控制一个带有多个旋转轴的机器人,由三个命令控制
Yuto Nakagawa1, Naoki Igo2, Kiyoshi Hoshino3
1Degree Programs in Systems and Information Engineering, University of Tsukuba, Tsukuba 305-8577, Japan.
Sensors (Basel, Switzerland)
|February 13, 2025
概括
研究人员开发了一种新的Mecanum轮式机器人模型,可以准确模拟机器人运动. 这一进步对于人工智能学习应用,如强化学习至关重要.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 控制系统工程 控制系统工程
背景情况:
- 机械轮式机器人提供无向运动能力.
- 现有的模型很难准确地模拟现实世界的机器人输出,特别是未知的电机特性.
研究的目的:
- 开发一个精确的模拟模型,用于 Mecanum 轮式机器人.
- 通过提供可靠的机器人模型来实现AI学习应用程序.
主要方法:
- 合成和简化了机器人动态的转移函数.
- 估计未知系数使用二次错误的和最小化方法.
- 通过将模拟输出与真实机器人对步骤和坡道输入的响应进行比较来验证模型.
主要成果:
- 开发的模型准确地模拟了Mecanum轮式机器人的位置和姿势.
- 实验验证显示模型和实际机器人之间存在非常小的错误.
- 该模型的准确性足以用于AI学习任务,包括强化学习.
结论:
- 已经建立了一种新的,准确的机器人模型方法,用于机械轮式机器人.
- 拟议的模型有效地弥合了模拟和现实世界机器人行为之间的差距.
- 这项工作通过可靠的模拟促进了机器人技术中先进的人工智能开发.
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