BodyBalanceEvaluation/backend/devices/imu_manager.py

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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
IMU传感器管理器
负责IMU传感器的连接校准和头部姿态数据采集
"""
import serial
import threading
import time
import numpy as np
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from typing import Optional, Dict, Any
import logging
from collections import deque
from datetime import datetime
import asyncio
try:
from .base_device import BaseDevice
from .utils.config_manager import ConfigManager
except ImportError:
from base_device import BaseDevice
from utils.config_manager import ConfigManager
# 设置日志
logger = logging.getLogger(__name__)
class BleIMUDevice:
"""蓝牙IMU设备基于bleak实现解析逻辑参考tests/testblueimu.py"""
def __init__(self, mac_address: str):
self.mac_address = mac_address
self.loop = None
self.loop_thread = None
self.client = None
self.running = False
self._lock = threading.Lock()
self.disconnected_event = None
self.calibration_data = None
self.head_pose_offset = {'rotation': 0, 'tilt': 0, 'pitch': 0}
self.last_data = {
'roll': 0.0,
'pitch': 0.0,
'yaw': 0.0,
'temperature': 25.0
}
self._connected = False
# GATT特征参考测试脚本中的handle/short uuid
self._notify_char = 0x0007
self._write_char = 0x0005
def set_calibration(self, calibration: Dict[str, Any]):
self.calibration_data = calibration
if 'head_pose_offset' in calibration:
self.head_pose_offset = calibration['head_pose_offset']
def apply_calibration(self, raw_data: Dict[str, Any]) -> Dict[str, Any]:
if not raw_data or 'head_pose' not in raw_data:
return raw_data
calibrated_data = raw_data.copy()
head_pose = raw_data['head_pose'].copy()
# 与串口IMU保持一致对 rotation 做归一化到 [-180, 180)
angle = head_pose['rotation'] - self.head_pose_offset['rotation']
head_pose['rotation'] = round(((angle + 180) % 360) - 180,1)
head_pose['tilt'] = round(head_pose['tilt'] - self.head_pose_offset['tilt'],1)
head_pose['pitch'] = round(head_pose['pitch'] - self.head_pose_offset['pitch'],1)
calibrated_data['head_pose'] = head_pose
return calibrated_data
def start(self):
if self.running:
return
self.running = True
self.loop_thread = threading.Thread(target=self._run_loop, daemon=True)
self.loop_thread.start()
def stop(self):
self.running = False
try:
if self.loop:
asyncio.run_coroutine_threadsafe(self._disconnect(), self.loop)
except Exception:
pass
def read_data(self, apply_calibration: bool = True) -> Dict[str, Any]:
with self._lock:
raw = {
'head_pose': {
'rotation': self.last_data['yaw'], # rotation 对应航向角
'tilt': self.last_data['pitch'], # tilt 对应横滚
'pitch': self.last_data['roll'] # pitch 对应俯仰
},
'temperature': self.last_data.get('temperature', 25.0),
'timestamp': datetime.now().isoformat()
}
return self.apply_calibration(raw) if apply_calibration else raw
def _run_loop(self):
self.loop = asyncio.new_event_loop()
asyncio.set_event_loop(self.loop)
try:
self.loop.run_until_complete(self._connect_and_listen())
except Exception as e:
logger.error(f'BLE IMU事件循环异常: {e}', exc_info=True)
finally:
try:
if not self.loop.is_closed():
self.loop.stop()
self.loop.close()
except Exception:
pass
async def _disconnect(self):
try:
if self.client and self.client.is_connected:
try:
await self.client.stop_notify(self._notify_char)
except Exception:
pass
await self.client.disconnect()
except Exception:
pass
async def _connect_and_listen(self):
try:
from bleak import BleakClient, BleakScanner
from bleak.backends.characteristic import BleakGATTCharacteristic
except Exception as e:
logger.error(f"未安装bleak或导入失败: {e}")
self.running = False
return
while self.running:
try:
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# logger.info(f"扫描并连接蓝牙IMU: {self.mac_address} ...")
device = await BleakScanner.find_device_by_address(self.mac_address, cb=dict(use_bdaddr=False))
if device is None:
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# logger.warning(f"未找到设备: {self.mac_address}")
await asyncio.sleep(2.0)
continue
self.disconnected_event = asyncio.Event()
def _on_disconnected(_client):
logger.info("BLE IMU已断开连接")
self._connected = False
try:
self.disconnected_event.set()
except Exception:
pass
self.client = BleakClient(device, disconnected_callback=_on_disconnected)
logger.info("正在连接BLE IMU...")
await self.client.connect()
self._connected = True
logger.info("BLE IMU连接成功")
# 订阅通知
await self.client.start_notify(self._notify_char, self._notification_handler)
# 发送初始化指令(参考测试脚本)
try:
await self.client.write_gatt_char(self._write_char, bytes([0x29])) # 保持连接
await asyncio.sleep(0.2)
await self.client.write_gatt_char(self._write_char, bytes([0x46])) # 高速模式
await asyncio.sleep(0.2)
isCompassOn = 0
barometerFilter = 2
Cmd_ReportTag = 0x0FFF
params = bytearray([0x00 for _ in range(11)])
params[0] = 0x12
params[1] = 5
params[2] = 255
params[3] = 0
params[4] = ((barometerFilter & 3) << 1) | (isCompassOn & 1)
params[5] = 60 # 发送帧率
params[6] = 1
params[7] = 3
params[8] = 5
params[9] = Cmd_ReportTag & 0xff
params[10] = (Cmd_ReportTag >> 8) & 0xff
await self.client.write_gatt_char(self._write_char, params)
await asyncio.sleep(0.2)
await self.client.write_gatt_char(self._write_char, bytes([0x19])) # 开始上报
except Exception as e:
logger.warning(f"BLE IMU写入初始化指令失败: {e}")
# 保持连接直到停止或断开
while self.running and self.client and self.client.is_connected:
await asyncio.sleep(1.0)
# 退出前尝试停止通知
try:
await self.client.stop_notify(self._notify_char)
except Exception:
pass
try:
await self.client.disconnect()
except Exception:
pass
self._connected = False
except Exception as e:
logger.error(f"BLE IMU连接/监听失败: {e}", exc_info=True)
self._connected = False
await asyncio.sleep(2.0)
def _notification_handler(self, characteristic, data: bytearray):
"""通知回调解析IMU数据更新欧拉角"""
try:
buf = data
if len(buf) < 3:
return
if buf[0] != 0x11:
return
# 比例系数
scaleAngle = 0.0054931640625 # 180/32768
scaleTemperature = 0.01
ctl = (buf[2] << 8) | buf[1]
L = 7 # 数据偏移起点
tmp_temperature = None
# 跳过前面不关心的标志位,关注角度与温度
if (ctl & 0x0001) != 0:
L += 6 # aX aY aZ
if (ctl & 0x0002) != 0:
L += 6 # AX AY AZ
if (ctl & 0x0004) != 0:
L += 6 # GX GY GZ
if (ctl & 0x0008) != 0:
L += 6 # CX CY CZ
if (ctl & 0x0010) != 0:
# 温度
tmpX = np.short((np.short(buf[L+1]) << 8) | buf[L]) * scaleTemperature
L += 2
# 气压与高度各3字节
# 气压
tmpU32 = np.uint32(((np.uint32(buf[L+2]) << 16) | (np.uint32(buf[L+1]) << 8) | np.uint32(buf[L])))
if (tmpU32 & 0x800000) == 0x800000:
tmpU32 = (tmpU32 | 0xff000000)
tmpY = np.int32(tmpU32) * 0.0002384185791
L += 3
# 高度
tmpU32 = np.uint32(((np.uint32(buf[L+2]) << 16) | (np.uint32(buf[L+1]) << 8) | np.uint32(buf[L])))
if (tmpU32 & 0x800000) == 0x800000:
tmpU32 = (tmpU32 | 0xff000000)
tmpZ = np.int32(tmpU32) * 0.0010728836
L += 3
tmp_temperature = float(tmpX)
if (ctl & 0x0020) != 0:
L += 8 # 四元数 wxyz
if (ctl & 0x0040) != 0:
angleX = float(np.short((np.short(buf[L+1]) << 8) | buf[L]) * scaleAngle); L += 2
angleY = float(np.short((np.short(buf[L+1]) << 8) | buf[L]) * scaleAngle); L += 2
angleZ = float(np.short((np.short(buf[L+1]) << 8) | buf[L]) * scaleAngle); L += 2
with self._lock:
# 映射roll=X, pitch=Y, yaw=Z
self.last_data['roll'] = round(angleX*-1, 1)
self.last_data['pitch'] = round(angleY*-1, 1)
self.last_data['yaw'] = round(angleZ*-1, 1)
if tmp_temperature is not None:
self.last_data['temperature'] = tmp_temperature
except Exception:
# 解析失败忽略
pass
@property
def connected(self) -> bool:
return self._connected
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class MockIMUDevice:
def __init__(self):
self.running = False
self.thread = None
self._lock = threading.Lock()
self._connected = False
self.calibration_data = None
self.head_pose_offset = {'rotation': 0, 'tilt': 0, 'pitch': 0}
self.last_data = {
'roll': 0.0,
'pitch': 0.0,
'yaw': 0.0,
'temperature': 25.0
}
self._phase = 0.0
def set_calibration(self, calibration: Dict[str, Any]):
self.calibration_data = calibration
if 'head_pose_offset' in calibration:
self.head_pose_offset = calibration['head_pose_offset']
def apply_calibration(self, raw_data: Dict[str, Any]) -> Dict[str, Any]:
if not raw_data or 'head_pose' not in raw_data:
return raw_data
calibrated_data = raw_data.copy()
head_pose = raw_data['head_pose'].copy()
angle = head_pose['rotation'] - self.head_pose_offset['rotation']
head_pose['rotation'] = round(((angle + 180) % 360) - 180, 1)
head_pose['tilt'] = round(head_pose['tilt'] - self.head_pose_offset['tilt'], 1)
head_pose['pitch'] = round(head_pose['pitch'] - self.head_pose_offset['pitch'], 1)
calibrated_data['head_pose'] = head_pose
return calibrated_data
def start(self):
if self.running:
return
self.running = True
self._connected = True
self.thread = threading.Thread(target=self._run_loop, daemon=True)
self.thread.start()
def stop(self):
self.running = False
try:
if self.thread and self.thread.is_alive():
self.thread.join(timeout=2.0)
except Exception:
pass
self._connected = False
def read_data(self, apply_calibration: bool = True) -> Dict[str, Any]:
with self._lock:
raw = {
'head_pose': {
'rotation': self.last_data['yaw'],
'tilt': self.last_data['pitch'],
'pitch': self.last_data['roll']
},
'temperature': self.last_data.get('temperature', 25.0),
'timestamp': datetime.now().isoformat()
}
return self.apply_calibration(raw) if apply_calibration else raw
def _run_loop(self):
# 模拟IMU设备的后台数据生成线程约60Hz输出平滑变化的姿态与温度
import math
try:
while self.running:
# 相位累加,用于驱动正弦/余弦波形
self._phase += 0.05
# 航向角yaw左右旋转幅度约±30°
yaw = math.sin(self._phase * 0.6) * 30.0
# yaw = 0
# 俯仰角pitch上下点头幅度约±10°
pitch = math.sin(self._phase) * 5.0
# pitch = 0
# 横滚角roll左右侧倾幅度约±8°
roll = math.cos(self._phase * 0.8) * 5.0
# roll = 0
# 写入最新数据使用1位或2位小数以模拟设备精度
with self._lock:
self.last_data['yaw'] = round(yaw, 1)
self.last_data['pitch'] = round(pitch, 1)
self.last_data['roll'] = round(roll, 1)
# 温度模拟以25℃为基准叠加±0.5℃的轻微波动
self.last_data['temperature'] = round(25.0 + math.sin(self._phase * 0.2) * 0.5, 2)
# 控制输出频率为约60Hz
time.sleep(1.0 / 30.0)
except Exception:
# 忽略模拟线程异常,避免影响主流程
pass
@property
def connected(self) -> bool:
return self._connected
class IMUManager(BaseDevice):
"""IMU传感器管理器"""
def __init__(self, socketio, config_manager: Optional[ConfigManager] = None):
"""
初始化IMU管理器
Args:
socketio: SocketIO实例
config_manager: 配置管理器实例
"""
# 配置管理
self.config_manager = config_manager or ConfigManager()
config = self.config_manager.get_device_config('imu')
super().__init__("imu", config)
# 保存socketio实例
self._socketio = socketio
# 设备配置
self.port = config.get('port', 'COM7')
self.baudrate = config.get('baudrate', 9600)
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self.device_type = config.get('device_type', 'ble') # 'real' | 'mock' | 'ble'
self.mac_address = config.get('mac_address', '')
# IMU设备实例
self.imu_device = None
# 推流相关
self.imu_streaming = False
self.imu_thread = None
# 统计信息
self.data_count = 0
self.error_count = 0
# 校准相关
self.is_calibrated = False
self.head_pose_offset = {'rotation': 0, 'tilt': 0, 'pitch': 0}
# 数据缓存
self.data_buffer = deque(maxlen=100)
self.last_valid_data = None
self.logger.info(f"IMU管理器初始化完成 - 端口: {self.port}, 设备类型: {self.device_type}, MAC: {self.mac_address}")
def initialize(self) -> bool:
"""
初始化IMU设备
Returns:
bool: 初始化是否成功
"""
try:
self.logger.info(f"正在初始化IMU设备...")
# 使用构造函数中已加载的配置,避免并发读取配置文件
self.logger.info(f"使用已加载配置: port={self.port}, baudrate={self.baudrate}, device_type={self.device_type}, mac={self.mac_address}")
# 根据配置选择设备类型
if self.device_type == 'ble':
if not self.mac_address:
self.logger.error("IMU BLE设备未配置MAC地址")
self.is_connected = False
return False
self.logger.info(f"使用蓝牙IMU设备 - MAC: {self.mac_address}")
self.imu_device = BleIMUDevice(self.mac_address)
self.imu_device.start()
# 使用set_connected方法来正确启动连接监控线程
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self.set_connected(True)
else:
self.logger.info("使用模拟IMU设备")
self.imu_device = MockIMUDevice()
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self.imu_device.start()
# 使用set_connected方法来正确启动连接监控线程
self.set_connected(True)
self._device_info.update({
'port': self.port,
'baudrate': self.baudrate,
'mac_address': self.mac_address,
})
self.logger.info("IMU初始化成功")
return True
except Exception as e:
self.logger.error(f"IMU初始化失败: {e}")
self.is_connected = False
self.imu_device = None
return False
def _quick_calibrate_imu(self) -> Dict[str, Any]:
"""
快速IMU零点校准以当前姿态为基准
Returns:
Dict[str, Any]: 校准结果
"""
try:
if not self.imu_device:
return {'status': 'error', 'error': 'IMU设备未初始化'}
self.logger.info('开始IMU快速零点校准...')
# 直接读取一次原始数据作为校准偏移量
raw_data = self.imu_device.read_data(apply_calibration=False)
if not raw_data or 'head_pose' not in raw_data:
return {'status': 'error', 'error': '无法读取IMU原始数据'}
# 使用当前姿态作为零点偏移
self.head_pose_offset = {
'rotation': raw_data['head_pose']['rotation'],
'tilt': raw_data['head_pose']['tilt'],
'pitch': raw_data['head_pose']['pitch']
}
# 应用校准到设备
calibration_data = {'head_pose_offset': self.head_pose_offset}
self.imu_device.set_calibration(calibration_data)
self.logger.info(f'IMU快速校准完成: {self.head_pose_offset}')
return {
'status': 'success',
'head_pose_offset': self.head_pose_offset
}
except Exception as e:
self.logger.error(f'IMU快速校准失败: {e}')
return {'status': 'error', 'error': str(e)}
def calibrate(self) -> bool:
"""
校准IMU传感器
Returns:
bool: 校准是否成功
"""
try:
if not self.is_connected or not self.imu_device:
if not self.initialize():
self.logger.error("IMU设备未连接")
return False
# 使用快速校准方法
result = self._quick_calibrate_imu()
if result['status'] == 'success':
self.is_calibrated = True
self.logger.info("IMU校准成功")
return True
else:
self.logger.error(f"IMU校准失败: {result.get('error', '未知错误')}")
return False
except Exception as e:
self.logger.error(f"IMU校准失败: {e}")
return False
def start_streaming(self) -> bool:
"""
开始IMU数据流
Args:
socketio: SocketIO实例用于数据推送
Returns:
bool: 启动是否成功
"""
try:
if not self.is_connected or not self.imu_device:
if not self.initialize():
return False
if self.imu_streaming:
self.logger.warning("IMU数据流已在运行")
return True
# 启动前进行快速校准
if not self.is_calibrated:
self.logger.info("启动前进行快速零点校准...")
self._quick_calibrate_imu()
self.imu_streaming = True
self.imu_thread = threading.Thread(target=self._imu_streaming_thread, daemon=True)
self.imu_thread.start()
self.logger.info("IMU数据流启动成功")
return True
except Exception as e:
self.logger.error(f"IMU数据流启动失败: {e}")
self.imu_streaming = False
return False
def stop_streaming(self) -> bool:
"""
停止IMU数据流
Returns:
bool: 停止是否成功
"""
try:
self.imu_streaming = False
if self.imu_thread and self.imu_thread.is_alive():
self.imu_thread.join(timeout=3.0)
# 停止BLE后台任务如果是BLE设备
try:
if isinstance(self.imu_device, BleIMUDevice):
self.imu_device.stop()
except Exception:
pass
self.logger.info("IMU数据流已停止")
return True
except Exception as e:
self.logger.error(f"停止IMU数据流失败: {e}")
return False
def _imu_streaming_thread(self):
"""
IMU数据流工作线程
"""
self.logger.info("IMU数据流工作线程启动")
while self.imu_streaming:
try:
if self.imu_device:
# 读取IMU数据
data = self.imu_device.read_data(apply_calibration=True)
if data:
# 发送数据到前端
if self._socketio:
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self._socketio.emit('imu_data', data, namespace='/devices')
# 更新统计
self.data_count += 1
else:
self.error_count += 1
time.sleep(0.02) # 50Hz采样率
except Exception as e:
self.logger.error(f"IMU数据流处理异常: {e}")
self.error_count += 1
time.sleep(0.1)
self.logger.info("IMU数据流工作线程结束")
def get_status(self) -> Dict[str, Any]:
"""
获取设备状态
Returns:
Dict[str, Any]: 设备状态信息
"""
status = super().get_status()
status.update({
'port': self.port,
'baudrate': self.baudrate,
'is_streaming': self.imu_streaming,
'is_calibrated': self.is_calibrated,
'data_count': self.data_count,
'error_count': self.error_count,
'buffer_size': len(self.data_buffer),
'has_data': self.last_valid_data is not None,
'head_pose_offset': self.head_pose_offset,
'device_type': self.device_type,
'mac_address': self.mac_address
})
return status
def get_latest_data(self) -> Optional[Dict[str, float]]:
"""
获取最新的IMU数据
Returns:
Optional[Dict[str, float]]: 最新数据无数据返回None
"""
return self.last_valid_data.copy() if self.last_valid_data else None
def disconnect(self):
"""
断开IMU设备连接
"""
try:
self.stop_streaming()
if self.imu_device:
self.imu_device = None
self.is_connected = False
self.logger.info("IMU设备已断开连接")
except Exception as e:
self.logger.error(f"断开IMU设备连接失败: {e}")
def reload_config(self) -> bool:
"""
重新加载设备配置
Returns:
bool: 重新加载是否成功
"""
try:
self.logger.info("正在重新加载IMU配置...")
# 获取最新配置
config = self.config_manager.get_device_config('imu')
# 更新配置属性
self.port = config.get('port', 'COM7')
self.baudrate = config.get('baudrate', 9600)
self.device_type = config.get('device_type', 'mock')
self.mac_address = config.get('mac_address', '')
# 更新数据缓存队列大小
buffer_size = config.get('buffer_size', 100)
if buffer_size != self.data_buffer.maxlen:
# 保存当前数据
current_data = list(self.data_buffer)
# 创建新缓冲区
self.data_buffer = deque(maxlen=buffer_size)
# 恢复数据(保留最新的数据)
for data in current_data[-buffer_size:]:
self.data_buffer.append(data)
self.logger.info(f"IMU配置重新加载成功 - 端口: {self.port}, 波特率: {self.baudrate}, 设备类型: {self.device_type}, MAC: {self.mac_address}")
return True
except Exception as e:
self.logger.error(f"重新加载IMU配置失败: {e}")
return False
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def check_hardware_connection(self) -> bool:
"""
检查IMU硬件连接状态
"""
try:
if not self.imu_device:
return False
# 检查设备类型并分别处理
if isinstance(self.imu_device, RealIMUDevice):
# 对于真实串口设备,检查串口连接状态
if hasattr(self.imu_device, 'ser') and self.imu_device.ser:
# 检查串口是否仍然打开
if not self.imu_device.ser.is_open:
return False
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# 尝试读取数据来验证连接
try:
# 保存当前超时设置
original_timeout = self.imu_device.ser.timeout
self.imu_device.ser.timeout = 0.1 # 设置短超时
# 尝试读取少量数据
test_data = self.imu_device.ser.read(1)
# 恢复原始超时设置
self.imu_device.ser.timeout = original_timeout
return True # 如果没有异常,认为连接正常
except Exception:
return False
else:
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return False
elif isinstance(self.imu_device, BleIMUDevice):
# 对于蓝牙设备,检查连接状态
return self.imu_device.connected
# 对于模拟设备或其他类型总是返回True
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return True
except Exception as e:
self.logger.debug(f"检查IMU硬件连接时出错: {e}")
return False
def cleanup(self):
"""
清理资源
"""
try:
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# 停止连接监控
self._cleanup_monitoring()
self.disconnect()
# 清理缓冲区
self.data_buffer.clear()
# 重置状态
self.is_calibrated = False
self.last_valid_data = None
self.head_pose_offset = {'rotation': 0, 'tilt': 0, 'pitch': 0}
super().cleanup()
self.logger.info("IMU资源清理完成")
except Exception as e:
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self.logger.error(f"清理IMU资源失败: {e}")