106 feature extended kalman filter for more precise location measurements

.flake8

@@ -1,3 +1,5 @@
 [flake8]
 exclude= code/planning/behavior_agent/src/behavior_agent/behavior_tree.py,
-         code/planning/behavior_agent/src/behavior_agent/behaviours/__init__.py
+         code/planning/behavior_agent/src/behavior_agent/behaviours/__init__.py,
+         code/planning/src/behavior_agent/behavior_tree.py,
+         code/planning/src/behavior_agent/behaviours/__init__.py

build/docker-compose.yml

@@ -63,7 +63,6 @@ services:
     #command: bash -c "sleep 10 && python3 /opt/leaderboard/leaderboard/leaderboard_evaluator.py --debug=0 --routes=/opt/leaderboard/data/routes_devtest.xml --agent=/opt/leaderboard/leaderboard/autoagents/npc_agent.py --host=carla-simulator --track=SENSORS"
     #command: bash -c "sleep 10 && roslaunch agent/launch/dev.launch"
     command: bash -c "sleep 10 && sudo chown -R carla:carla ../code/ && sudo chmod -R a+w ../code/ && python3 /opt/leaderboard/leaderboard/leaderboard_evaluator.py --debug=0 --routes=/opt/leaderboard/data/routes_devtest.xml --agent=/workspace/code/agent/src/agent/agent.py --host=carla-simulator --track=MAP"
-
     logging:
       driver: "local"
     environment:

code/acting/launch/acting.launch

@@ -29,10 +29,10 @@
         <param name="role_name" value="$(arg role_name)" />
     </node>
 
-    <!--node pkg="acting" type="Acting_DebuggerNode.py" name="Acting_Debugger" output="screen">
+    <!-- <node pkg="acting" type="Acting_DebuggerNode.py" name="Acting_Debugger" output="screen">
         <param name="control_loop_rate" value="0.05" />
         <param name="role_name" value="$(arg role_name)" />
-    </node-->
+    </node> -->
 
     <node pkg="acting" type="MainFramePublisher.py" name="MainFramePublisher" output="screen">
         <param name="control_loop_rate" value="0.05" />

code/acting/src/acting/Test_Data/EmergencyBreaks/data_163.csv

@@ -0,0 +1,9 @@
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+27.381568383,984.0214572275615,-5451.424143213324,0.23036178039557187

code/acting/src/acting/Test_Data/EmergencyBreaks/data_164.csv

@@ -0,0 +1,4 @@
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+28.069097569,984.5045482266069,-5443.048108780194,0.23518438266291816

code/acting/src/acting/Test_Data/EmergencyBreaks/data_165.csv

@@ -0,0 +1,6 @@
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+28.59329701,984.3473215158685,-5447.499988929676,1.2768072059537472

code/acting/src/acting/Test_Data/EmergencyBreaks/data_166.csv

@@ -0,0 +1,11 @@
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+29.249856727,984.9841321194835,-5457.752909041925,0.3552234813675058

code/acting/src/acting/Test_Data/EmergencyBreaks/data_167.csv

@@ -0,0 +1,13 @@
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+29.860238928,986.3848863520783,-5464.986284160806,0.7605522045620094

code/acting/src/acting/Test_Data/EmergencyBreaks/data_168.csv

@@ -0,0 +1,14 @@
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+28.951946437,986.5675153585873,-5468.722548896473,5.56729335302051
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+29.051946438,986.6127212598519,-5469.679277090343,2.8007994927738995
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+29.15194644,986.6416609006621,-5470.448968485687,0.11462092878534418

code/acting/src/acting/Test_Data/EmergencyBreaks/data_169.csv

@@ -0,0 +1,15 @@
+39.848709245,988.5884704621461,-5466.13653011856,17.588450918232162
+39.898709245,988.5241977539602,-5465.305470057078,17.794014559530716
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+40.248709251,988.8496726097001,-5459.2443358605,9.387690951327716
+40.298709251,988.9943586079705,-5458.504765009478,8.012752168819702
+40.348709252,989.0032098016361,-5457.891292133314,6.6289815384286195
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+40.548709255,989.1378249843021,-5455.900412081551,1.095123249803875

code/acting/src/acting/Test_Data/EmergencyBreaks/data_170.csv

@@ -0,0 +1,17 @@
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+31.404615514,975.3075315056342,-5498.955946458818,1.1433731751478977

code/acting/src/acting/Test_Data/EmergencyBreaks/data_171.csv

@@ -0,0 +1,20 @@
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code/acting/src/acting/Test_Data/EmergencyBreaks/data_172.csv

@@ -0,0 +1,22 @@
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code/acting/src/acting/Test_Data/EmergencyBreaks/data_173.csv

@@ -0,0 +1,26 @@
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code/acting/src/acting/vehicle_controller.py

@@ -210,7 +210,7 @@ def __map_steering(self, steering_angle: float) -> float:
         :param steering_angle: calculated by a controller in [-pi/2 , pi/2]
         :return: float for steering in [-1, 1]
         """
-        tune_k = 1  # factor for tuning TODO: tune but why?
+        tune_k = -1  # factor for tuning TODO: tune but why?
         # negative because carla steer and our steering controllers are flipped
         r = 1 / (math.pi / 2)
         steering_float = steering_angle * r * tune_k

code/perception/launch/perception.launch

@@ -7,33 +7,40 @@
   <node pkg="perception" type="sensor_filter_debug.py" name="sensor_filter_debug" output="screen">
     <param name="control_loop_rate" value="0.001" />
     <param name="role_name" value="$(arg role_name)" />
-  </node>
-  <node pkg="rqt_plot" type="rqt_plot" output="screen" name="rqt_plot" args="/paf/hero/location_error/data[0] /paf/hero/location_error/data[1]" />
+  </node> -->
+  <!--node pkg="rqt_plot" type="rqt_plot" output="screen" name="rqt_plot" args="/paf/hero/location_error/data[0] /paf/hero/location_error/data[1]" />
   <node pkg="rqt_plot" type="rqt_plot" output="screen" name="x_plot" args="/paf/hero/ideal_x/data[0] /paf/hero/ideal_x/data[1]" />
   <node pkg="rqt_plot" type="rqt_plot" output="screen" name="y_plot" args="/paf/hero/ideal_y/data[0] /paf/hero/ideal_y/data[1]" /-->
-  <!--node pkg="rqt_plot" type="rqt_plot" output="screen" name="error_plot" args="/paf/hero/ideal_x/data[2]" />
-  -->
-
-  <!-- does not publish data yet. Uncomment to use and see plots
+  <!--node pkg="rqt_plot" type="rqt_plot" output="screen" name="error_plot" args="/paf/hero/ideal_x/data[2]" /-->
+
   <node pkg="perception" type="kalman_filter.py" name="kalman_filter_node" output="screen">
-    <param name="control_loop_rate" value="0.1" />
+    <param name="control_loop_rate" value="0.05" />
     <param name="role_name" value="$(arg role_name)" />
   </node>
-  <node pkg="rqt_plot" type="rqt_plot" output="screen" name="x_plot" args="/paf/hero/current_pos/data[0] /paf/hero/kalman_pos/data[0]" />
-  <node pkg="rqt_plot" type="rqt_plot" output="screen" name="y_plot" args="/paf/hero/current_pos/data[1] /paf/hero/kalman_pos/data[1]" />
-  <node pkg="rqt_plot" type="rqt_plot" output="screen" name="heading_plot" args="/paf/hero/current_heading/data /paf/hero/kalman_heading/data" />
-  -->
-
+
   <node pkg="perception" type="Position_Publisher_Node.py" name="Position_Publisher_Node" output="screen">
     <param name="control_loop_rate" value="0.1" />
     <param name="role_name" value="$(arg role_name)" />
+    <param name="pos_filter" value="Kalman" />
+    <param name="heading_filter" value="Kalman" />
+      <!--
+        Position Filter values:
+        - "Kalman" (Default)
+        - "RunningAvg"
+        - "None"
+        Heading Filter values:
+        - "Kalman" (Default)
+        - "None"
+        - "Old" (Buggy for demonstration purposes only)
+      -->
   </node>
 
   <node pkg="perception" type="vision_node.py" name="VisionNode" output="screen">
     <param name="role_name" value="$(arg role_name)" />
     <param name="side" value="Center" />
-
-     <!-- Object-Detection: 
+
+    <!--
+      Object-Detection: 
       - fasterrcnn_resnet50_fpn_v2 
       - fasterrcnn_mobilenet_v3_large_320_fpn
       - yolov8n
@@ -51,9 +58,8 @@
 
       Image-Segmentation:
       - deeplabv3_resnet101
-      - yolov8x-seg
+      - yolov8x-seg 
     -->
-
     <param name="model" value="rtdetr-x" />
   </node>
 
@@ -62,7 +68,7 @@
     <param name="side" value="Center" />
     <param name="model" value="/workspace/code/perception/src/traffic_light_detection/models/model_acc_92.48_val_91.88.pt" />
   </node>
-      
+
 
   <node pkg="perception" type="global_plan_distance_publisher.py" name="GlobalPlanDistance" output="screen">
     <param name="control_loop_rate" value="0.1" />
@@ -79,7 +85,7 @@
     <param name="range_topic" value="/carla/hero/LIDAR_range"/>
   </node>
 
- <!-- <node pkg="perception" type="lidar_distance.py" name="lidar_distance_rear_right" output="screen">
+ <node pkg="perception" type="lidar_distance.py" name="lidar_distance_rear_right" output="screen">
     <param name="min_y" value="-5"/>
     <param name="max_y" value="-2.5"/>
     <param name="max_x" value="0"/>
@@ -97,6 +103,6 @@
     <param name="max_z" value="0"/>
     <param name="point_cloud_topic" value="/carla/hero/LIDAR_filtered_rear_left"/>
     <param name="range_topic" value="/carla/hero/LIDAR_range_rear_left"/>
-  </node>-->
+  </node>
 
 </launch>