Low Cost Control of Robotic Arms

This paper presents the practical implementation of a Kalman filter algorithm for state estimation on the Taiwan OWI robotic arm. The study highlights the integration of low-cost tools such as Arduino, HC-05 Bluetooth Module, and L298N Motor Driver Module in controlling the robotic arm. Key contributions include a novel approach to trajectory planning and path correction using imitation learning. The paper provides detailed methodologies for trajectory calculation, the role of the Extended Kalman Filter (EKF) in state estimation, and the application of AI techniques to enhance robotic arm autonomy. The results demonstrate the feasibility and effectiveness of the proposed methods, paving the way for more sophisticated robotic applications.

Publication Details

Journal
Journal of Robotics Research
Published
2024-12-31
DOI
https://doi.org/10.64820/aepjrr.11.31.39.122024
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
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article

Low Cost Control of Robotic Arms

Journal of Robotics Research
Geochemistry and Geologic Mapping
article

Low Cost Control of Robotic Arms

article en

Abstract

This paper presents the practical implementation of a Kalman filter algorithm for state estimation on the Taiwan OWI robotic arm. The study highlights the integration of low-cost tools such as Arduino, HC-05 Bluetooth Module, and L298N Motor Driver Module in controlling the robotic arm. Key contributions include a novel approach to trajectory planning and path correction using imitation learning. The paper provides detailed methodologies for trajectory calculation, the role of the Extended Kalman Filter (EKF) in state estimation, and the application of AI techniques to enhance robotic arm autonomy. The results demonstrate the feasibility and effectiveness of the proposed methods, paving the way for more sophisticated robotic applications.

Journal of Robotics ResearchVol. 1(1)
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Openalex Percentile: Top 47%
Geochemistry and Geologic Mapping
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Low Cost Control of Robotic Arms · Journal of Robotics Research (2024) | TGRS Research Map | TGRS