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关于虚拟现实融合实验系统的研究,用于型路头机的切割部分
Jianzhuo Zhang1, Ce Chen1, Xiaoyu Ding2
1School of Mechanical Engineering, Liaoning Technical University, Fuxin City, Liaoning, China.
PloS one
|August 18, 2025
概括
本研究引入了一个虚拟现实融合系统,用于型路头切割模块,降低安全风险和成本. 该系统利用深度学习和强化学习优化了切割控制,以提高效率.
科学领域:
- 机械工程 机械工程
- 机器人技术 机器人技术 机器人技术
- 计算科学 计算科学
背景情况:
- 对高潮型路头车的实验研究面临安全,成本和效率方面的挑战.
- 目前分析切割牙负荷的方法对于复杂的煤岩接口是不够的.
研究的目的:
- 开发一个虚拟现实融合实验系统,用于型路头的切割模块.
- 提高实验研究的安全性,经济可行性和效率.
- 使虚拟实验能够指导和校准物理实验.
主要方法:
- 煤岩的数字建模和切割单元机械性能的模拟.
- 分散的数字煤石体积结构和链式数字绘图体结构.
- 集成深度学习,数值模拟和数字双胞胎技术,用于融合平台.
- 使用深度决定性政策梯度 (DDPG) 开发强化学习培训环境.
主要成果:
- 虚拟现实融合系统在气底部实现了4.44MPa的最低平均应力误差.
- 该系统的连接时间低于100毫秒,可以实现虚拟-真实集成.
- 实现了优化的切割单元控制,从而实现了低压状态的切割.
结论:
- 拟议的虚拟现实融合系统有效地解决了路头研究中的安全,成本和效率问题.
- 通过精确的模拟和优化的控制策略来验证系统的可行性.
- 这种方法为采矿和道的更先进和更有效的实验研究铺平了道路.
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