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RC_WheelLeg/05_software/real/sim2real/safety/safety_monitor.py
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Python

"""三级安全监控(对应方法论 97.11)。
Level 0: 正常
Level 1: 限幅(位置/速度异常)— 截断目标位置幅值,记录连续触发次数
Level 2: 刹车(连续限幅 N 次 / IMU 角速度过大 / 倾倒)— 卸载刚度只留阻尼
Level 3: 急停(用户触发)— 让上层断电
设计原则:监控只判定,不直接关电机;返回 SafetyDecision 由上层决策。
"""
from dataclasses import dataclass
from enum import IntEnum
from typing import Any, Optional
import numpy as np
class SafetyLevel(IntEnum):
NORMAL = 0
CLIP = 1
BRAKE = 2
ESTOP = 3
@dataclass
class SafetyDecision:
level: SafetyLevel
message: str
clipped_target: Optional[np.ndarray]
details: Optional[dict[str, Any]] = None
class SafetyMonitor:
"""安全监控(按 50Hz 控制频率调用)。
Args:
max_target_offset: 单关节相对默认位姿的最大偏离 (rad)
max_ang_vel: IMU 角速度模 (rad/s)
max_tilt_rad: 机身重力 z 轴投影低于该值认为已严重倾倒
clip_to_brake: 连续 clip 多少帧升级为刹车
"""
def __init__(self,
max_target_offset: float = 0.6,
max_ang_vel: float = 10.0,
max_tilt_z: float = -0.3,
clip_to_brake: int = 3):
self.max_target_offset = max_target_offset
self.max_ang_vel = max_ang_vel
self.max_tilt_z = max_tilt_z # projected_gravity z 应当 ~ -1,明显小于 -0.3 视作倾倒
self.clip_to_brake = clip_to_brake
self.consecutive_clips = 0
def check(self,
target_pose: np.ndarray,
default_pose: np.ndarray,
imu_gyro: np.ndarray,
projected_gravity: np.ndarray,
estop_triggered: bool) -> SafetyDecision:
if estop_triggered:
return SafetyDecision(SafetyLevel.ESTOP, "user E-stop", None, None)
# 倾倒(projected_gravity[2] 应在 -1 附近,越接近 0 越倾斜)
if projected_gravity[2] > self.max_tilt_z:
return SafetyDecision(
SafetyLevel.BRAKE,
f"tilt detected: g_z={projected_gravity[2]:.3f}",
None,
{"g_z": float(projected_gravity[2])},
)
# 角速度爆表(猛烈翻滚)
if np.linalg.norm(imu_gyro) > self.max_ang_vel:
return SafetyDecision(
SafetyLevel.BRAKE,
f"angular velocity overflow: |w|={np.linalg.norm(imu_gyro):.2f}",
None,
{"ang_vel_norm": float(np.linalg.norm(imu_gyro))},
)
# 目标位置偏离过大 → 截断到允许范围
offset_leg = target_pose[:12] - default_pose[:12]
clipped_offset = np.clip(offset_leg, -self.max_target_offset, self.max_target_offset)
if not np.allclose(offset_leg, clipped_offset):
self.consecutive_clips += 1
clipped = target_pose.copy()
clipped[:12] = default_pose[:12] + clipped_offset
exceeded = np.where(np.abs(offset_leg) > self.max_target_offset)[0].tolist()
max_offset = float(np.max(np.abs(offset_leg)))
details = {
"joint_indices": exceeded,
"max_leg_offset": max_offset,
"consecutive_clips": int(self.consecutive_clips),
}
if self.consecutive_clips >= self.clip_to_brake:
return SafetyDecision(
SafetyLevel.BRAKE,
f"clipped {self.consecutive_clips} frames in a row",
clipped,
details,
)
return SafetyDecision(SafetyLevel.CLIP, "target leg offset out of range", clipped, details)
self.consecutive_clips = 0
return SafetyDecision(SafetyLevel.NORMAL, "", None, None)
def reset(self):
self.consecutive_clips = 0