期刊文献+

间接空冷系统变工况快速计算模型 被引量:6

Fast calculation model of indirect air-cooled system under off-design condition
下载PDF
导出
摘要 以某600 MW机组大型间接空冷系统为对象,分别建立了凝汽器热力计算模型与空冷塔数值计算模型,按照正交实验方法设计了49组工况,通过耦合迭代的方法对机组变工况运行进行了数值模拟,得到了相应的变工况运行特性信息.以所得数值模拟结果为样本,基于最小二乘支持向量机,建立了反映机组变工况运行特性的背压快速计算模型,在机组运行的全工况范围内反映了环境温度、侧风风速和热负荷变化对机组背压的影响.该方法结合了数值模拟方法机理建模的准确性和最小二乘支持向量机良好的泛化能力,计算高效,可为机组经济与安全运行提供连续定量的指导. Taking a 600 MW indirect air-cooled unit as an example, thermal calculation model of the condenser and numerical calculation model of air-cooled tower are established, respectively. In order to obtain operating characteristics of the indirect air-cooled system under off-design condition, 49 nu- merical simulations were carded out with the coupled method according to orthogonal experimental design. Based on least square support vector machine, a fast calculation model for back pressure which reflects operating characteristics of the unit is established based on the results of numerical computation. By this model, the effects of ambient temperature, crosswind speed and thermal load on back pressure of the unit are obtained under all working conditions. Combining the accuracy of numerical simulation based on mechanism and excellent generalization of least square support vector machine, this model has fast calculation speed and provides a continuous and quantitative guidance for the economic and safe operation of the unit.
出处 《东南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2015年第1期79-84,共6页 Journal of Southeast University:Natural Science Edition
基金 国家自然科学基金资助项目(51176030) 中电国际科技计划资助项目(2013-006-ZDG-KJ-X)
关键词 间接空冷系统 变工况 数值模拟 最小二乘支持向量机 背压 indirect air-cooled system off-design condition numerical simulation least square support vector machine back pressure
  • 相关文献

参考文献11

  • 1杨立军,杜小泽,杨勇平.空冷凝汽器全工况运行特性分析[J].中国电机工程学报,2008,28(8):24-28. 被引量:61
  • 2Du Preez A F,Kr?ger D G.The effect of the heat exchanger arrangement and wind-break walls on the performance of natural draft dry-cooling towers subjected to cross-winds[J].Journal of Wind Engineering and Industrial Aerodynamics,1995,58(3):293-303.
  • 3张春雨,严俊杰,李秀云,林万超.哈蒙式间接空冷系统变工况特性的理论研究[J].动力工程,2000,20(1):566-570. 被引量:17
  • 4卜永东,杨立军,杜小泽,杨勇平.电站空冷系统变工况性能的数值研究[J].中国电机工程学报,2012,32(35):66-73. 被引量:27
  • 5Yang L J,Wu X P,Du X Z,et al.Dimensional characteristics of wind effects on the performance of indirect dry cooling system with vertically arranged heat exchanger bundles[J].International Journal of Heat and Mass Transfer,2013,67:853-866.
  • 6李瑾,刘金朋,王建军.采用支持向量机和模拟退火算法的中长期负荷预测方法[J].中国电机工程学报,2011,31(16):63-66. 被引量:80
  • 7de Brabanter K,Karsmakers P,de Brabanter J,et al.Confidence bands for least squares support vector machine classifiers:A regression approach[J].Pattern Recognition,2012,45(6):2280-2287.
  • 8Al-Waked R,Behnia M.The effect of windbreak walls on the thermal performance of natural draft dry cooling towers[J].Heat Transfer Engineering,2005,26(8):50-62.
  • 9Goodarzi M,Amooie H.A proposed heterogeneous distribution of water for natural draft dry cooling tower to improve cooling efficiency under crosswind[C]//IEEE 4th Conference on Thermal Power Plants.Tehran,Iran,2012:1-6.
  • 10Yang L J,Chen L,Du X Z,et al.Effects of ambient winds on the thermo-flow performances of indirect dry cooling system in a power plant[J].International Journal of Thermal Sciences,2013,64:178-187.

二级参考文献66

共引文献186

同被引文献52

引证文献6

二级引证文献22

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部