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A multi-input and multi-output design on automotive engine management system
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作者 翟禹嘉 孙研 +1 位作者 钱科军 LEE Sang-hyuk 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4687-4692,共6页
Lookup table is widely used in automotive industry for the design of engine control units(ECU).Together with a proportional-integral controller,a feed-forward and feedback control scheme is often adopted for automotiv... Lookup table is widely used in automotive industry for the design of engine control units(ECU).Together with a proportional-integral controller,a feed-forward and feedback control scheme is often adopted for automotive engine management system(EMS).Usually,an ECU has a structure of multi-input and single-output(MISO).Therefore,if there are multiple objectives proposed in EMS,there would be corresponding numbers of ECUs that need to be designed.In this situation,huge efforts and time were spent on calibration.In this work,a multi-input and multi-out(MIMO) approach based on model predictive control(MPC) was presented for the automatic cruise system of automotive engine.The results show that the tracking of engine speed command and the regulation of air/fuel ratio(AFR) can be achieved simultaneously under the new scheme.The mean absolute error(MAE) for engine speed control is 0.037,and the MAE for air fuel ratio is 0.069. 展开更多
关键词 neural network spark-ignition engine dynamical system modeling system identification multi-input and mult-output(MIMO) control system
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一种低复杂度近最佳的MIMO信号检测算法 被引量:2
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作者 刘金铸 薛婷 《南京信息工程大学学报(自然科学版)》 CAS 2013年第2期167-170,共4页
在多输入多输出(MIMO)系统的信号检测算法中,最大似然(ML)算法具有最佳检测性能,但因其复杂度随天线数及调制阶数的增加呈指数增加而不实用.排序干扰逐次消去的最小均方误差(MMSE-OSIC)算法具有很低的复杂度,但因迭代检测过程中的差错... 在多输入多输出(MIMO)系统的信号检测算法中,最大似然(ML)算法具有最佳检测性能,但因其复杂度随天线数及调制阶数的增加呈指数增加而不实用.排序干扰逐次消去的最小均方误差(MMSE-OSIC)算法具有很低的复杂度,但因迭代检测过程中的差错传播使得检测性能与最佳检测相比有很大差距.针对以上算法的缺点,提出了一种低复杂度近最佳的MIMO信号检测算法,该算法对MMSE-OSIC算法的检测顺序进行调整,首先通过比较信道逆矩阵行向量的范数确定最弱信号层,对该发射信号的所有可能值进行遍历搜索,在保证最弱信号层尽可能正确检测的前提下,对剩余信号层采用MMSE-OSIC算法检测.理论分析及仿真结果表明,该算法有效抑制了迭代检测过程中的差错传播,几乎达到了最佳检测性能,同时具有较低的复杂度,在检测性能与复杂度之间给出了很好的折衷. 展开更多
关键词 多输入多输出 干扰逐次消去 最小均方误差 最大似然 检测顺序
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