International Journal of Advanced Robotic Systems
Volume 14, Issue 4, 2017, Pages 1-6

Detection of kidnapped robot problem in Monte Carlo localization based on the natural displacement of the robot (Article) (Open Access)

Bukhori I.* , Ismail Z.H.
  • a Universiti Teknologi Malaysia, Kuala Lumpur, Malaysia
  • b Universiti Teknologi Malaysia, Kuala Lumpur, Malaysia

Abstract

This article proposes a new method to detect the kidnapped robot problem event in Monte Carlo localization. The method is designed in such a manner that it can provide accurate detection across all time instances, whether the robot can still recognize part of the environment or is totally lost after kidnapping. The proposed method uses the sensor reading of the robot to determine if robot’s displacement at particular time instance is considered a natural displacement or not. A series of simulations are designed to measure the accuracy of detection and how it compares to other methods. The simulations show that the proposed method outperforms the methods of detection based on the weight of particles. © The Author(s) 2017.

Author Keywords

Kidnapping detection Natural displacement Monte carlo localization In-map kidnapping Out-of-map kidnapping

Index Keywords

Monte Carlo localization Natural displacement Robots Sensor readings Monte Carlo methods Out-of-map kidnapping crime Kidnapped robot problems Time instances

Link
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85027071378&doi=10.1177%2f1729881417717469&partnerID=40&md5=28fef0ad68b3a626a1fbcf4800eab927

DOI: 10.1177/1729881417717469
ISSN: 17298806
Cited by: 2
Original Language: English