杨瑜,滕勤,谈建,李盛
合肥工业大学机械与汽车工程学院
摘要:根据在流量计标定试验台上对一种热线式空气流量传感器静态标定的数据,用解析建模法和数值建模法建立了热线式传感器的非线性静态模型。文中对比分析了几种模型的辨识精度。结果表明,基于多项式最小二乘和FLANN网络的模型基本相同,能够满足测量的要求,而基于BP网络的模型有着更高的辨识精度。
关键词: 热线式空气流量传感器;;静态特性;;神经网络;;辨识精度
Abstract: The nonlinear static models of a
hot wire type mass air flow sensor is modelled by analytic modelling method and
numerical modelling method which are based on datas calibrated statically on
the flowmeter calibration test-bed.Precision of identification of the models is
analyzed.The results show that the polynomial model based on least square
method is the same as that based on FLANN network,demand of measurement can be
satisfied with the model.BP network has higher precision of identification.
Keywords: Hot Wire Type Mass Air Flow
Sensor;Static Characteristics;Neural Network;Precision of Identification
参考文献:
[1]Jaihind S.Sumal and Rudolf Sauer.Bosch
Mass Air FlowMeter:Status and Further Aspects.SAE Paper,NO.840137
[2]董辉编.汽车用传感器[M].北京:北京理工大学出版社,2000
[3]钱人一.电控发动机质量空气流量传感器及其环境空气温度补偿[J].汽车技术,1998(6):13~16
[4]MasatoshiSugiura,Isao Okazaki and George
Salakalis.HotWire Mass Gas Flow Sensing Device.SAE Paper,NO.940625
[5]H.P.伦茨著,倪计民译.汽油机混合气形成[M].上海:同济大学出版社,1998
[6]K.-H.Loesing,W.Jordan,H.Gerards and
M.Henning.Mass Air Flow Meter—Design and Application.SAE Paper,NO.890799
[7]德国BOSCH公司著,魏春源等译.汽车电气与电子[M].北京:北京理工大学出版社,2004
[8]周作元,李荣先编著.温度与流体参数测量基础[M].北京:清华大学出版社,1986
[9]戴文战.一种基于函数型神经网络的传感器静态模型的辨识[J].传感技术学报,1999(2):115~118
[10]张飙.基于神经网络的传感器静态特性的曲线拟合方法[J].抚顺石油化工学院学报,Vol.18,1998(4):63~65
[11]滕勤,左承基,谈建.火花点火式煤层气发动机台架试验测试系统[J].柴油机,2004(2):7~11
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