六轴工业机器人的布局优化基于改进的鱼算法,用于减少工业5.0中的能源消耗
Kaiyue Cui1,2, Yixiong Feng1,2, Zhaoxi Hong2,3
1School of Mechanical Engineering Guizhou University Guiyang China.
Exploration (Beijing, China)
|January 1, 2026
概括
这项研究优化了工业5.0的六轴工业机器人布局,减少了20.84%的能源消耗. 新方法通过改进机器人放置来最大限度地减少能源损失,从而提高复杂制造环境的效率.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 工业工程 工业工程 工业工程
- 可持续制造 可持续制造 可持续制造
背景情况:
- 工业5.0强调人机协作,以实现可持续增长.
- 复杂环境中的六轴工业机器人面临着高效达到任务点的挑战,导致高能耗.
- 过度的能源使用与工业5.0的资源节约原则相矛盾.
研究的目的:
- 提出一种用于优化六轴工业机器人的布局方案的新方法.
- 为了最大限度地减少机器人辅助制造过程中的能源损失.
- 在工业5.0.0中提高生产力和节约资源.
主要方法:
- 在约束条件下,可达到和可行的工作空间的数学建模.
- 使用可操作性和最小单一值评估能量损失.
- 应用改进的鱼算法来确定最佳布局方案.
主要成果:
- 成功获得了六轴工业机器人的最佳布局方案.
- 能量损耗从0.2917减少到0.2309,下降了20.84%.
- 验证是在使用ABB IRB140机器人在倾斜式生产线上进行的.
结论:
- 提出的方法有效地优化了工业机器人布局方案.
- 通过优化机器人放置,可以大大降低能源消耗.
- 该方法支持工业5.0时代的可持续工业增长.
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