Random Finite Sets for Robot Mapping & SLAM

The monograph "Random Finite Sets for Robot Mapping & SLAM" by John Mullane, Ba-Ngu Vo, Martin Adams, and Ba-Tuong Vo provides a comprehensive analysis of autonomous robotic systems, which have increasingly become the focus of research in recent years. The content focuses on the challenges of environmental representation and uncertainty regarding feature-based maps. Random Finite Sets are used as a fundamental tool for map representation. The authors propose a general framework for feature management, data association, and state estimation. The presented approaches have been tested in various experiments on both ground-based and maritime systems, highlighting the versatility and applicability of the methods.

• Comprehensive analysis of autonomous robotic systems
• Focus on feature-based maps and uncertainty
• Random Finite Sets as a central tool
• Practical tests on various robotic systems.