Automated behaviour recognition in mobile robots using symbolic dynamic filtering

Author:

Mallapragada G1,Chattopadhyay I1,Ray A1

Affiliation:

1. Mechanical Engineering Department, Pennsylvania State University, Pennsylvania, PA, USA

Abstract

This paper introduces a dynamic data-driven method for signature detection in mobile robots. The core concept of the paper is built upon the principles of symbolic dynamic filtering (SDF) that can be used to extract relevant information in complex dynamical systems. The objective here is to identify the robot behaviour in real time as accurately as possible. The proposed method is validated by experimentation on a networked robotics test bed to detect and identify the type and motion profile of the robots under consideration.

Publisher

SAGE Publications

Subject

Mechanical Engineering,Control and Systems Engineering

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Abnormal Behavior Recognition Based on 3D Dense Connections;International Journal of Neural Systems;2024-07-16

2. Implementation a fractional-order adaptive model-based PID-type sliding mode speed control for wheeled mobile robot;Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering;2019-05-19

3. Dynamical System Segmentation for Information Measures in Motion;IEEE Robotics and Automation Letters;2019-01

4. Symbolic Dynamic Filtering and Language Measure for Behavior Identification of Mobile Robots;IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics);2012-06

5. Symbolic dynamic filtering for image analysis: theory and experimental validation;Signal, Image and Video Processing;2009-06-23

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