可转换的四肢轮椅能够自主上下楼梯
Atsuki Akamisaka1, Katashi Nagao1
1Department of Intelligent Systems, Graduate School of Informatics, Nagoya University, Nagoya 464-8603, Japan.
Sensors (Basel, Switzerland)
|June 19, 2024
概括
这项研究介绍了一种具有轮子和机器人腿的新型四足轮椅,以帮助轮椅使用者在楼梯上行驶. 强化学习实现了高成功率,改善了各种环境的可访问性.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 辅助技术 辅助技术 辅助技术
- 人工智能的人工智能
背景情况:
- 楼梯对轮椅使用者构成重大移动障碍,限制了进入许多建筑物的机会.
- 现有的可访问性解决方案往往无法有效地解决多层次环境.
- 迫切需要创新的移动设备来增强身体残疾人的独立性.
研究的目的:
- 开发和评估可转换的四足轮椅,能够在楼梯上行驶.
- 解决传统轮椅在克服建筑障碍方面的局限性.
- 通过先进的机器人技术,提高轮椅使用者的环境可访问性.
主要方法:
- 开发一个四足轮椅,整合了轮子和机器人腿,灵感来自Unitree B2机器人.
- 利用先进的传感器和力探测器来进行环境相互作用.
- 在Unity游戏引擎模拟中应用强化学习,特别是课程学习,以获得爬楼梯技能.
主要成果:
- 开发的轮椅在模拟的楼梯上升和下降中表现出高的成功率.
- 该系统有效地结合了平面上的车轮机动和楼梯上的脚移动.
- 这项研究证实了强化学习在训练复杂的移动任务方面的潜力.
结论:
- 可转换的四足轮椅代表了辅助移动技术的重大进步.
- 该研究强调了克服关键移动障碍的潜力,扩大了对各种环境的访问.
- 需要进一步的研究来解决不同类型的楼梯的局限性,并提高稳定性,特别是在下降过程中.
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