Reval is an open-source framework to evaluate the performance of Robotics platforms. Currently it supports Husky platform, Turtblebot3. The useres can evalute the performance of a mission for a given gazebo envirnoment (or on their own gazebo envirnment) for different configurations in an automated fashion and log the results. In addition, Reval supports the following metrics to evaluate the quality of a mission:
Evaluation metrics
Metrics | Description |
---|---|
DWA F | # of failed produced path by DWA planner |
DWA NP | # of re-planning by DWA planner |
DWA IT | # of DWA invalid trajectory |
RR | # of rotate recovery excuted |
RCU | # of ClearCostMaps recovery executed for unstuck robot |
RCL | # of ClearCostMaps layer recovery executed |
IRC | # of invalid rotation cmd |
ERG | # of error rotating on the goal |
DRMS | The square root of the average of the squared horizontal position errors, ; where standard deviation of the delta x and y, . Probability of 65% |
2DRMS | Twice the Distance Root Mean Squared (DRMS) of the horizontal position error, . Probability of 95% |
CPE | The radius of circle centered at the true position, containing the position estimate with probability of 50%. |
ED | Euclidean distance between actual goal location and the location the robot reached. |
RNS | robustness in narrow spaces, ; where Ns is the total narrow spaces in the gazebo environment, and passed_Ns is the narrow spaces that the robot successfully crossed. |
DT | total distance traveled during a mission |
BP | battery percentage. For more details: Gazebo-ROS battery plugin |
Col | number of collisions in a mission |
MT | time taken to complete a mission |
MS | mission success. Example: if the robot successfully reached point A to B |
Reval supports both the Husky simulator and Hysky physical robot. The instructions provided below are for Husky simulator. To run Reval on the physical Husky, first setup your husky using Husky UGV Tutorial then follow the below instructions.
Build Type | Status |
---|---|
ROS melodic | |
ROS noetic |
Platform | Status |
---|---|
Husky UGV | |
TurtleBot3 | |
OceanWATERS |
- Ubuntu 18 or Ubuntu 20
- ROS Melodic or ROS Noetic
- Python 2.7 (for ROS Melodic), Python 3.6+ (for ROS Noetic)
Installing the husky simulator
For ROS Melodic
sudo apt-get install ros-melodic-husky-simulator
sudo apt-get install ros-melodic-husky-navigation
sudo apt-get install ros-melodic-husky-desktop
For ROS Noetic
sudo apt-get install ros-noetic-husky-simulator
sudo apt-get install ros-noetic-husky-navigation
sudo apt-get install ros-noetic-husky-desktop
Installing rosbag for Python
Download and install ros_readbag.py using these commands:
Download the file
wget https://raw.githubusercontent.com/ElectricRCAircraftGuy/eRCaGuy_dotfiles/master/useful_scripts/ros_readbagfile.py
Make it executable
chmod +x ros_readbagfile.py
Ensure you have the ~/bin directory for personal binaries
mkdir -p ~/bin
Move this executable script into that directory as ros_readbagfile
, so that it will be available as that command
mv ros_readbagfile.py ~/bin/ros_readbagfile
Create a symlink in ~/bin
to this script so you can run it from anywhere:
ln -si "${PWD}/ros_readbagfile.py" ~/bin/ros_readbagfile
If this is the first time ever creating the "~/bin" dir, then log out and log back in to your Ubuntu user account to cause Ubuntu to automatically add your ~/bin dir to your executable PATH.
Re-source your ~/.bahsrc
file
source ~/.bashrc
Clone the repo
git clone https://github.com/softsys4ai/Reval.git
Installing the dependencies
sudo apt install ripgrep
pip install pandas
pip install tqdm
pip install tabulate
Or cd Reval/
run ./requirements.sh
. If you face permission denied, first run chmod +x requirements.sh
Source your ROS setup.sh file
source /opt/ros/<ros distro>/setup.bash
Run catkin build
on the Reval root
directory
cd Reval/
catkin build
N.b. If you face Catkin command not found
, install sudo apt-get install python3-catkin-tools
OR you can use catkin_make
If everything is correct, you should see something similar to the following output
cd Reval/
source your new setup.sh
file. You need source this setup.sh
file everytime you open a new Terminal
source devel/setup.bash
To evaluate the mission run
python reval.py
optional arguments:
-h, --help show this help message and exit
-v , -viz turn on/off visualization of gazebo and rviz (default: On)
-e , -epoch number of data-points to be recorded (default: 1)
examaple: python reval.py -v off -e 10
Visualization off:
Visualization on:
- To define your custom configuration options: Set Configuration
- To use your own custom gazebo environment: Use custom gazebo environment
- To change the goal locations: Update Goal location
Please feel free to contact via email if you have any feedbacks. Thank you for using Reval!
Name | |
---|---|
Md Abir Hossen | mhossen@email.sc.edu |
Pooyan Jamshidi | pjamshid@cse.sc.edu |