期刊文献+

基于改进灰色模型预测的节流流量传感器测量校正方法 被引量:2

Throttle flow sensor measurement and correction method based on improved grey model prediction
下载PDF
导出
摘要 为了提高节流流量传感器的测量校正精度,提出一种基于改进灰色GM(1,1)模型的预测校正方法。该方法首先对灰色GM(1,1)模型的流程进行改进,并采用LM方法对GM(1,1)模型的初始值进行求解计算;然后利用基于Markov过程的残差修正模型进一步提高预测精度;最后通过实例分析验证了提出方法的可行性。实验结果表明,相比传统灰色GM(1,1)模型,提出改进模型的预测值与实际测量值的拟合度更好,有效降低了校正后的节流流量传感器的测量误差。 A prediction correction method based on the improved gray model GM(1,1)is proposed to improve the measure.ment correction accuracy of the throttle flow sensor.The flow of the GM(1,1)model is improved by the proposed method,and the least square(LM)method is used to solve the initial value of the GM(1,1)model.The residual error modification model based on Markov process is adopted to further improve the prediction accuracy.The feasibility of the proposed method is verified with instance analysis.The experimental results show that,in comparison with the traditional GM(1,1)model,the improved model has higher fitting degree of predicted value and actual measured value,and can reduce the measurement error of the corrected throttle flow sensor effectively.
作者 米利波 MI Libo(Chongqing University of Arts and Sciences,Chongqing 402160,China)
机构地区 重庆文理学院
出处 《现代电子技术》 北大核心 2019年第5期180-182,186,共4页 Modern Electronics Technique
关键词 节流流量传感器 灰色GM(1 1)模型 初值求解 可行性验证 测量校正 残差修正 throttle flow sensor GM(1,1)model initial value solution feasibility verification measurement correction residual error modification
  • 相关文献

参考文献5

二级参考文献51

  • 1谢乃明,刘思峰.离散GM(1,1)模型与灰色预测模型建模机理[J].系统工程理论与实践,2005,25(1):93-99. 被引量:352
  • 2吴义虎,侯志祥,刘晖.电喷汽油机过渡工况进气流速的灰色GM(1,1)预测研究[J].内燃机工程,2006,27(2):33-35. 被引量:5
  • 3孙立军,周兆英,张涛.液体涡轮流量传感器叶轮几何参数定量优化方法[J].仪器仪表学报,2007,28(3):493-498. 被引量:14
  • 4JJG225-2001,热能表检定规程[S].2001.
  • 5董文永,刘进,丁建立,等.最优化技术与数学建模[M].北京:清华大学出版社,2010.
  • 6刘思峰,党耀国,方志耕.灰色系统理论及应用[M].第5版.北京:科学出版社,2010:105-108.
  • 7Liu S F, Lin Y. Grey information theory and practical applications[M]. London: Springer-Verlag, 2006.
  • 8Wang Y H, Dang Y G, Li Y Q , et al. An approach to increase prediction precision of GM(1,1) model based on optimization of the initial condition[J]. Expert Systems with Applications, 2010, 37(2): 5640-5644.
  • 9Lavante E,Lazaroski N,Maatje U,et al. Numerical simulation of un- steady three-dimensional flow fields in a turbine flow meter [ C ]// Proceedings of the llth FLOMEKO Conference, Groningen, The Netherlands,2003 : 12 -14.
  • 10Lavante E,Lazaroski N ,Maatje U ,et 81. Numerical simulation of un- steady three-dimensional flow fields in a turbine flow meter [ C ]// Proceedings of the 11th FLOMEKO Conference, Groningen, The Netherlands ,2003 : 12 -14.

共引文献97

同被引文献21

二级引证文献6

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