | 1 + .../camera_calibration/EyesInHand_matrix.json | 1 + .../camera_calibration/camera_calibration.py | 175 ++++++++ .../camera_calibration/camera_params.npz | Bin 0 -> 612 bytes .../camera_calibration/readme.docx | Bin 0 -> 9565020 bytes .../mycobot_280/camera_calibration/stag.png | Bin 0 -> 36777 bytes .../camera_calibration/uvc_camera.py | 55 +++ .../mycobot_280/config/EyesInHand_matrix.json | 1 + .../mycobot_280/config/camera_params.npz | Bin 0 -> 612 bytes .../config/mycobot_with_marker.rviz | 74 +-- .../launch/detect_marker_with_topic.launch | 28 ++ .../mycobot_280/launch/open_camera.launch | 21 + .../mycobot_280/scripts/detect_stag.py | 421 ++++++++++++++++++ mycobot_communication/CMakeLists.txt | 6 + .../msg/MycobotSetEndType.msg | 1 + .../msg/MycobotSetFreshMode.msg | 1 + .../msg/MycobotSetToolReference.msg | 6 + .../scripts/mycobot_topics.py | 108 ++++- mycobot_communication/srv/SetEndType.srv | 5 + mycobot_communication/srv/SetFreshMode.srv | 5 + .../srv/SetToolReference.srv | 10 + 21 files changed, 865 insertions(+), 54 deletions(-) create mode 100644 mycobot_280/mycobot_280/camera_calibration/EyesInHand_matrix.json create mode 100644 mycobot_280/mycobot_280/camera_calibration/camera_calibration.py create mode 100644 mycobot_280/mycobot_280/camera_calibration/camera_params.npz create mode 100644 mycobot_280/mycobot_280/camera_calibration/readme.docx create mode 100644 mycobot_280/mycobot_280/camera_calibration/stag.png create mode 100644 mycobot_280/mycobot_280/camera_calibration/uvc_camera.py create mode 100644 mycobot_280/mycobot_280/config/EyesInHand_matrix.json create mode 100644 mycobot_280/mycobot_280/config/camera_params.npz create mode 100644 mycobot_280/mycobot_280/launch/detect_marker_with_topic.launch create mode 100644 mycobot_280/mycobot_280/launch/open_camera.launch create mode 100644 mycobot_280/mycobot_280/scripts/detect_stag.py create mode 100644 mycobot_communication/msg/MycobotSetEndType.msg create mode 100644 mycobot_communication/msg/MycobotSetFreshMode.msg create mode 100644 mycobot_communication/msg/MycobotSetToolReference.msg create mode 100644 mycobot_communication/srv/SetEndType.srv create mode 100644 mycobot_communication/srv/SetFreshMode.srv create mode 100644 mycobot_communication/srv/SetToolReference.srv diff --git a/mycobot_280/mycobot_280/CMakeLists.txt b/mycobot_280/mycobot_280/CMakeLists.txt index 4998774a..619e25b1 100644 --- a/mycobot_280/mycobot_280/CMakeLists.txt +++ b/mycobot_280/mycobot_280/CMakeLists.txt @@ -30,6 +30,7 @@ catkin_install_python(PROGRAMS scripts/follow_display_gripper.py scripts/slider_control_gripper.py scripts/listen_real_gripper.py + scripts/detect_stag.py DESTINATION ${CATKIN_PACKAGE_BIN_DESTINATION} ) diff --git a/mycobot_280/mycobot_280/camera_calibration/EyesInHand_matrix.json b/mycobot_280/mycobot_280/camera_calibration/EyesInHand_matrix.json new file mode 100644 index 00000000..39c9e29d --- /dev/null +++ b/mycobot_280/mycobot_280/camera_calibration/EyesInHand_matrix.json @@ -0,0 +1 @@ +[[-0.996091560743614, 0.02359232376557422, -0.0851175943897141, -22.980358398950056], [-0.04045681823508953, -0.9785014715102557, 0.20223282649104501, -7.126480805661541], [-0.07851654904314409, 0.20488599881789024, 0.9756315283009006, 30.736245192702807], [0.0, 0.0, 0.0, 1.0]] \ No newline at end of file diff --git a/mycobot_280/mycobot_280/camera_calibration/camera_calibration.py b/mycobot_280/mycobot_280/camera_calibration/camera_calibration.py new file mode 100644 index 00000000..4162cba5 --- /dev/null +++ b/mycobot_280/mycobot_280/camera_calibration/camera_calibration.py @@ -0,0 +1,175 @@ +import cv2 +from uvc_camera import UVCCamera +import stag +import numpy as np +import json +import time +from scipy.linalg import svd +from pymycobot import * + + +mc = MyCobot("/dev/ttyUSB0") # 设置端口 + +np.set_printoptions(suppress=True, formatter={'float_kind': '{:.2f}'.format}) + + + +class camera_detect: + #Camera parameter initialize + def __init__(self, camera_id, marker_size, mtx, dist): + self.camera_id = camera_id + self.mtx = mtx + self.dist = dist + self.marker_size = marker_size + self.camera = UVCCamera(self.camera_id, self.mtx, self.dist) + self.camera_open() + + self.origin_mycbot_horizontal = [0,60,-60,0,0,0] + self.origin_mycbot_level = [0, 5, -104, 14, 0, 90] + + # Initialize EyesInHand_matrix to None or load from a document if available + self.EyesInHand_matrix = None + self.load_matrix() + + def save_matrix(self, filename="EyesInHand_matrix.json"): + # Save the EyesInHand_matrix to a JSON file + if self.EyesInHand_matrix is not None: + with open(filename, 'w') as f: + json.dump(self.EyesInHand_matrix.tolist(), f) + + def load_matrix(self, filename="EyesInHand_matrix.json"): + # Load the EyesInHand_matrix from a JSON file, if it exists + try: + with open(filename, 'r') as f: + self.EyesInHand_matrix = np.array(json.load(f)) + except FileNotFoundError: + print("Matrix file not found. EyesInHand_matrix will be initialized later.") + + def wait(self): + time.sleep(0.5) + while(mc.is_moving() == 1): + time.sleep(0.2) + + def camera_open(self): + self.camera.capture() # 打开摄像头 + + # 获取物体坐标(相机系) + def calc_markers_base_position(self, corners, ids): + if len(corners) == 0: + return [] + rvecs, tvecs = solve_marker_pnp(corners, self.marker_size, self.mtx, self.dist) # 通过二维码角点获取物体旋转向量和平移向量 + for i, tvec, rvec in zip(ids, tvecs, rvecs): + tvec = tvec.squeeze().tolist() + rvec = rvec.squeeze().tolist() + rotvector = np.array([[rvec[0], rvec[1], rvec[2]]]) + Rotation = cv2.Rodrigues(rotvector)[0] # 将旋转向量转为旋转矩阵 + Euler = self.CvtRotationMatrixToEulerAngle(Rotation) # 将旋转矩阵转为欧拉角 + target_coords = np.array([tvec[0], tvec[1], tvec[2], Euler[0], Euler[1], Euler[2]]) # 物体坐标(相机系) + return target_coords + + + def eyes_in_hand_calculate(self, pose, tbe1, Mc1, tbe2, Mc2, tbe3, Mc3, Mr): + + tbe1, Mc1, tbe2, Mc2, tbe3, Mc3, Mr = map(np.array, [tbe1, Mc1, tbe2, Mc2, tbe3, Mc3, Mr]) + # Convert pose from degrees to radians + euler = np.array(pose) * np.pi / 180 + Rbe = self.CvtEulerAngleToRotationMatrix(euler) + print("Rbe", Rbe) + Reb = Rbe.T + + A = np.hstack([(Mc2 - Mc1).reshape(-1, 1), + (Mc3 - Mc1).reshape(-1, 1), + (Mc3 - Mc2).reshape(-1, 1)]) + + b = Reb @ np.hstack([(tbe1 - tbe2).reshape(-1, 1), + (tbe1 - tbe3).reshape(-1, 1), + (tbe2 - tbe3).reshape(-1, 1)]) + + print("A = ", A) + print("B = ", b) + U, S, Vt = svd(A @ b.T) + Rce = Vt.T @ U.T + + tce = Reb @ (Mr - (1/3)*(tbe1 + tbe2 + tbe3) - (1/3)*(Rbe @ Rce @ (Mc1 + Mc2 + Mc3))) + + eyes_in_hand_matrix = np.vstack([np.hstack([Rce, tce.reshape(-1, 1)]), np.array([0, 0, 0, 1])]) + + return eyes_in_hand_matrix + + # 读取Camera坐标(单次) + def stag_identify(self): + self.camera.update_frame() # 刷新相机界面 + frame = self.camera.color_frame() # 获取当前帧 + (corners, ids, rejected_corners) = stag.detectMarkers(frame, 11) # 获取画面中二维码的角度和id + # 绘制检测到的标记及其ID + stag.drawDetectedMarkers(frame, corners, ids) + # 绘制被拒绝的候选区域,颜色设为红色 + stag.drawDetectedMarkers(frame, rejected_corners, border_color=(255, 0, 0)) + marker_pos_pack = self.calc_markers_base_position(corners, ids) # 获取物的坐标(相机系) + if(len(marker_pos_pack) == 0): + marker_pos_pack = self.stag_identify() + # print("Camera coords = ", marker_pos_pack) + # cv2.imshow("rrrr", frame) + # cv2.waitKey(1) + return marker_pos_pack + + def Eyes_in_hand_calibration(self, ml): + ml.send_angles(self.origin_mycbot_level, 50) # 移动到观测点 + self.wait() + input("make sure camera can observe the stag, enter any key quit") + coords = ml.get_coords() + pose = coords[3:6] + print(pose) + # self.camera_open_loop() + Mc1,tbe1 = self.reg_get(ml) + ml.send_coord(1, coords[0] + 30, 30) + self.wait() + Mc2,tbe2 = self.reg_get(ml) + ml.send_coord(1, coords[0] - 10, 30) + self.wait() + ml.send_coord(3, coords[2] + 20, 30) + self.wait() + Mc3,tbe3 = self.reg_get(ml) + + input("Move the end of the robot arm to the calibration point, press any key to release servo") + ml.release_all_servos() + input("focus servo and get current coords") + ml.power_on() + time.sleep(1) + coords = ml.get_coords() + while len(coords) == 0: + coords = ml.get_coords() + Mr = coords[0:3] + print(Mr) + + self.EyesInHand_matrix = self.eyes_in_hand_calculate(pose, tbe1, Mc1, tbe2, Mc2, tbe3, Mc3, Mr) + print("EyesInHand_matrix = ", self.EyesInHand_matrix) + self.save_matrix() # Save the matrix to a file after calculating it + print("save successe") + + def reg_get(self, ml): + for i in range(50): + Mc_all = self.stag_identify() + tbe_all = ml.get_coords() # 获取机械臂当前坐标 + while (tbe_all is None): + tbe_all = ml.get_coords() + + tbe = tbe_all[0:3] + Mc = Mc_all[0:3] + print("tbe = ", tbe) + print("Mc = ", Mc) + return Mc,tbe + + +if __name__ == "__main__": + if mc.is_power_on()==0: + mc.power_on() + camera_params = np.load("camera_params.npz") # 相机配置文件 + mtx, dist = camera_params["mtx"], camera_params["dist"] + m = camera_detect(0, 32, mtx, dist) + tool_len = 20 + mc.set_tool_reference([0, 0, tool_len, 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