Voice Recognition and Inverse Kinematics Control for a Redundant Manipulator Based on a Multilayer Artificial Intelligence Network

Author:

Anh Mai Ngoc1ORCID,Bien Duong Xuan1

Affiliation:

1. Le Quy Don Technical University, 236 Hoang Quoc Viet, Hanoi, Vietnam

Abstract

This study presents the construction of a Vietnamese voice recognition module and inverse kinematics control of a redundant manipulator by using artificial intelligence algorithms. The first deep learning model is built to recognize and convert voice information into input signals of the inverse kinematics problem of a 6-degrees-of-freedom robotic manipulator. The inverse kinematics problem is solved based on the construction and training. The second deep learning model is built using the data determined from the mathematical model of the system’s geometrical structure, the limits of joint variables, and the workspace. The deep learning models are built in the PYTHON language. The efficient operation of the built deep learning networks demonstrates the reliability of the artificial intelligence algorithms and the applicability of the Vietnamese voice recognition module for various tasks.

Publisher

Hindawi Limited

Subject

General Computer Science,Control and Systems Engineering

Reference32 articles.

Cited by 9 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

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2. Comparative Study of Machine Learning Techniques for Inverse Kinematics in a 5-DOF Manipulator;2023 IEEE International Conference on Recent Advances in Systems Science and Engineering (RASSE);2023-11-08

3. Evaluation of Performance of AI System during Voice Recognition in Social Conversation;2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART);2022-12-16

4. Evaluating AI System Performance by Recognition of Voice during Social Conversation;2022 5th International Conference on Contemporary Computing and Informatics (IC3I);2022-12-14

5. Evaluation of AI System’s Voice Recognition Performance in Social Conversation;2022 5th International Conference on Contemporary Computing and Informatics (IC3I);2022-12-14

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