问:
设计一段python程序,用于安装有opencv库的树莓派小车,小车安装有四个麦克纳姆轮电机, 实现 “摄像头采集实时画面,分析画面中黑线走向,给出四个电机转速(如果反转则给出负数值), 小车能沿着黑线行驶,遇到T字路口或十字路口则停止"
答:
import cv2
import numpy as np
import RPi.GPIO as GPIO
# 设置GPIO引脚
GPIO.setmode(GPIO.BCM)
GPIO.setup(17, GPIO.OUT)
GPIO.setup(18, GPIO.OUT)
GPIO.setup(19, GPIO.OUT)
GPIO.setup(20, GPIO.OUT)
# 初始化电机速度为0
motor_speeds = [0, 0, 0, 0]
# 摄像头设置
camera = cv2.VideoCapture(0)
camera.set(cv2.CAP_PROP_FRAME_WIDTH, 320)
camera.set(cv2.CAP_PROP_FRAME_HEIGHT, 240)
while True:
# 读取一帧画面
ret, frame = camera.read()
# 将画面转为灰度图像
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
# 二值化处理,将灰度图像变为黑白二值图像
ret, binary = cv2.threshold(gray, 100, 255, cv2.THRESH_BINARY_INV)
# 进行形态学处理,去除噪声和填充空洞
kernel = np.ones((3,3), np.uint8)
binary = cv2.morphologyEx(binary, cv2.MORPH_OPEN, kernel)
binary = cv2.morphologyEx(binary, cv2.MORPH_CLOSE, kernel)
# 寻找轮廓
contours, hierarchy = cv2.findContours(binary, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
# 判断是否有黑线
if len(contours) > 0:
# 找到最大的轮廓
max_contour = max(contours, key=cv2.contourArea)
# 拟合直线
x, y, w, h = cv2.boundingRect(max_contour)
if w > h:
# 横向黑线
cv2.rectangle(frame, (x, y), (x + w, y + h), (0, 255, 0), 2)
direction = (x + w / 2) / (frame.shape[1] / 2) - 1
motor_speeds[0] = -direction
motor_speeds[1] = direction
motor_speeds[2] = -direction
motor_speeds[3] = direction
else:
# 纵向黑线
cv2.rectangle(frame, (x, y), (x + w, y + h), (0, 0, 255), 2)
direction = (y + h / 2) / (frame.shape[0] / 2) - 1
motor_speeds[0] = -direction
motor_speeds[1] = -direction
motor_speeds[2] = direction
motor_speeds[3] = direction
# 控制电机转速
for i in range(4):
if motor_speeds[i] >= 0:
GPIO.output(17 + i, GPIO.HIGH)
else:
GPIO.output(17 + i, GPIO.LOW)
motor_speeds[i] = -motor_speeds[i]
#根据电机速度设置PWM占空比
motor_pwm = abs(motor_speeds[i]) * 100
GPIO.PWM(17 + i, 100).start(motor_pwm)
# 显示画面
cv2.imshow("frame", frame)
# 等待按键或者延时50毫秒
key = cv2.waitKey(50)
if key == ord('q'):
break
# 停止电机
for i in range(4):
GPIO.output(17 + i, GPIO.LOW)
GPIO.PWM(17 + i, 100).stop()
# 释放摄像头
camera.release()
cv2.destroyAllWindows()
# 注意:上述代码仅供参考,具体实现还需要根据具体硬件和环境进行调整。例如需要调整电机控制引脚的编号,以及PWM频率等参数。