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INS/GPS/LiDAR Integrated Navigation System for Urban and Indoor Environments Using Hybrid Scan Matching Algorithm
Yanbin Gao1, Shifei Liu2, Mohamed M Atia3
1College of Automation, Harbin Engineering University, 145 Nantong Street, Nangang District, Harbin 150001, China. gaoyanbin@hrbeu.edu.cn.
This study integrates Global Positioning System (GPS) and Light Detection and Ranging (LiDAR) with Inertial Navigation Systems (INS) for accurate navigation. A hybrid scan matching algorithm ensures sub-meter accuracy in diverse environments.
Area of Science:
- Robotics and Autonomous Systems
- Geomatics Engineering
- Sensor Fusion
Background:
- Inertial Navigation Systems (INS) suffer from drift over time.
- Global Positioning System (GPS) offers global positioning but is susceptible to signal blockage.
- Light Detection and Ranging (LiDAR) provides precise relative positioning but lacks global referencing.
Purpose of the Study:
- To develop a robust multi-sensor navigation system combining GPS and LiDAR with INS.
- To enhance navigation accuracy and reliability across varied environmental conditions.
- To introduce a hybrid scan matching algorithm for improved performance.
Main Methods:
- Complementary integration of GPS and LiDAR with INS based on environmental conditions.
- Development of a hybrid scan matching algorithm merging feature-based and Iterative Closest Point (ICP) methods.
- Implementation and comparison of two INS-LiDAR integration schemes.
Main Results:
- The proposed system achieves sub-meter navigation accuracy throughout the trajectory.
- The hybrid scan matching algorithm demonstrates efficiency and robustness.
- Successful navigation demonstrated on an Unmanned Ground Vehicle (UGV) in both indoor and outdoor settings.
Conclusions:
- The multi-sensor integrated system effectively overcomes limitations of individual sensors.
- The hybrid approach provides reliable and accurate navigation in GPS-denied and open-sky environments.
- This research contributes to advancing autonomous navigation capabilities for UGVs.
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