在水冷散热器中对肘管侵蚀的实验分析和模型预测
Yongfei Wang1, Xiaofei Li1, Tong Wang1
1Chn Energy Dadu River Repair & Installation Co., Ltd., Leshan, 614900, China.
Scientific reports
|March 23, 2024
概括
散热器管道侵蚀,由冷却介质清洗引起,可能导致水力发电机故障. 这项研究确定了影响侵蚀的关键因素,如水速度和沙含量,并开发了管道壁故障的准确预测模型.
科学领域:
- 机械工程 机械工程
- 材料科学 材料科学 材料科学
- 流体动力学 流体动力学
背景情况:
- 水力发电机组依赖散热器进行稳定的运行.
- 冷却介质的连续清洗会导致散热器管道壁变薄,并可能导致故障.
研究的目的:
- 分析和预测散热器管道墙壁故障机制.
- 研究水流速,沙子含量和颗粒大小对侵蚀的影响.
- 开发准确的模型来预测管道壁的故障.
主要方法:
- 建立了管道侵蚀测试台,以模拟散热器管道清洗.
- 不同的水流速度,沙子含量和沙子颗粒大小.
- 使用的反向传播 (BP) 和最小平方支向量机 (LSSVM) 模型.
- 使用粒子集群优化 (PSO) 优化了BP和LSSVM模型.
主要成果:
- 增加的水流速度,沙子含量和颗粒大小显著加快了侵蚀速度.
- 在1%的沙含量,8米/秒的速度和0.85毫米的颗粒大小下观察到严重的侵蚀损伤.
- 在PSO优化的BP模型 (PSO-BP) 显示出高预测准确度 (MAE:0.2070,MAPE:4.702%).
结论:
- 水流速度,沙子含量和颗粒大小是散热器管道侵蚀的关键因素.
- 预测模型,特别是优化的PSO-BP,可以准确地预测管道墙壁故障.
- 结果为散热器壁故障分析和确保安全的水力发电机运行提供了宝贵的见解.
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