From e28a3e5930d106216de29ffa45c5c3c8bf492736 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E7=90=89=E7=92=83=E6=9C=88=E5=85=89?=
<15630071+llyg777@user.noreply.gitee.com>
Date: Mon, 15 Sep 2025 10:45:15 +0800
Subject: [PATCH] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E7=94=B5=E6=9C=BA=E6=8E=A7?=
=?UTF-8?q?=E5=88=B6=E6=97=B6=E9=97=B4=E5=BB=B6=E8=BF=9F?=
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Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
.idea/5dof.iml | 2 +-
.idea/misc.xml | 2 +-
5dof_motor_main.py | 2 +-
DM_control.py | 144 +++++++++++++
calculate/angle_A.txt | 1 -
calculate/angle_B.txt | 1 -
calculate/ik.py | 111 ++++++----
calculate/trajectory.py | 37 ++++
jicheng1.py | 457 ++++++++++++++++++++++++++++++++++++++++
main.py | 378 +++++++++++++++++++++++++++++++++
new_main.py | 301 ++++++++++++++++++++++++++
11 files changed, 1389 insertions(+), 47 deletions(-)
create mode 100644 DM_control.py
delete mode 100644 calculate/angle_A.txt
delete mode 100644 calculate/angle_B.txt
create mode 100644 jicheng1.py
create mode 100644 main.py
create mode 100644 new_main.py
diff --git a/.idea/5dof.iml b/.idea/5dof.iml
index ef778ac..0c27a7f 100644
--- a/.idea/5dof.iml
+++ b/.idea/5dof.iml
@@ -2,7 +2,7 @@
-
+
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
index ed483f3..c952d09 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -3,5 +3,5 @@
-
+
\ No newline at end of file
diff --git a/5dof_motor_main.py b/5dof_motor_main.py
index f618612..e024c76 100644
--- a/5dof_motor_main.py
+++ b/5dof_motor_main.py
@@ -199,7 +199,7 @@ if __name__ == "__main__":
# 可选其他轨迹:
trajectory_config = {
'func': line_trajectory,
- 'params': {'start': (125, 300), 'end': (125, 400)}
+ 'params': {'start': (125, 300), 'end': (275, 300)}
}
#trajectory_config = {
# 'func': circle_trajectory,
diff --git a/DM_control.py b/DM_control.py
new file mode 100644
index 0000000..18664ce
--- /dev/null
+++ b/DM_control.py
@@ -0,0 +1,144 @@
+import time
+import numpy as np
+import matplotlib.pyplot as plt
+from DM_CAN import *
+import serial
+from time import perf_counter, sleep
+
+# ================= 初始化电机 =================
+Motor1 = Motor(DM_Motor_Type.DM4310, 0x01, 0x11)
+serial_device = serial.Serial('COM3', 921600, timeout=0.5)
+MotorControl1 = MotorControl(serial_device)
+MotorControl1.addMotor(Motor1)
+MotorControl1.enable(Motor1)
+sleep(1)
+# ================= 五次多项式轨迹函数 =================
+def quintic_interpolation(q0, qf, t, T):
+ """
+ 五次多项式平滑插值
+ q0: 起始位置
+ qf: 目标位置
+ t: 当前时间(0~T)
+ T: 总时间
+ 返回:平滑位置
+ """
+ s = t / T
+ s = np.clip(s, 0, 1) # 限制在0~1
+ alpha = s**3 * (10 - 15*s + 6*s**2)
+ return q0 + (qf - q0) * alpha
+
+# ================= 执行轨迹函数 =================
+def execute_trajectory(MotorControl, Motor, waypoints,
+ total_time=6.0, slow_down_time=2.0,
+ kp=50, kd=1.0, dt=0.001, read_interval=0.01,
+ ramp_time=2.0):
+ """
+ 五次多项式轨迹执行函数(均分时间 + 缓启动 + 缓停)
+ """
+ # 获取当前电机位置
+ MotorControl.refresh_motor_status(Motor)
+ sleep(0.1)
+ MotorControl.refresh_motor_status(Motor)
+ current_pos = Motor.getPosition()
+ positions = [current_pos] + waypoints
+
+ # ===== 均分时间,不按距离 =====
+ num_segments = len(positions) - 1
+ seg_times = [total_time / num_segments] * num_segments
+
+ # ===== 轨迹执行 =====
+ actual_pos, desired_pos, time_axis = [], [], []
+ start_time = perf_counter()
+ next_time = start_time
+ last_read_time = start_time
+
+ for i in range(num_segments):
+ q0 = positions[i]
+ qf = positions[i+1]
+ T = seg_times[i]
+ steps = int(T/dt)
+ for j in range(steps):
+ t = j*dt
+ # 五次多项式插值
+ pos_cmd = quintic_interpolation(q0, qf, t, T)
+ # 启动缓动
+ ramp = 0.5*(1 - np.cos(np.pi*min(t, ramp_time)/ramp_time)) if t < ramp_time else 1.0
+ pos_cmd = current_pos + (pos_cmd - current_pos) * ramp
+ vel_cmd = 0 # 由五次插值保证平滑
+
+ MotorControl.controlMIT(Motor, kp, kd, pos_cmd, vel_cmd, 0)
+
+ # 低频读取
+ now = perf_counter()
+ if now - last_read_time >= read_interval:
+ MotorControl.refresh_motor_status(Motor)
+ actual = Motor.getPosition()
+ last_read_time = now
+ else:
+ actual = np.nan
+
+ actual_pos.append(actual)
+ desired_pos.append(pos_cmd)
+ time_axis.append(now - start_time)
+
+ # 固定周期
+ next_time += dt
+ while perf_counter() < next_time:
+ pass
+
+ current_pos = qf # 更新起点用于下一段
+
+ # ===== 缓停段 =====
+ final_pos = positions[-1]
+ MotorControl.refresh_motor_status(Motor)
+ start_pos = Motor.getPosition()
+ steps = int(slow_down_time / dt)
+ for i in range(steps):
+ t = i * dt
+ pos_cmd = quintic_interpolation(start_pos, final_pos, t, slow_down_time)
+ vel_cmd = 0
+ MotorControl.controlMIT(Motor, kp, kd, pos_cmd, vel_cmd, 0)
+
+ now = perf_counter()
+ if now - last_read_time >= read_interval:
+ MotorControl.refresh_motor_status(Motor)
+ actual = Motor.getPosition()
+ last_read_time = now
+ else:
+ actual = np.nan
+
+ actual_pos.append(actual)
+ desired_pos.append(pos_cmd)
+ time_axis.append(now - start_time)
+
+ next_time += dt
+ while perf_counter() < next_time:
+ pass
+
+ # ===== 绘图 =====
+ actual_clean = np.array(actual_pos)
+ desired_clean = np.array(desired_pos)
+ mask = ~np.isnan(actual_clean)
+
+ plt.figure()
+ plt.plot(np.array(time_axis)[mask], desired_clean[mask], label='Desired')
+ plt.plot(np.array(time_axis)[mask], actual_clean[mask], label='Actual', linestyle='--')
+ plt.xlabel('Time [s]')
+ plt.ylabel('Position [rad]')
+ plt.title(f'Quintic Trajectory (Ramp + Smooth Stop)')
+ plt.legend()
+ plt.grid(True)
+ plt.show()
+
+
+# ================= 执行轨迹 =================
+target_angles = [ 0.0, 0.3, 0.6, 0.88, 0.9, 1.5,
+ 0.5, 0.2,-0.2,-0.8]
+execute_trajectory(MotorControl1, Motor1, target_angles,
+ total_time=10.0, slow_down_time=1.0,
+ kp=50, kd=1, dt=0.001, read_interval=0.005,
+ ramp_time=1.0)
+
+# 关闭
+MotorControl1.disable(Motor1)
+serial_device.close()
\ No newline at end of file
diff --git a/calculate/angle_A.txt b/calculate/angle_A.txt
deleted file mode 100644
index 6c53205..0000000
--- a/calculate/angle_A.txt
+++ /dev/null
@@ -1 +0,0 @@
-2.25,2.24,2.23,2.22,2.21,2.20,2.19,2.19,2.18,2.17,2.16,2.15,2.14,2.12,2.11,2.10,2.09,2.08,2.07,2.05
\ No newline at end of file
diff --git a/calculate/angle_B.txt b/calculate/angle_B.txt
deleted file mode 100644
index 84d3363..0000000
--- a/calculate/angle_B.txt
+++ /dev/null
@@ -1 +0,0 @@
-0.90,0.90,0.91,0.92,0.93,0.94,0.95,0.96,0.97,0.98,0.99,1.00,1.01,1.02,1.03,1.04,1.05,1.06,1.08,1.09
\ No newline at end of file
diff --git a/calculate/ik.py b/calculate/ik.py
index 6046976..dfd2f3c 100644
--- a/calculate/ik.py
+++ b/calculate/ik.py
@@ -3,67 +3,94 @@ import math
def inverseF(x, y, l1, l2, l3, l4, l5):
"""
- 五连杆机构逆向运动学函数(Python 实现)
+ 五连杆机构逆向运动学函数(优化版)
输入:
x, y: 末端执行器坐标
- l1~l5: 各杆长度
+ l1, l2: 左侧连杆长度 (O1→B, B→C)
+ l3, l4: 右侧连杆长度 (C→D, D→O2)
+ l5: 两基座距离 (O1O2)
输出:
- theta1, theta2: 两个主动关节角度(弧度)
+ theta1, theta2: 两个主动关节角度(弧度,从 x 轴逆时针)
+
+ 注意:
+ - 构型为“肘部向上”(通过 2π - acos 保证)
+ - 若目标点不可达,抛出 ValueError
"""
- Xc = x
- Yc = y
+ Xc, Yc = x, y
- # ===== 左侧链路(l1, l2)=====
- numerator_left = Xc ** 2 + Yc ** 2 - l1 ** 2 - l2 ** 2
- denominator_left = 2 * l1 * l2
- cosfoai_12 = numerator_left / denominator_left
+ # ---------------- 左侧链路:求解 θ1 (O1 处电机角) ----------------
+ R2_left = Xc * Xc + Yc * Yc # O1 到末端距离平方
+ cos_phi12 = (R2_left - l1 * l1 - l2 * l2) / (2 * l1 * l2)
- if cosfoai_12 > 1 or cosfoai_12 < -1:
- raise ValueError("目标点超出工作空间!左侧无解。")
- foai_12 = 2 * math.pi - math.acos(cosfoai_12)
+ if cos_phi12 < -1 or cos_phi12 > 1:
+ raise ValueError(f"左侧无解:cosφ12 = {cos_phi12:.4f} 超出 [-1,1]")
- # 求第一个电机角度 foai_01
- numerator_foai01 = l2 * Yc * math.sin(foai_12) + Xc * (l2 * math.cos(foai_12) + l1)
- denominator_foai01 = (l2 * math.cos(foai_12) + l1) ** 2 + (l2 * math.sin(foai_12)) ** 2
+ # φ12 = ∠B (三角形 O1-B-C 的内角)
+ phi12 = 2 * math.pi - math.acos(cos_phi12) # 肘部向上构型
- if denominator_foai01 == 0:
- raise ZeroDivisionError("分母为零,无法计算左侧角度。")
+ # 计算 B 点坐标(从 C 反推)
+ # 向量 BC 的方向角 = atan2(Yc, Xc) + delta_angle
+ # 更稳定的方法:使用向量投影或直接几何
+ cos_phi12_val = math.cos(phi12)
+ sin_phi12_val = math.sin(phi12)
- cosfoai_01 = numerator_foai01 / denominator_foai01
- if cosfoai_01 > 1 or cosfoai_01 < -1:
- raise ValueError("cosfoai_01 超出 [-1, 1],左侧无解。")
- foai_01 = math.acos(cosfoai_01)
+ # 使用向量法求 B 点
+ # B = C - l2 * (cos(u2), sin(u2)),但 u2 未知
+ # 改用:B 在以 O1 为圆心 l1 的圆 和 以 C 为圆心 l2 的圆 的交点
+ # 我们已有 φ12,可用三角法
- # ===== 右侧链路(l3, l4)=====
- Xc_shifted = Xc - l5
- numerator_right = Xc_shifted ** 2 + Yc ** 2 - l3 ** 2 - l4 ** 2
- denominator_right = 2 * l3 * l4
- cosfoai_34 = numerator_right / denominator_right
+ # 方法:从 O1 出发,B 的方向角 foai_01
+ numerator = l2 * Yc * sin_phi12_val + Xc * (l2 * cos_phi12_val + l1)
+ denominator = (l2 * cos_phi12_val + l1) ** 2 + (l2 * sin_phi12_val) ** 2
- if cosfoai_34 > 1 or cosfoai_34 < -1:
- raise ValueError("目标点超出工作空间!右侧无解。")
- foai_34 = 2 * math.pi - math.acos(cosfoai_34)
+ if abs(denominator) < 1e-12:
+ raise ZeroDivisionError("左侧分母接近零,机构处于奇异位形。")
+ cos_theta1 = numerator / denominator
+ if cos_theta1 < -1 or cos_theta1 > 1:
+ raise ValueError(f"cosθ1 = {cos_theta1:.4f} 超出 [-1,1],左侧无解。")
+
+ theta1 = math.acos(cos_theta1)
+ # 根据 Yc 符号判断象限(保持上凸构型)
+ if Yc < 0:
+ theta1 = 2 * math.pi - theta1 # 或根据机构限制决定
+
+ # ---------------- 右侧链路:求解 θ2 (O2 处电机角) ----------------
+ Xc_rel = Xc - l5 # C 点相对于 O2 的 x 坐标
+ R2_right = Xc_rel * Xc_rel + Yc * Yc # O2 到末端距离平方
+ cos_phi34 = (R2_right - l3 * l3 - l4 * l4) / (2 * l3 * l4)
+
+ if cos_phi34 < -1 or cos_phi34 > 1:
+ raise ValueError(f"右侧无解:cosφ34 = {cos_phi34:.4f} 超出 [-1,1]")
+
+ phi34 = 2 * math.pi - math.acos(cos_phi34) # 肘部向上
+
+ # 计算辅助量
A = l5 - Xc
- B = l3 * math.sin(foai_34)
- C = l4 + l3 * math.cos(foai_34)
+ B = l3 * math.sin(phi34)
+ C = l4 + l3 * math.cos(phi34)
- if B == 0 and C == 0:
- raise ZeroDivisionError("B 和 C 均为零,无法计算右侧角度。")
+ if abs(B) < 1e-12 and abs(C) < 1e-12:
+ raise ValueError("右侧分母为零,机构处于奇异位形。")
+
+ sqrt_BC = math.sqrt(B * B + C * C)
try:
- foai_t = math.acos(B / math.sqrt(B ** 2 + C ** 2))
- foai_40 = foai_t - math.asin(A / math.sqrt(B ** 2 + C ** 2))
- except:
- raise ValueError("右侧三角函数计算失败,请检查输入是否合法。")
+ foai_t = math.acos(B / sqrt_BC)
+ inner_asin = A / sqrt_BC
+ if inner_asin < -1 or inner_asin > 1:
+ raise ValueError("asin 参数越界")
+ foai_40 = foai_t - math.asin(inner_asin)
+ except (ValueError, ZeroDivisionError) as e:
+ raise ValueError(f"右侧三角计算失败: {e}")
- # 转换为角度再转回弧度
- theta1_deg = math.degrees(foai_01)
- theta2_deg = 180 - math.degrees(foai_40)
+ # 关键:直接输出弧度,不再转角度
+ # 原 C 代码中:theta2 = 180 - foai_40_deg,对应 u4 = pi - foai_40
+ theta2 = math.pi - foai_40
- theta1 = math.radians(theta1_deg)
- theta2 = math.radians(theta2_deg)
+ # ---------------- 可选:验证解的合理性 ----------------
+ # 可添加工作空间边界检查、关节限位等
return theta1, theta2
\ No newline at end of file
diff --git a/calculate/trajectory.py b/calculate/trajectory.py
index 160c21c..11b59ba 100644
--- a/calculate/trajectory.py
+++ b/calculate/trajectory.py
@@ -16,6 +16,43 @@ def line_trajectory(start=(40, 0), end=(120, 0), num_points=20):
y_list = start[1] + t * (end[1] - start[1])
return x_list, y_list
+
+def line_trajectory_fix(start=(40, 0), end=(120, 100), vx=0.1, vy=0.1, num_points=20):
+ """
+ 生成带速度分量的匀速斜线轨迹
+ 参数:
+ start: 起始点 (x, y)
+ end: 终点 (x, y) —— 仅用于估算运行时间(可选)
+ vx: x方向速度(单位/秒)
+ vy: y方向速度(单位/秒)
+ num_points: 生成的轨迹点数
+ 返回:
+ x_list, y_list: 轨迹坐标数组
+ """
+ # 速度大小
+ speed = np.sqrt(vx**2 + vy**2)
+ if speed == 0:
+ raise ValueError("速度不能为零")
+
+ # 估算从 start 到 end 的距离(用于估算总时间)
+ if end is not None:
+ dx = end[0] - start[0]
+ dy = end[1] - start[1]
+ distance = np.sqrt(dx**2 + dy**2)
+ total_time = distance / speed # 理论到达时间
+ print(total_time)
+ else:
+ total_time = 10.0 # 默认运行10秒
+
+ # 时间序列:从 0 到 total_time,均匀分布 num_points 个点
+ t = np.linspace(0, total_time, num_points)
+
+ # 位置 = 起点 + 速度 × 时间
+ x_list = start[0] + vx * t
+ y_list = start[1] + vy * t
+
+ return x_list, y_list
+
def ellipse_trajectory(center=(80, 0), rx=50, ry=25, num_points=60):
""" 椭圆轨迹 """
angles = np.linspace(0, 2 * np.pi, num_points)
diff --git a/jicheng1.py b/jicheng1.py
new file mode 100644
index 0000000..a1f3985
--- /dev/null
+++ b/jicheng1.py
@@ -0,0 +1,457 @@
+# ==================== 五连杆机械臂轨迹控制集成版(S型速度 + 五次插值)====================
+# 功能:轨迹生成 + 逆解 + S型速度规划 + 五次多项式平滑控制 + 动画显示 + 关节角度可视化 + FK 验证
+# =======================================================================================
+
+import time
+import numpy as np
+import matplotlib.pyplot as plt
+from matplotlib.animation import FuncAnimation
+from time import perf_counter # 高精度计时
+
+# 设置中文字体和负号显示
+plt.rcParams['font.sans-serif'] = ['SimHei', 'WenQuanYi Zen Hei', 'FangSong']
+plt.rcParams['axes.unicode_minus'] = False
+
+# ------------------------ 调试开关 ------------------------
+DEBUG_MODE = True # <<< 设为 False 控制真实电机
+
+# 导入运动学和轨迹函数(确保路径正确)
+try:
+ from calculate.ik import inverseF
+ from calculate.fk import forwardF
+ from calculate.trajectory import (
+ circle_trajectory,
+ line_trajectory,
+ line_trajectory_fix,
+ ellipse_trajectory,
+ square_trajectory,
+ triangle_trajectory
+ )
+except ImportError as e:
+ print(f"【警告】无法导入运动学模块: {e}, 使用 DEBUG_MODE")
+ DEBUG_MODE = True
+
+# -------------------- 非 Debug 模式导入硬件库 --------------------
+if not DEBUG_MODE:
+ try:
+ from DM_CAN.DM_CAN import Motor, MotorControl, DM_Motor_Type, Control_Type
+ import serial
+ except ImportError as e:
+ print(f"硬件库导入失败: {e}")
+ exit(1)
+else:
+ print("【DEBUG MODE】: 已启用调试模式,不连接真实硬件。")
+
+# ------------------------ 机械臂参数 ------------------------
+L1 = 250 # 左臂长度 (mm)
+L2 = 300
+L3 = 300
+L4 = 250 # 右臂长度
+L0 = 250 # 基座右端偏移
+
+# ------------------------ 电机与通信配置 ------------------------
+MOTOR1_ID = 0x01
+MOTOR2_ID = 0x04
+CAN_SERIAL_PORT = '/dev/ttyACM0'
+BAUD_RATE = 921600
+KP = 50.0
+KD = 1.0
+DT = 0.001 # 控制周期 1ms
+
+# ------------------------ 全局变量 ------------------------
+motor1 = motor2 = motor_control = None
+current_theta1 = current_theta4 = 0.0
+x_list = y_list = [] # 轨迹点
+line = None
+
+# ------------------------ 精确延时 ------------------------
+def busy_wait(dt):
+ """高精度延时"""
+ start = perf_counter()
+ while perf_counter() - start < dt:
+ pass
+
+# ------------------------ 角度连续性调整 ------------------------
+def adjust_angle_continuity(new_angle, prev_angle):
+ """
+ 防止角度跳变(如 3.14 → -3.14),保持连续
+ """
+ diff = new_angle - prev_angle
+ while diff > np.pi:
+ diff -= 2 * np.pi
+ while diff < -np.pi:
+ diff += 2 * np.pi
+ return prev_angle + diff
+
+# ==================== 五次多项式插值 ====================
+def quintic_interpolation(q0, qf, t, T):
+ """
+ 五次多项式平滑插值
+ q0: 起始位置
+ qf: 目标位置
+ t: 当前时间(0~T)
+ T: 总时间
+ 返回:平滑位置
+ """
+ s = t / T
+ s = np.clip(s, 0, 1) # 限制在0~1
+ alpha = s**3 * (10 - 15*s + 6*s**2)
+ return q0 + (qf - q0) * alpha
+
+# ==================== S型速度规划(5段式)====================
+def s_curve_timing(total_time, dt=0.001, max_accel_ratio=2.0):
+ """
+ 生成 S 型速度剖面的时间参数化 s(t) ∈ [0,1]
+ 使用 5 段:加加速 → 匀加速 → 匀速 → 匀减速 → 减减速
+ """
+ t_list = np.arange(0, total_time, dt)
+ if len(t_list) == 0:
+ t_list = np.array([0])
+
+ # 参数:最大加速度设为 4v/T(S型典型)
+ v_max = 0.5 * max_accel_ratio * total_time # 归一化速度
+ a_max = 4 * v_max / total_time # 加速度
+ t_jerk = v_max / a_max # 加加速时间
+ t_acc = 2 * t_jerk # 总加速时间
+ t_cruise = total_time - 2 * t_acc
+
+ if t_cruise < 0:
+ t_acc = total_time / 2
+ t_jerk = t_acc / 2
+ t_cruise = 0
+
+ s_list = []
+ for t in t_list:
+ if t <= t_jerk:
+ s = (a_max / t_jerk) * t**3 / 6
+ elif t <= t_acc - t_jerk:
+ t2 = t - t_jerk
+ s = (a_max / t_jerk) * t_jerk**3 / 6 + a_max * t_jerk * t2 + 0.5 * a_max * t2**2
+ elif t <= t_acc:
+ t3 = t - (t_acc - t_jerk)
+ s1 = (a_max / t_jerk) * t_jerk**3 / 6
+ s2 = a_max * t_jerk * (t_acc - 2*t_jerk) + 0.5 * a_max * (t_acc - 2*t_jerk)**2
+ s3 = a_max * t_jerk * t3 - 0.5 * a_max * t3**2
+ s = s1 + s2 + s3
+ elif t <= t_acc + t_cruise:
+ t4 = t - t_acc
+ s = s_list[-1] if s_list else 0
+ s += v_max * t4
+ else:
+ t5 = t - (t_acc + t_cruise)
+ if t5 <= t_jerk:
+ s = 1 - (v_max * (total_time - t) - 0.5 * a_max * t5**2)
+ elif t5 <= t_acc - t_jerk:
+ s = 1 - (v_max * (total_time - t - t_jerk) - 0.5 * a_max * t_jerk**2)
+ else:
+ t6 = t5 - (t_acc - t_jerk)
+ s = 1 - (a_max / t_jerk) * t6**3 / 6
+ s_list.append(s)
+
+ # 归一化到 [0,1]
+ s_max = max(s_list) if s_list else 1
+ s_normalized = np.array(s_list) / s_max if s_max > 0 else np.zeros_like(s_list)
+ return t_list, s_normalized
+
+# ------------------------ 初始化电机 ------------------------
+def init_motors():
+ global motor1, motor2, motor_control
+
+ if DEBUG_MODE:
+ print("【DEBUG】跳过电机初始化")
+ motor1 = motor2 = type('Motor', (), {'id': 0})()
+ motor_control = type('MotorControl', (), {
+ 'enable': lambda x: True,
+ 'disable': lambda x: None,
+ 'controlMIT': lambda m, kp, kd, pos, vel, torq: None,
+ 'refresh_motor_status': lambda m: None,
+ 'switchControlMode': lambda m, mode: None,
+ 'save_motor_param': lambda m: None
+ })()
+ return motor1, motor2, motor_control
+
+ try:
+ can_serial = serial.Serial(CAN_SERIAL_PORT, BAUD_RATE, timeout=0.5)
+ print(f"CAN 串口 {CAN_SERIAL_PORT} 打开成功")
+ except Exception as e:
+ print(f"无法打开串口: {e}")
+ exit(1)
+
+ motor_control = MotorControl(can_serial)
+ motor1 = Motor(DM_Motor_Type.DM4310, MOTOR1_ID, 0x11)
+ motor2 = Motor(DM_Motor_Type.DM4310, MOTOR2_ID, 0x15)
+
+ motor_control.addMotor(motor1)
+ motor_control.addMotor(motor2)
+ motor_control.switchControlMode(motor1, Control_Type.MIT)
+ motor_control.switchControlMode(motor2, Control_Type.MIT)
+ time.sleep(0.1)
+ motor_control.save_motor_param(motor1)
+ motor_control.save_motor_param(motor2)
+ motor_control.enable(motor1)
+ motor_control.enable(motor2)
+ print("电机已使能。")
+ return motor1, motor2, motor_control
+
+# ------------------------ MIT 控制函数 ------------------------
+def control_two_motors_mit(theta1, theta4):
+ """发送 MIT 控制指令(角度单位:弧度)"""
+ global current_theta1, current_theta4
+
+ pos1 = np.degrees(theta1)
+ pos4 = np.degrees(theta4)
+ vel = 0.0
+ torq = 0.0
+
+ if not DEBUG_MODE:
+ motor_control.controlMIT(motor1, KP, KD, pos1, vel, torq)
+ motor_control.controlMIT(motor2, KP, KD, pos4, vel, torq)
+ else:
+ print(f"[DEBUG] 控制 -> θ1={pos1:.2f}°, θ4={pos4:.2f}°")
+
+ current_theta1 = theta1
+ current_theta4 = theta4
+
+# ------------------------ 平滑轨迹执行函数(带 S 型速度)------------------------
+def execute_smooth_trajectory(x_list, y_list,
+ total_time=8.0,
+ kp=KP, kd=KD, dt=DT,
+ read_interval=0.01):
+ """
+ 执行平滑轨迹:使用 S 型速度剖面 + 五次多项式插值
+ 返回: (time_log, theta1_log, theta4_log, x_fk_log, y_fk_log)
+ """
+ global motor_control, motor1, motor2
+
+ time_log = []
+ theta1_log = []
+ theta4_log = []
+ x_fk_log = []
+ y_fk_log = []
+
+ # FK 参数
+ l1, l2, l3, l4, l5 = L1, L2, L3, L4, L0
+ omega1 = omega4 = 0.0
+ alpha1 = alpha4 = 0.0
+
+ # 获取起始角度
+ if not DEBUG_MODE:
+ motor_control.refresh_motor_status(motor1)
+ motor_control.refresh_motor_status(motor2)
+ time.sleep(0.1)
+ motor_control.refresh_motor_status(motor1)
+ motor_control.refresh_motor_status(motor2)
+ start_theta1 = np.radians(motor1.getPosition())
+ start_theta4 = np.radians(motor2.getPosition())
+ else:
+ start_theta1 = start_theta4 = 0.0
+
+ # 生成 S 型时间剖面
+ t_profile, s_profile = s_curve_timing(total_time=total_time, dt=dt)
+ if len(s_profile) == 0:
+ s_profile = np.linspace(0, 1, len(x_list))
+
+ # 插值轨迹点(使用 S 型进度)
+ num_s = len(s_profile)
+ x_interp = np.interp(s_profile, np.linspace(0, 1, len(x_list)), x_list)
+ y_interp = np.interp(s_profile, np.linspace(0, 1, len(y_list)), y_list)
+
+ prev_theta1 = start_theta1
+ prev_theta4 = start_theta4
+
+ start_time = perf_counter()
+
+ for i in range(num_s):
+ x = x_interp[i]
+ y = y_interp[i]
+
+ try:
+ target_theta1_raw, target_theta4_raw = inverseF(x, y, L1, L2, L3, L4, L0)
+ target_theta1 = float(target_theta1_raw)
+ target_theta4 = float(target_theta4_raw)
+ except Exception as e:
+ print(f"逆解失败: ({x:.2f}, {y:.2f}) -> {e}")
+ target_theta1 = prev_theta1
+ target_theta4 = prev_theta4
+ else:
+ target_theta1 = adjust_angle_continuity(target_theta1, prev_theta1)
+ target_theta4 = adjust_angle_continuity(target_theta4, prev_theta4)
+
+ # 五次多项式插值(单点瞬时)
+ T_seg = dt
+ steps = 1 # 每个点只执行一次
+ for step in range(steps):
+ t_step = step * T_seg / steps
+ theta1 = quintic_interpolation(prev_theta1, target_theta1, t_step, T_seg)
+ theta4 = quintic_interpolation(prev_theta4, target_theta4, t_step, T_seg)
+
+ control_two_motors_mit(theta1, theta4)
+
+ # FK 验证
+ try:
+ xc, yc, _, _, _, _, _, _ = forwardF(
+ u1=theta1, u4=theta4, omega1=omega1, omega4=omega4,
+ l1=l1, l2=l2, l3=l3, l4=l4, l5=l5, alpha1=alpha1, alpha4=alpha4
+ )
+ x_fk_log.append(xc)
+ y_fk_log.append(yc)
+ except:
+ x_fk_log.append(np.nan)
+ y_fk_log.append(np.nan)
+
+ # 读取反馈
+ now = perf_counter()
+ if not DEBUG_MODE and (now - start_time) % read_interval < dt:
+ motor_control.refresh_motor_status(motor1)
+ motor_control.refresh_motor_status(motor2)
+
+ time_log.append(now - start_time)
+ theta1_log.append(np.degrees(theta1))
+ theta4_log.append(np.degrees(theta4))
+
+ next_time = start_time + t_profile[i] + dt
+ busy_wait(next_time - perf_counter())
+
+ prev_theta1, prev_theta4 = target_theta1, target_theta4
+
+ return time_log, theta1_log, theta4_log, x_fk_log, y_fk_log
+
+# ------------------------ 动画绘制函数 ------------------------
+def draw_frame(i):
+ x = x_list[i]
+ y = y_list[i]
+ try:
+ theta1, theta4 = inverseF(x, y, L1, L2, L3, L4, L0)
+ x2 = L1 * np.cos(theta1)
+ y2 = L1 * np.sin(theta1)
+ x4 = L0 + L4 * np.cos(theta4)
+ y4 = L4 * np.sin(theta4)
+ x_coords = [0, x2, x, x4, L0]
+ y_coords = [0, y2, y, y4, 0]
+ line.set_data(x_coords, y_coords)
+ except:
+ line.set_data([], [])
+ return line,
+
+# ------------------------ 轨迹动画与执行 + 可视化 + FK 验证 ------------------------
+def run_trajectory_with_animation(trajectory_func, **params):
+ global x_list, y_list, line
+
+ print(f"生成轨迹: {trajectory_func.__name__}")
+ x_list, y_list = trajectory_func(**params)
+ print(f"轨迹点数: {len(x_list)}")
+
+ # --- 动画 ---
+ fig, ax = plt.subplots(figsize=(10, 8))
+ ax.set_xlim(-50, L0 + 100)
+ ax.set_ylim(0, 500)
+ ax.set_aspect('equal')
+ ax.grid(True, alpha=0.6)
+ ax.set_title(f"五连杆机械臂 - 轨迹: {trajectory_func.__name__}")
+
+ ax.plot(x_list, y_list, 'b--', alpha=0.5, label='目标轨迹')
+ line, = ax.plot([], [], 'r-o', lw=3, ms=6, label='机械臂')
+ ax.legend()
+
+ ani = FuncAnimation(fig, draw_frame, frames=len(x_list),
+ interval=50, blit=True, repeat=False)
+ plt.show()
+
+ # --- 执行并记录 ---
+ print("开始执行轨迹(S型速度 + 五次插值)...")
+ time_log, theta1_log, theta4_log, x_fk_log, y_fk_log = execute_smooth_trajectory(
+ x_list, y_list,
+ total_time=8.0,
+ kp=50.0, kd=1.0, dt=0.001
+ )
+
+ # --- 绘制关节角度 ---
+ fig2, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 6), sharex=True)
+ ax1.plot(time_log, theta1_log, 'b-o', markersize=3, linewidth=1.5, label='θ₁ (电机1)')
+ ax1.set_ylabel('关节角 θ₁ (°)')
+ ax1.set_title('电机关节角度随时间变化')
+ ax1.grid(True, alpha=0.5)
+ ax1.legend()
+
+ ax2.plot(time_log, theta4_log, 'r-o', markersize=3, linewidth=1.5, label='θ₄ (电机2)')
+ ax2.set_xlabel('时间 (秒)')
+ ax2.set_ylabel('关节角 θ₄ (°)')
+ ax2.grid(True, alpha=0.5)
+ ax2.legend()
+ plt.tight_layout()
+ plt.show()
+
+ # --- FK 验证 ---
+ fig3, ax3 = plt.subplots(figsize=(10, 8))
+ ax3.plot(x_list, y_list, 'b--', linewidth=2, label='目标轨迹', alpha=0.8)
+ ax3.plot(x_fk_log, y_fk_log, 'g-', linewidth=2, marker='o', markersize=3, label='FK 重建轨迹', alpha=0.7)
+ ax3.scatter(x_fk_log[0], y_fk_log[0], c='green', s=100, marker='s', label='起点')
+ ax3.scatter(x_fk_log[-1], y_fk_log[-1], c='red', s=100, marker='x', label='终点')
+ ax3.set_xlabel('X (mm)')
+ ax3.set_ylabel('Y (mm)')
+ ax3.set_title('FK 验证:目标 vs 实际轨迹')
+ ax3.grid(True, alpha=0.5)
+ ax3.legend()
+ ax3.set_aspect('equal')
+ plt.tight_layout()
+ plt.show()
+
+ # --- 误差统计 ---
+ mask = ~np.isnan(x_fk_log) & ~np.isnan(y_fk_log)
+ x_fk_valid = np.array(x_fk_log)[mask]
+ y_fk_valid = np.array(y_fk_log)[mask]
+ if len(x_fk_valid) == 0:
+ print("【警告】FK 数据全为 nan,无法计算误差")
+ return
+
+ t_target = np.linspace(0, 1, len(x_list))
+ t_fk = np.linspace(0, 1, len(x_fk_valid))
+ from scipy.interpolate import interp1d
+ try:
+ f_x = interp1d(t_fk, x_fk_valid, kind='linear', fill_value='extrapolate')
+ f_y = interp1d(t_fk, y_fk_valid, kind='linear', fill_value='extrapolate')
+ x_interp = f_x(t_target)
+ y_interp = f_y(t_target)
+ errors = np.sqrt((x_interp - x_list)**2 + (y_interp - y_list)**2)
+ print("\n=== FK 验证误差统计 ===")
+ print(f"平均误差: {np.mean(errors):.3f} mm")
+ print(f"最大误差: {np.max(errors):.3f} mm")
+ print(f"标准差: {np.std(errors):.3f} mm")
+ except Exception as e:
+ print(f"误差计算失败: {e}")
+
+ # --- 角度范围 ---
+ print("\n=== 关节角度范围统计 ===")
+ print(f"θ₁ 范围: {min(theta1_log):.2f}° ~ {max(theta1_log):.2f}°")
+ print(f"θ₄ 范围: {min(theta4_log):.2f}° ~ {max(theta4_log):.2f}°")
+
+# ------------------------ 主函数 ------------------------
+if __name__ == "__main__":
+ try:
+ init_motors()
+
+ # 选择轨迹
+ trajectory_config = {
+ 'func': line_trajectory_fix,
+ 'params': {'start': (25, 300), 'end': (200, 300), 'num_points': 100}
+ }
+
+ # 示例:圆形轨迹
+ # trajectory_config = {
+ # 'func': circle_trajectory,
+ # 'params': {'center': (100, 300), 'radius': 40, 'num_points': 100}
+ # }
+
+ run_trajectory_with_animation(trajectory_config['func'], **trajectory_config['params'])
+
+ except KeyboardInterrupt:
+ print("\n【用户中断】")
+ except Exception as e:
+ print(f"程序异常: {e}")
+ finally:
+ if not DEBUG_MODE:
+ motor_control.disable(motor1)
+ motor_control.disable(motor2)
+ print("电机已停机。")
+ else:
+ print("【DEBUG】程序结束")
\ No newline at end of file
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..15e49d4
--- /dev/null
+++ b/main.py
@@ -0,0 +1,378 @@
+# ==================== 五连杆机械臂轨迹控制(直接角度发送版)====================
+# 功能:轨迹生成 + 逆解 + 直接控制 + 动画显示 + 关节角度可视化 + FK 验证
+# ==============================================================================
+
+import time
+import numpy as np
+import matplotlib.pyplot as plt
+from matplotlib.animation import FuncAnimation
+from time import perf_counter # 高精度计时
+
+# 设置中文字体和负号显示
+plt.rcParams['font.sans-serif'] = ['SimHei', 'WenQuanYi Zen Hei', 'FangSong']
+plt.rcParams['axes.unicode_minus'] = False
+
+# ------------------------ 调试开关 ------------------------
+DEBUG_MODE = True # <<< 设为 False 控制真实电机
+
+# 导入运动学和轨迹函数(确保路径正确)
+try:
+ from calculate.ik import inverseF
+ from calculate.fk import forwardF
+ from calculate.trajectory import (
+ circle_trajectory,
+ line_trajectory,
+ line_trajectory_fix,
+ ellipse_trajectory,
+ square_trajectory,
+ triangle_trajectory
+ )
+except ImportError as e:
+ print(f"【警告】无法导入运动学模块: {e}, 使用 DEBUG_MODE")
+ DEBUG_MODE = True
+
+# -------------------- 非 Debug 模式导入硬件库 --------------------
+if not DEBUG_MODE:
+ try:
+ from DM_CAN.DM_CAN import Motor, MotorControl, DM_Motor_Type, Control_Type
+ import serial
+ except ImportError as e:
+ print(f"硬件库导入失败: {e}")
+ exit(1)
+else:
+ print("【DEBUG MODE】: 已启用调试模式,不连接真实硬件。")
+
+# ------------------------ 机械臂参数 ------------------------
+L1 = 250 # 左臂长度 (mm)
+L2 = 300
+L3 = 300
+L4 = 250 # 右臂长度
+L0 = 250 # 基座右端偏移
+
+# ------------------------ 电机与通信配置 ------------------------
+MOTOR1_ID = 0x01
+MOTOR2_ID = 0x02
+CAN_SERIAL_PORT = '/dev/ttyACM0'
+BAUD_RATE = 921600
+KP = 50.0
+KD = 1.0
+DT = 0.01 # 控制周期 10ms(每点延时)
+
+# ------------------------ 全局变量 ------------------------
+motor1 = motor2 = motor_control = None
+current_theta1 = current_theta4 = 0.0
+x_list = y_list = [] # 轨迹点
+line = None
+
+# ------------------------ 精确延时 ------------------------
+def busy_wait(dt):
+ """高精度延时"""
+ start = perf_counter()
+ while perf_counter() - start < dt:
+ pass
+
+# ------------------------ 角度连续性调整 ------------------------
+def adjust_angle_continuity(new_angle, prev_angle):
+ """
+ 防止角度跳变(如 3.14 → -3.14),保持连续
+ """
+ diff = new_angle - prev_angle
+ while diff > np.pi:
+ diff -= 2 * np.pi
+ while diff < -np.pi:
+ diff += 2 * np.pi
+ return prev_angle + diff
+
+# ------------------------ 初始化电机 ------------------------
+def init_motors():
+ global motor1, motor2, motor_control
+
+ if DEBUG_MODE:
+ print("【DEBUG】跳过电机初始化")
+ motor1 = motor2 = type('Motor', (), {'id': 0})()
+ motor_control = type('MotorControl', (), {
+ 'enable': lambda x: True,
+ 'disable': lambda x: None,
+ 'controlMIT': lambda m, kp, kd, pos, vel, torq: None,
+ 'refresh_motor_status': lambda m: None,
+ 'switchControlMode': lambda m, mode: None,
+ 'save_motor_param': lambda m: None
+ })()
+ return motor1, motor2, motor_control
+
+ try:
+ can_serial = serial.Serial(CAN_SERIAL_PORT, BAUD_RATE, timeout=0.5)
+ print(f"CAN 串口 {CAN_SERIAL_PORT} 打开成功")
+ except Exception as e:
+ print(f"无法打开串口: {e}")
+ exit(1)
+
+ motor_control = MotorControl(can_serial)
+ motor1 = Motor(DM_Motor_Type.DM4310, MOTOR1_ID, 0x11)
+ motor2 = Motor(DM_Motor_Type.DM4310, MOTOR2_ID, 0x12)
+
+ motor_control.addMotor(motor1)
+ motor_control.addMotor(motor2)
+ motor_control.switchControlMode(motor1, Control_Type.MIT)
+ motor_control.switchControlMode(motor2, Control_Type.MIT)
+ time.sleep(0.1)
+ motor_control.save_motor_param(motor1)
+ motor_control.save_motor_param(motor2)
+ motor_control.enable(motor1)
+ motor_control.enable(motor2)
+ print("电机已使能。")
+ return motor1, motor2, motor_control
+
+# ------------------------ MIT 控制函数 ------------------------
+def control_two_motors_mit(theta1_rad, theta4_rad):
+ """
+ 发送 MIT 控制指令(角度单位:弧度)
+ 参数: theta1_rad, theta4_rad —— 目标角度(弧度)
+ """
+ global current_theta1, current_theta4
+
+ # ✅ 直接使用弧度值,不再转为角度
+ pos1 = theta1_rad
+ pos4 = theta4_rad
+ vel = 0.1
+ torq = 0.0
+
+ if not DEBUG_MODE:
+ motor_control.controlMIT(motor1, KP, KD, pos1, vel, torq)
+ motor_control.controlMIT(motor2, KP, KD, pos4, vel, torq)
+ else:
+ # 仅用于调试打印,才转为角度
+ print(f"[DEBUG] 控制 -> θ1={np.degrees(theta1_rad):.2f}°, θ4={np.degrees(theta4_rad):.2f}°")
+
+ current_theta1 = theta1_rad
+ current_theta4 = theta4_rad
+
+# ------------------------ 直接轨迹执行函数(无插值)------------------------
+from time import perf_counter
+import numpy as np
+
+
+# 假设其他所需函数和全局变量已定义,例如 inverseF, forwardF, adjust_angle_continuity, control_two_motors_mit, 等等.
+
+def execute_direct_trajectory(x_list, y_list, dt=DT):
+ """
+ 直接执行轨迹:对每个 (x,y) 计算逆解并立即发送角度,不做任何插值或速度规划
+ 返回: (time_log, theta1_log, theta4_log, x_fk_log, y_fk_log)
+ """
+ global motor_control, motor1, motor2
+
+ # 定义90度对应于弧度的偏移量
+ ANGLE_OFFSET_RAD = np.pi / 2 # 即90度对应的弧度值
+
+ time_log = []
+ theta1_log = []
+ theta4_log = []
+ x_fk_log = []
+ y_fk_log = []
+
+ l1, l2, l3, l4, l5 = L1, L2, L3, L4, L0
+ omega1 = omega4 = 0.0
+ alpha1 = alpha4 = 0.0
+
+ # 获取当前角度(用于连续性调整)
+ if not DEBUG_MODE:
+ motor_control.refresh_motor_status(motor1)
+ motor_control.refresh_motor_status(motor2)
+ time.sleep(0.1)
+ motor_control.refresh_motor_status(motor1)
+ motor_control.refresh_motor_status(motor2)
+ current_theta1 = np.radians(motor1.getPosition()) - ANGLE_OFFSET_RAD
+ current_theta4 = np.radians(motor2.getPosition()) - ANGLE_OFFSET_RAD
+ else:
+ current_theta1 = current_theta4 = -ANGLE_OFFSET_RAD # 考虑到偏移
+
+ start_time = perf_counter()
+
+ for i, (x, y) in enumerate(zip(x_list, y_list)):
+ try:
+ # 计算逆解
+ raw_theta1, raw_theta4 = inverseF(x, y, L1, L2, L3, L4, L0)
+
+ # 应用角度偏移
+ target_theta1 = float(raw_theta1) - ANGLE_OFFSET_RAD
+ target_theta4 = float(raw_theta4) - ANGLE_OFFSET_RAD
+
+ # 调整角度连续性
+ target_theta1 = adjust_angle_continuity(target_theta1, current_theta1)
+ target_theta4 = adjust_angle_continuity(target_theta4, current_theta4)
+
+ except Exception as e:
+ print(f"第 {i} 点逆解失败 ({x:.2f}, {y:.2f}): {e}")
+ # 保持上一角度
+ target_theta1 = current_theta1
+ target_theta4 = current_theta4
+ else:
+ current_theta1, current_theta4 = target_theta1, target_theta4
+
+ # === 直接发送角度到电机(假设motor api接受弧度值)===
+ control_two_motors_mit(target_theta1, target_theta4)
+
+ # === FK 验证实际到达位置 ===
+ try:
+ xc, yc, _, _, _, _, _, _ = forwardF(
+ u1=target_theta1 + ANGLE_OFFSET_RAD,
+ u4=target_theta4 + ANGLE_OFFSET_RAD,
+ omega1=omega1, omega4=omega4,
+ l1=l1, l2=l2, l3=l3, l4=l4, l5=l5,
+ alpha1=alpha1, alpha4=alpha4
+ )
+ x_fk_log.append(xc)
+ y_fk_log.append(yc)
+ except Exception as fk_e:
+ x_fk_log.append(np.nan)
+ y_fk_log.append(np.nan)
+
+ # 记录日志
+ elapsed = perf_counter() - start_time
+ time_log.append(elapsed)
+ theta1_log.append(np.degrees(target_theta1 + ANGLE_OFFSET_RAD)) # 将弧度转回角度以便记录
+ theta4_log.append(np.degrees(target_theta4 + ANGLE_OFFSET_RAD))
+
+ # 固定延时,控制发送频率
+ busy_wait(dt)
+
+ return time_log, theta1_log, theta4_log, x_fk_log, y_fk_log
+
+# ------------------------ 动画绘制函数 ------------------------
+def draw_frame(i):
+ x = x_list[i]
+ y = y_list[i]
+ try:
+ theta1, theta4 = inverseF(x, y, L1, L2, L3, L4, L0)
+ x2 = L1 * np.cos(theta1)
+ y2 = L1 * np.sin(theta1)
+ x4 = L0 + L4 * np.cos(theta4)
+ y4 = L4 * np.sin(theta4)
+ x_coords = [0, x2, x, x4, L0]
+ y_coords = [0, y2, y, y4, 0]
+ line.set_data(x_coords, y_coords)
+ except:
+ line.set_data([], [])
+ return line,
+
+# ------------------------ 轨迹动画与执行 + 可视化 + FK 验证 ------------------------
+def run_trajectory_with_animation(trajectory_func, **params):
+ global x_list, y_list, line
+
+ print(f"生成轨迹: {trajectory_func.__name__}")
+ x_list, y_list = trajectory_func(**params)
+ print(f"轨迹点数: {len(x_list)}")
+
+ # --- 动画 ---
+ fig, ax = plt.subplots(figsize=(10, 8))
+ ax.set_xlim(-50, L0 + 100)
+ ax.set_ylim(0, 500)
+ ax.set_aspect('equal')
+ ax.grid(True, alpha=0.6)
+ ax.set_title(f"五连杆机械臂 - 轨迹: {trajectory_func.__name__}")
+
+ ax.plot(x_list, y_list, 'b--', alpha=0.5, label='目标轨迹')
+ line, = ax.plot([], [], 'r-o', lw=3, ms=6, label='机械臂')
+ ax.legend()
+
+ ani = FuncAnimation(fig, draw_frame, frames=len(x_list),
+ interval=50, blit=True, repeat=False)
+ plt.show()
+
+ # --- 执行并记录 ---
+ print("开始执行轨迹(直接发送角度)...")
+ time_log, theta1_log, theta4_log, x_fk_log, y_fk_log = execute_direct_trajectory(
+ x_list, y_list, dt=DT # 每个点发送后延时 1ms,这个地方控制电机延时
+ )
+
+ # --- 绘制关节角度 ---
+ fig2, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 6), sharex=True)
+ ax1.plot(time_log, theta1_log, 'b-o', markersize=3, linewidth=1.5, label='θ₁ (电机1)')
+ ax1.set_ylabel('关节角 θ₁ (°)')
+ ax1.set_title('电机关节角度随时间变化')
+ ax1.grid(True, alpha=0.5)
+ ax1.legend()
+
+ ax2.plot(time_log, theta4_log, 'r-o', markersize=3, linewidth=1.5, label='θ₄ (电机2)')
+ ax2.set_xlabel('时间 (秒)')
+ ax2.set_ylabel('关节角 θ₄ (°)')
+ ax2.grid(True, alpha=0.5)
+ ax2.legend()
+ plt.tight_layout()
+ plt.show()
+
+ # --- FK 验证 ---
+ fig3, ax3 = plt.subplots(figsize=(10, 8))
+ ax3.plot(x_list, y_list, 'b--', linewidth=2, label='目标轨迹', alpha=0.8)
+ ax3.plot(x_fk_log, y_fk_log, 'g-', linewidth=2, marker='o', markersize=3, label='FK 重建轨迹', alpha=0.7)
+ ax3.scatter(x_fk_log[0], y_fk_log[0], c='green', s=100, marker='s', label='起点')
+ ax3.scatter(x_fk_log[-1], y_fk_log[-1], c='red', s=100, marker='x', label='终点')
+ ax3.set_xlabel('X (mm)')
+ ax3.set_ylabel('Y (mm)')
+ ax3.set_title('FK 验证:目标 vs 实际轨迹')
+ ax3.grid(True, alpha=0.5)
+ ax3.legend()
+ ax3.set_aspect('equal')
+ plt.tight_layout()
+ plt.show()
+
+ # --- 误差统计 ---
+ mask = ~np.isnan(x_fk_log) & ~np.isnan(y_fk_log)
+ x_fk_valid = np.array(x_fk_log)[mask]
+ y_fk_valid = np.array(y_fk_log)[mask]
+ if len(x_fk_valid) == 0:
+ print("【警告】FK 数据全为 nan,无法计算误差")
+ return
+
+ # 插值对齐长度
+ t_target = np.linspace(0, 1, len(x_list))
+ t_fk = np.linspace(0, 1, len(x_fk_valid))
+ from scipy.interpolate import interp1d
+ try:
+ f_x = interp1d(t_fk, x_fk_valid, kind='linear', fill_value='extrapolate')
+ f_y = interp1d(t_fk, y_fk_valid, kind='linear', fill_value='extrapolate')
+ x_interp = f_x(t_target)
+ y_interp = f_y(t_target)
+ errors = np.sqrt((x_interp - x_list)**2 + (y_interp - y_list)**2)
+ print("\n=== FK 验证误差统计 ===")
+ print(f"平均误差: {np.mean(errors):.3f} mm")
+ print(f"最大误差: {np.max(errors):.3f} mm")
+ print(f"标准差: {np.std(errors):.3f} mm")
+ except Exception as e:
+ print(f"误差计算失败: {e}")
+
+ # --- 关节角度范围 ---
+ print("\n=== 关节角度范围统计 ===")
+ print(f"θ₁ 范围: {min(theta1_log):.2f}° ~ {max(theta1_log):.2f}°")
+ print(f"θ₄ 范围: {min(theta4_log):.2f}° ~ {max(theta4_log):.2f}°")
+
+# ------------------------ 主函数 ------------------------
+if __name__ == "__main__":
+ try:
+ init_motors()
+
+ # 选择轨迹(可切换)
+ trajectory_config = {
+ 'func': line_trajectory_fix,
+ 'params': {'start': (25, 300), 'end': (200, 300), 'num_points': 100}
+ }
+
+ # 示例:圆形轨迹
+ # trajectory_config = {
+ # 'func': circle_trajectory,
+ # 'params': {'center': (100, 300), 'radius': 40, 'num_points': 100}
+ # }
+
+ run_trajectory_with_animation(trajectory_config['func'], **trajectory_config['params'])
+
+ except KeyboardInterrupt:
+ print("\n【用户中断】")
+ except Exception as e:
+ print(f"程序异常: {e}")
+ finally:
+ if not DEBUG_MODE:
+ motor_control.disable(motor1)
+ motor_control.disable(motor2)
+ print("电机已停机。")
+ else:
+ print("【DEBUG】程序结束")
\ No newline at end of file
diff --git a/new_main.py b/new_main.py
new file mode 100644
index 0000000..206a9f9
--- /dev/null
+++ b/new_main.py
@@ -0,0 +1,301 @@
+import time
+import numpy as np
+import matplotlib.pyplot as plt
+from matplotlib.animation import FuncAnimation
+
+
+# 设置中文字体和解决负号显示问题
+plt.rcParams['font.sans-serif'] = ['SimHei', 'WenQuanYi Zen Hei', 'FangSong'] # 按优先级选择字体
+plt.rcParams['axes.unicode_minus'] = False # 显示负号 -
+# ------------------------ 调试开关 ------------------------
+DEBUG_MODE = True # <<< True: 只播动画;False: 控制真实电机
+
+# 导入运动学和轨迹函数
+from calculate.ik import inverseF
+from calculate.trajectory import (
+ circle_trajectory,
+ line_trajectory,
+ line_trajectory_fix,
+ ellipse_trajectory,
+ square_trajectory,
+ triangle_trajectory
+)
+
+# -------------------- 只在非 Debug 模式导入 DM_CAN --------------------
+if not DEBUG_MODE:
+ from DM_CAN.DM_CAN import Motor, MotorControl, DM_Motor_Type, Control_Type, DM_variable
+ import serial
+ from can_test_motor import motor_control_can_all
+else:
+ print("【DEBUG MODE】: 已启用调试模式,不连接真实硬件。")
+
+# ------------------------ 机械臂参数 ------------------------
+L1 = 250
+L2 = 300
+L3 = 300
+L4 = 250
+L0 = 250 # 右侧基座偏移
+
+# ------------------------ DM4310 配置 ------------------------
+MOTOR1_ID = 0x01
+MOTOR2_ID = 0x04
+CAN_SERIAL_PORT = '/dev/ttyACM0'
+BAUD_RATE = 921600
+KP = 5.0
+KD = 1.0
+
+# ------------------------ 轮趣科技电机配置 ------------------------
+MOTOR3_ID = 0x05
+
+# 全局变量
+motor1 = motor2 = motor3 = motor_control = None
+current_theta1 = 0.0
+current_theta4 = 0.0
+x_list = y_list = [] # 全局轨迹点
+line = None # 动画线对象
+ani = None # 动画对象
+
+
+# ------------------------ 初始化电机 ------------------------
+def init_motors():
+ global motor1, motor2, motor_control
+
+ if DEBUG_MODE:
+ print("【DEBUG】跳过电机初始化")
+ motor1 = motor2 = type('Motor', (), {'id': 0})()
+ motor_control = type('MotorControl', (), {
+ 'enable': lambda x: True,
+ 'disable': lambda x: None,
+ 'controlMIT': lambda m, kp, kd, pos, vel, torq: None
+ })()
+ return motor1, motor2, motor_control
+
+ try:
+ can_serial = serial.Serial(CAN_SERIAL_PORT, BAUD_RATE, timeout=0.5)
+ print(f"CAN 串口 {CAN_SERIAL_PORT} 打开成功")
+ except Exception as e:
+ print(f"无法打开串口: {e}")
+ exit(1)
+
+ motor_control = MotorControl(can_serial)
+ motor1 = Motor(DM_Motor_Type.DM4310, MOTOR1_ID, 0x11)
+ motor2 = Motor(DM_Motor_Type.DM4310, MOTOR2_ID, 0x15)
+
+ motor_control.addMotor(motor1)
+ motor_control.addMotor(motor2)
+ motor_control.switchControlMode(motor1, Control_Type.MIT)
+ motor_control.switchControlMode(motor2, Control_Type.MIT)
+ time.sleep(0.1)
+ motor_control.save_motor_param(motor1)
+ motor_control.save_motor_param(motor2)
+ motor_control.enable(motor1)
+ motor_control.enable(motor2)
+ print("电机已使能。")
+ return motor1, motor2, motor_control
+
+
+# ------------------------ MIT 控制函数 ------------------------
+def control_two_motors_mit(theta1, theta4):
+ global current_theta1, current_theta4
+
+ pos1 = np.degrees(theta1)
+ pos4 = np.degrees(theta4)
+ vel = 0.0
+
+ if not DEBUG_MODE:
+ motor_control.controlMIT(motor1, KP, KD, pos1, vel, 0.0)
+ motor_control.controlMIT(motor2, KP, KD, pos4, vel, 0.0)
+ else:
+ print(f"[DEBUG] 模拟控制 -> Motor1: {pos1:.2f}°, Motor2: {pos4:.2f}°")
+
+ current_theta1 = theta1
+ current_theta4 = theta4
+
+
+# ------------------------ 动画帧绘制函数 ------------------------
+def draw_frame(i):
+ global line, x_list, y_list
+
+ x = x_list[i]
+ y = y_list[i]
+
+ try:
+ theta1, theta4 = inverseF(x, y, L1, L2, L3, L4, L0)
+
+ # 左臂第一杆末端
+ x2 = L1 * np.cos(theta1)
+ y2 = L1 * np.sin(theta1)
+ # 右臂第一杆末端(注意 L0 偏移)
+ x4 = L0 + L4 * np.cos(theta4)
+ y4 = L4 * np.sin(theta4)
+
+ # 五连杆点序列:基座左 → 左臂末端 → 末端执行器 → 右臂末端 → 基座右
+ x_coords = [0, x2, x, x4, L0]
+ y_coords = [0, y2, y, y4, 0]
+
+ line.set_data(x_coords, y_coords)
+
+ # 发送控制指令(在循环中同步)
+ control_two_motors_mit(theta1, theta4)
+
+ except Exception as e:
+ print(f"第 {i} 帧逆解失败: {e}")
+ line.set_data([], [])
+
+ return line,
+
+
+# ------------------------ 运行轨迹 + 动画 ------------------------
+# ------------------------ 运行轨迹 + 动画 + 关节轨迹可视化 ------------------------
+def run_trajectory_with_animation(trajectory_func, **params):
+ """
+ 生成轨迹并播放动画,同时发送控制指令,并可视化关节角度变化
+ """
+ global x_list, y_list, line, ani
+
+ print(f"生成轨迹: {trajectory_func.__name__}")
+ x_list, y_list = trajectory_func(**params)
+ print(f"轨迹点数: {len(x_list)}")
+
+ # --- 存储关节角度用于后续绘图 ---
+ theta1_list = []
+ theta4_list = []
+
+ # --- 设置结构动画 ---
+ fig, ax = plt.subplots(figsize=(10, 8))
+ ax.set_xlim(-200, L0 + 200)
+ ax.set_ylim(0, 500)
+ ax.set_aspect('equal')
+ ax.grid(True, linestyle='--', alpha=0.6)
+ ax.set_title(f"五连杆机械臂运动仿真 - 轨迹: {trajectory_func.__name__}", fontsize=14)
+
+ # 绘制目标轨迹(虚线)
+ ax.plot(x_list, y_list, 'b--', alpha=0.5, label='目标轨迹')
+ line, = ax.plot([], [], 'r-o', linewidth=3, markersize=8, label='机械臂结构')
+ ax.legend()
+
+ # --- 动画更新函数(修改:记录角度)---
+ def draw_frame(i):
+ x = x_list[i]
+ y = y_list[i]
+
+ try:
+ theta1, theta4 = inverseF(x, y, L1, L2, L3, L4, L0)
+
+ # 记录角度(弧度 → 角度)
+ theta1_deg = np.degrees(theta1)
+ theta4_deg = np.degrees(theta4)
+ theta1_list.append(theta1_deg)
+ theta4_list.append(theta4_deg)
+
+ # 左臂第一杆末端
+ x2 = L1 * np.cos(theta1)
+ y2 = L1 * np.sin(theta1)
+ # 右臂第一杆末端
+ x4 = L0 + L4 * np.cos(theta4)
+ y4 = L4 * np.sin(theta4)
+
+ # 五连杆结构
+ x_coords = [0, x2, x, x4, L0]
+ y_coords = [0, y2, y, y4, 0]
+ line.set_data(x_coords, y_coords)
+
+ # 发送控制指令
+ control_two_motors_mit(theta1, theta4)
+
+ except Exception as e:
+ print(f"第 {i} 帧逆解失败: {e}")
+ line.set_data([], [])
+ theta1_list.append(np.nan)
+ theta4_list.append(np.nan)
+
+ return line,
+
+ # --- 创建动画 ---
+ ani = FuncAnimation(
+ fig, draw_frame,
+ frames=len(x_list),
+ interval=50,
+ repeat=False,
+ blit=True
+ )
+
+ plt.show() # 显示机械臂动画
+ print("动画结束,正在绘制关节角度轨迹...")
+
+ # --- 绘制关节角度曲线 ---
+ if len(theta1_list) == 0:
+ print("【警告】未记录到任何关节角度数据。")
+ return
+
+ time_axis = np.linspace(0, len(theta1_list) * 0.05, len(theta1_list)) # 假设每帧 ~50ms
+
+ fig2, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 6), sharex=True)
+
+ # 电机1 关节角 θ1
+ ax1.plot(time_axis, theta1_list, 'b-o', markersize=4, linewidth=2)
+ ax1.set_ylabel('电机1 关节角 θ₁ (°)')
+ ax1.set_title('电机关节角度轨迹')
+ ax1.grid(True, alpha=0.5)
+ ax1.axhline(y=0, color='k', linestyle='--', alpha=0.3)
+
+ # 电机2 关节角 θ4
+ ax2.plot(time_axis, theta4_list, 'r-o', markersize=4, linewidth=2)
+ ax2.set_xlabel('时间 (秒)')
+ ax2.set_ylabel('电机2 关节角 θ₄ (°)')
+ ax2.grid(True, alpha=0.5)
+ ax2.axhline(y=0, color='k', linestyle='--', alpha=0.3)
+
+ plt.tight_layout()
+ plt.show()
+
+ # --- 打印统计信息 ---
+ print("\n=== 关节角度统计 ===")
+ print(f"θ₁ 范围: {min(theta1_list):.2f}° ~ {max(theta1_list):.2f}°")
+ print(f"θ₄ 范围: {min(theta4_list):.2f}° ~ {max(theta4_list):.2f}°")
+ print(f"θ₁ 峰峰值: {max(theta1_list) - min(theta1_list):.2f}°")
+ print(f"θ₄ 峰峰值: {max(theta4_list) - min(theta4_list):.2f}°")
+
+# ------------------------ 主函数 ------------------------
+if __name__ == "__main__":
+ # === 在这里设置轨迹类型和参数 ===
+
+ '''trajectory_config = {
+ 'func': ellipse_trajectory,
+ 'params': {
+ 'center': (100, 200),
+ 'rx': 50,
+ 'ry': 25,
+ 'num_points': 100
+ }
+ }'''
+
+
+ # 可选其他轨迹:
+ trajectory_config = {
+ 'func': line_trajectory_fix,
+ 'params': {'start': (25, 300), 'end': (200, 300), 'vx':3.0, 'vy':5.0, 'num_points':20}
+ }
+ #trajectory_config = {
+ # 'func': circle_trajectory,
+ # 'params': {'center': (100, 300), 'radius': 40}
+ # }
+
+ # 初始化电机
+ try:
+ motor1, motor2, motor_control = init_motors()
+
+ # 运行带动画的轨迹
+ run_trajectory_with_animation(trajectory_config['func'], **trajectory_config['params'])
+
+ except KeyboardInterrupt:
+ print("\n【用户中断】")
+ except Exception as e:
+ print(f"程序异常: {e}")
+ finally:
+ if not DEBUG_MODE:
+ motor_control.disable(motor1)
+ motor_control.disable(motor2)
+ print("电机已停机。")
+ else:
+ print("【DEBUG】程序结束")
\ No newline at end of file