一个基于改进的随机森林模型的低阻力圆形转向 tee
Ao Tian1, Angui Li1,2, Ran Gao3,4
1School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, Shaanxi, People's Republic of China.
Scientific reports
|July 23, 2025
概括
这项研究引入了一种新的方法,使用改进的随机森林模型来降低建筑电气系统中的电阻. 优化的Tee设计大大减少了输电和配电线路的能源损耗.
科学领域:
- 电气工程 电气工程
- 能源系统 能源系统
- 计算建模 计算建模
背景情况:
- 建筑物输电和配电系统中的本地元件由于其电阻,导致了大量的运行能源消耗.
- 现有的阻力降低方法通常依赖于经验,试错方法,限制了优化潜力.
研究的目的:
- 提出并验证建筑电气系统中局部部件的新型后期阻力降低方法.
- 优化tee组件的形状,以最大限度地减少电阻和能量损失.
主要方法:
- 利用一个改进的随机森林模型来预测最佳组件形状.
- 采用后向优化方法,在定义范围内找到全局最佳解决方案.
- 通过实验和数值模拟验证了优化的球场设计.
主要成果:
- 优化的Tee设计实现了显著的阻力降低:主线28-66%,分支线16-93%.
- 证明了循环元件的后期优化方法的有效性.
- 与以前的二维,矩形组件聚焦相比,提供了一种新的方法.
结论:
- 拟议的方法有效地降低了建筑传输和配电系统中的电阻.
- 提供了循环元件阻力降低的新参考,促进建筑物的能源效率.
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