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Tinker-Twins authored Mar 20, 2024
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# hdl_localization

***hdl_localization*** is a ROS package for real-time 3D localization using a 3D LIDAR, such as HDL32e or VLP16. This package performs Unscented Kalman Filter-based pose estimation. It first estimates the sensor pose from IMU data (IMU-based pose prediction is optional, if disabled, the system uses a constant velocity model) implemented on the LIDAR, and then performs multi-threaded NDT scan matching between a global map point cloud and input sensor point clouds to correct the estimated pose.
***hdl_localization*** is a ROS package for real-time 3D localization using a 3D LIDAR, such as HDL32e or VLP16. This package performs Unscented Kalman Filter-based pose estimation. It first estimates the sensor pose from IMU data (IMU-based pose prediction is optional, if disabled, the system uses a constant velocity model) implemented on the LIDAR, and then performs multi-threaded NDT scan matching between a global map point cloud and input sensor point clouds to correct the estimated pose.

## Dependencies
***hdl_localization*** requires the following libraries:
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- ***/relocalize*** (std_srvs/Empty)
- Reset the sensor pose with the global localization result
## Example
## Execution
Open a terminal and launch `hdl_localization`.
```bash
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rosservice call /relocalize
```

> **Note:** If the algorithm does not work very well or if the CPU usage is too high, change `ndt_neighbor_search_method` in `hdl_localization.launch` to `DIRECT1`. It makes the scan matching significantly fast, but is a bit unstable.
> **Note:** If the algorithm does not work very well or if the CPU usage is too high, change `ndt_neighbor_search_method` in `hdl_localization.launch` to `DIRECT1`. It makes the scan matching significantly fast, but is a bit unstable.

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