Design of a two-degrees-of-freedom robotic arm for monitoring applications for teaching robotics and artificial intelligence technology

IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computer Applications in Engineering Education Pub Date : 2024-08-15 DOI:10.1002/cae.22786
Fausto A. Valenzuela-Domínguez, Laura F. Munguía-Martínez, Sofía Meléndez-Tiznado, Zuneth Guzmán-Limón, Victor H. Benitez, Luis C. Félix-Herrán
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Abstract

This manuscript proposes a methodology for teaching undergraduate engineering students fundamental concepts of artificial intelligence and robotics applicable in Industry 4.0 using a project-based learning strategy. A low-cost prototype of a two-degrees-of-freedom robotic arm was designed and implemented for monitoring applications, integrating the Internet of Things and artificial intelligence technology. Inverse and direct kinematics are applied in the robotic arm design, enabling the execution of desired trajectories by the robot's end effector. The robot, capable of following user-programmed trajectories, uses two servo motors with a 180° mobility range, integrated into a 3D printed structure made from polylactic materials, whereas the programmable logic was accomplished using an ESP32 microcontroller. Furthermore, the robot is controlled through a MATLAB GUI (Graphical User Interface), designed to obtain detailed process information such as activity status, trajectory type, and quality. The results demonstrate the feasibility of integrating various cutting-edge technologies to teach fundamental concepts of Industry 4.0. The proposed methodology could allow educators to design a robotics course where students are motivated by practical experience implementing impactful technologies beyond the academic realm.

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设计用于监控机器人和人工智能技术教学应用的二自由度机械臂
本手稿提出了一种方法,采用基于项目的学习策略,向工科本科生传授适用于工业 4.0 的人工智能和机器人技术的基本概念。我们设计并实现了一个低成本的两自由度机械臂原型,用于监控应用,将物联网和人工智能技术相结合。在机械臂设计中应用了逆运动学和直接运动学,使机器人的末端效应器能够执行所需的轨迹。该机器人能够按照用户编程的轨迹运行,它使用了两个移动范围为 180° 的伺服电机,集成在一个由聚乳酸材料制成的 3D 打印结构中,而可编程逻辑则是通过 ESP32 微控制器实现的。此外,机器人通过 MATLAB GUI(图形用户界面)进行控制,旨在获取详细的过程信息,如活动状态、轨迹类型和质量。研究结果证明了整合各种尖端技术来教授工业 4.0 基本概念的可行性。所提出的方法可以让教育工作者设计一门机器人课程,让学生通过实际体验实施具有影响力的技术,从而激发他们的学习兴趣。
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来源期刊
Computer Applications in Engineering Education
Computer Applications in Engineering Education 工程技术-工程:综合
CiteScore
7.20
自引率
10.30%
发文量
100
审稿时长
6-12 weeks
期刊介绍: Computer Applications in Engineering Education provides a forum for publishing peer-reviewed timely information on the innovative uses of computers, Internet, and software tools in engineering education. Besides new courses and software tools, the CAE journal covers areas that support the integration of technology-based modules in the engineering curriculum and promotes discussion of the assessment and dissemination issues associated with these new implementation methods.
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