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Sensor-Fusion Based Navigation for Autonomous Mobile Robot.
Vygantas Ušinskis1, Michał Nowicki1, Andrius Dzedzickis1
1Department of Mechatronics, Robotics and Digital Manufacturing, Faculty of Mechanics, Vilnius Gediminas Technical University, LT-10105 Vilnius, Lithuania.
This study reviews sensors and AI for robotic navigation, focusing on sensor fusion and path planning for complex tasks with dynamic obstacles. It presents a concept for channel robot navigation.
Area of Science:
- Robotics and Artificial Intelligence
- Sensor Fusion and Navigation Systems
Background:
- Rapid advancements in navigation systems are met with increasingly complex robotic tasks.
- Challenges include dynamic obstacles, multi-robot coordination, and navigating inaccessible environments.
- Cognitive tasks require object evaluation beyond simple detection, necessitating advanced AI.
Purpose of the Study:
- To review and compare sensors used in mobile robot localization.
- To analyze the integration of sensors with path-planning methods.
- To evaluate sensor fusion techniques and propose a concept for channel robot navigation.
Main Methods:
- Comprehensive literature review of sensors for mobile robot localization.
- Comparative analysis of sensor combinations, highlighting advantages and disadvantages.
- Evaluation of artificial intelligence (AI) methods for sensor data processing and trajectory generation.
Main Results:
- Identification of key sensors and their limitations in complex robotic navigation.
- Analysis of sensor fusion techniques for enhanced environmental perception.
- Presentation of a novel concept for channel robot navigation based on existing research.
Conclusions:
- Sensor fusion and AI are crucial for overcoming challenges in modern robotic navigation.
- Effective integration of sensors and path-planning algorithms is essential for robust performance.
- The proposed channel robot navigation concept offers a potential solution for complex environments.
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