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Computer Science > Robotics

Title: Autonomous Robot for Disaster Mapping and Victim Localization

Abstract: In response to the critical need for effective reconnaissance in disaster scenarios, this research article presents the design and implementation of a complete autonomous robot system using the Turtlebot3 with Robotic Operating System (ROS) Noetic. Upon deployment in closed, initially unknown environments, the system aims to generate a comprehensive map and identify any present 'victims' using AprilTags as stand-ins. We discuss our solution for search and rescue missions, while additionally exploring more advanced algorithms to improve search and rescue functionalities. We introduce a Cubature Kalman Filter to help reduce the mean squared error [m] for AprilTag localization and an information-theoretic exploration algorithm to expedite exploration in unknown environments. Just like turtles, our system takes it slow and steady, but when it's time to save the day, it moves at ninja-like speed! Despite Donatello's shell, he's no slowpoke - he zips through obstacles with the agility of a teenage mutant ninja turtle. So, hang on tight to your shells and get ready for a whirlwind of reconnaissance!
Full pipeline code this https URL
Exploration code this https URL
Comments: Class final project for Northeastern University EECE 5550 Mobile Robotics Course
Subjects: Robotics (cs.RO); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV)
Cite as: arXiv:2404.13767 [cs.RO]
  (or arXiv:2404.13767v1 [cs.RO] for this version)

Submission history

From: Michael Potter [view email]
[v1] Sun, 21 Apr 2024 20:32:02 GMT (5648kb,D)

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