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- 2017
基于OBD采集数据的发动机扭矩重构算法
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Abstract:
发动机扭矩是司机驾驶指导、车重重构、故障诊断等的基础数据.针对OBD采集数据扭矩信号缺失的问题, 本文提出基于发动机喷油转速比分段线性模型的扭矩重构算法, 采用车辆动力学模型计算参考扭矩, 加权最小二乘(WLS)法辨识分段线性模型的参数, 并在宇通ZK6902HGA车型上验证了算法的准确性, 与发动机扭矩特性MAP计算相比, 该扭矩重构算法的误差为7.60% .
Engine torque is the basic data for driver assistance,vehicle mass reconstruction and fault diagnosis. To solve the torque data missing problem in OBD data,a torque reconstruction algorithm was proposed based on fuel injection-engine speed ratio piecewise linear model,reference torque was calculated by vehicle dynamics model,and piecewise linear model parameters were identified by weighted least squares(WLS) method. The algorithm is verified in Yutong ZK6902HGA model vehicle. The error between reconstructed torque and MAP torque is 7.60% ,which proves the accuracy of the proposed algorithm
[1] | Ma H, Xie H, Huang D, et al. Effects of driving style on the fuel consumption of city buses under different road conditions and vehicle masses[J]. <i>Transportation Research Part D</i>:<i>Transport & Environment</i>, 2015, 41:205-216. |
[2] | Ma Hongjie, Xie Hui, Chen Shuangxi, et al. Effects of driver acceleration behavior on fuel consumption of city buses[J]. <i>SAE Technical Papers</i>, 2014, 1(3):620-628. |
[3] | 白广来, 孟宪尧, 汪思源. 基于发动机模型和瞬态转速测量的气缸故障诊断方法[J]. 上海海事大学学报, 2001, 22(3):321-323. |
[4] | Bai Guanglai, Meng Xianyao, Wang Siyuan. Diagnosis of engine cylinder faults based on engine dynamic model and measurement of engine transient speed[J]. <i>Journal of Shanghai Maritime University</i>, 2001, 22(3):321-323(in Chinese). |
[5] | 杜常清, 颜伏伍, 严运兵, 等. 用于控制的发动机转矩估计方法研究[J]. 内燃机学报, 2008, 26(5):446-451. |
[6] | Du Changqing, Yan Fuwu, Yan Yunbing, et al. Methods of engine torque estimation for control algorithms [J]. <i>Transactions of CSICE</i>, 2008, 26(5):446-451(in Chinese). <i> |
[7] | </i> 刘巨江. 基于模型的高压共轨柴油机扭矩算法研究[D]. 杭州:浙江大学能源工程学院, 2007. |
[8] | Li Zinai, Pan Wenqing. <i>Econometrics</i>[M]. Beijing:Higher Education Press, 2010(in Chinese). |
[9] | 李凯, 胡英辉, 袁泉, 等. 基于加权最小二乘法的空间目标模拟器平面度测量与补偿研究[J]. 光电子?激光, 2016, 27(2):162-170. |
[10] | Li Kai, Hu Yinghui, Yuan Quan, et al. Flatness measurement and compensation of spatial target simulator based on weighted least square methods[J]. <i>Journal of Optoelectronics</i>?<i>Laser</i>, 2016, 27(2):162-170(in Chinese). |
[11] | 洪木南, 欧阳明高. 基于汽油机平均值模型的在线转矩估计[J]. 机械工程学报, 2009, 45(4):290-294. |
[12] | Hong Munan, Ouyang Minggao. On-board torque estimation base on mean value SI engine models[J]. <i>Journal of Mechanical Engineering</i>, 2009, 45(4):290-294(in Chinese). |
[13] | Danno Y. Powertrain control by DBW system-strategy and modeling[J]. <i>SAE Technical Paper</i>, 1989:890760. |
[14] | 李刚, 黄英, 张付军, 等. 基于瞬时转速的增压柴油机指示转矩估计[J]. 内燃机学报, 2015, 33(3):272-278. |
[15] | Li Gang, Huang Ying, Zhang Fujun, et al. Indicate torque estimation for turbocharged diesel engine based on the instantaneous speed[J]. <i>Transactions of CSICE</i>, 2015, 33(3):272-278(in Chinese). |
[16] | 洪木南. 基于转矩的汽油机控制算法研究[D]. 北京:清华大学机械工程学院, 2010. |
[17] | Hong Munan. Torque-Based Control Strategies Development for Spark Ignition Engines[D]. Beijing:School of Mechanical Engineering, Tsinghua University, 2010 |
[18] | 李子奈, 潘文卿. 计量经济学[M]. 北京:高等教育出版社, 2010. |
[19] | Amano N. Method of Calculating Engine Torque:US, 6704639[P]. 2004. |
[20] | Liu Jujiang. Torque-Based Control Algorithm Research of the CR Diesel Engines[D]. Hangzhou:College of Energy Engineering, Zhejiang University, 2007(in Chinese). |
[21] | (in Chinese). |
[22] | 袁银男, 徐红林, 朱磊, 等. 混合动力发动机在线扭矩估算算法研究[J]. 车用发动机, 2009(3):1-4. |
[23] | Yuan Yinnan, Xu Honglin, Zhu Lei, et al. Estimation algorithm of HEV engine online torque[J]. <i>Vehicle Engine</i>, 2009(3):1-4(in Chinese). |
[24] | 严英. 纯电动公交客车加速踏板驾驶特性辅助优化策略研究[D]. 天津:天津大学机械工程学院, 2012. |
[25] | Yan Ying. Study on the Driving Assistant of Acceleration Pedal for the Pure Electric Bus[D]. Tianjin:School of Mechanical Engineering, Tianjin University, 2012(in Chinese). |
[26] | Zhang Wenjuan, Qin Jing, Xie Hui, et al. Bus mass estimation algorithm based on kinetic energy theorem [J]. <i>Journal of Measurement Science and Instrumentation</i>, 2015(6):103-110. |