@ -52,14 +52,14 @@ class ParamsLearner: 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      device_pose  =  Pose . from_live_pose ( msg )   
					 
					 
					 
					      device_pose  =  Pose . from_live_pose ( msg )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      calibrated_pose  =  self . calibrator . build_calibrated_pose ( device_pose )   
					 
					 
					 
					      calibrated_pose  =  self . calibrator . build_calibrated_pose ( device_pose )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					
 
					 
					 
					 
					
 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      yaw_rate_valid  =  msg . angularVelocityDevice . valid  and  self . calibrator . calib_valid    
					 
					 
					 
					      yaw_rate_valid  =  msg . angularVelocityDevice . valid   
				
			 
			
				
				
			
		
	
		
		
	
		
		
			
				
					
					 
					 
					 
					      yaw_rate_valid  =  yaw_rate_valid  and  0  <  self . yaw_rate_std  <  10   # rad/s   
					 
					 
					 
					      yaw_rate_valid  =  yaw_rate_valid  and  0  <  self . yaw_rate_std  <  10   # rad/s   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      yaw_rate_valid  =  yaw_rate_valid  and  abs ( self . yaw_rate )  <  1   # rad/s   
					 
					 
					 
					      yaw_rate_valid  =  yaw_rate_valid  and  abs ( self . yaw_rate )  <  1   # rad/s   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      if  yaw_rate_valid :   
					 
					 
					 
					      if  yaw_rate_valid :   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					        self . yaw_rate ,  self . yaw_rate_std  =  calibrated_pose . angular_velocity . z ,  calibrated_pose . angular_velocity . z_std   
					 
					 
					 
					        self . yaw_rate ,  self . yaw_rate_std  =  calibrated_pose . angular_velocity . z ,  calibrated_pose . angular_velocity . z_std   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      else :   
					 
					 
					 
					      else :   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					        # This is done to bound the yaw rate estimate when localizer values are invalid or calibrating   
					 
					 
					 
					        # This is done to bound the yaw rate estimate when localizer values are invalid or calibrating   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					        self . yaw_rate ,  self . yaw_rate_std  =  0.0 ,  np . radians ( 1 )   
					 
					 
					 
					        self . yaw_rate ,  self . yaw_rate_std  =  0.0 ,  np . radians ( 10.0 )   
				
			 
			
				
				
			
		
	
		
		
	
		
		
			
				
					
					 
					 
					 
					
 
					 
					 
					 
					
 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      localizer_roll ,  localizer_roll_std  =  device_pose . orientation . x ,  device_pose . orientation . x_std   
					 
					 
					 
					      localizer_roll ,  localizer_roll_std  =  device_pose . orientation . x ,  device_pose . orientation . x_std   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      localizer_roll_std  =  np . radians ( 1 )  if  np . isnan ( localizer_roll_std )  else  localizer_roll_std   
					 
					 
					 
					      localizer_roll_std  =  np . radians ( 1 )  if  np . isnan ( localizer_roll_std )  else  localizer_roll_std   
				
			 
			
		
	
	
		
		
			
				
					
						
							
								 
							 
						
						
							
								 
							 
						
						
					 
					 
					@ -225,13 +225,13 @@ def main(): 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . posenetValid  =  True   
					 
					 
					 
					      liveParameters . posenetValid  =  True   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . sensorValid  =  sensors_valid   
					 
					 
					 
					      liveParameters . sensorValid  =  sensors_valid   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . steerRatio  =  float ( x [ States . STEER_RATIO ] . item ( ) )   
					 
					 
					 
					      liveParameters . steerRatio  =  float ( x [ States . STEER_RATIO ] . item ( ) )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . steerRatioValid  =  min_sr  < =  liveParameters . steerRatio  < =  max_sr   
					 
					 
					 
					 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . stiffnessFactor  =  float ( x [ States . STIFFNESS ] . item ( ) )   
					 
					 
					 
					      liveParameters . stiffnessFactor  =  float ( x [ States . STIFFNESS ] . item ( ) )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . stiffnessFactorValid  =  0.2  < =  liveParameters . stiffnessFactor  < =  5.0   
					 
					 
					 
					 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . roll  =  float ( roll )   
					 
					 
					 
					      liveParameters . roll  =  float ( roll )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . angleOffsetAverageDeg  =  float ( angle_offset_average )   
					 
					 
					 
					      liveParameters . angleOffsetAverageDeg  =  float ( angle_offset_average )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . angleOffsetAverageValid  =  bool ( avg_offset_valid )   
					 
					 
					 
					 
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . angleOffsetDeg  =  float ( angle_offset )   
					 
					 
					 
					      liveParameters . angleOffsetDeg  =  float ( angle_offset )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					 
					 
					 
					 
					      liveParameters . steerRatioValid  =  min_sr  < =  liveParameters . steerRatio  < =  max_sr   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					 
					 
					 
					 
					      liveParameters . stiffnessFactorValid  =  0.2  < =  liveParameters . stiffnessFactor  < =  5.0   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					 
					 
					 
					 
					      liveParameters . angleOffsetAverageValid  =  bool ( avg_offset_valid )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . angleOffsetValid  =  bool ( total_offset_valid )   
					 
					 
					 
					      liveParameters . angleOffsetValid  =  bool ( total_offset_valid )   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					      liveParameters . valid  =  all ( (   
					 
					 
					 
					      liveParameters . valid  =  all ( (   
				
			 
			
		
	
		
		
			
				
					
					 
					 
					 
					        liveParameters . angleOffsetAverageValid ,   
					 
					 
					 
					        liveParameters . angleOffsetAverageValid ,