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ARMA模型参数估计的两段最小二乘法 被引量:16
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作者 邓自立 马建为 杜洪越 《科学技术与工程》 2002年第5期3-5,共3页
提出了自回归滑动平均(ARMA)模型参数估计的两段最小二乘法。首先用递推最小二乘法对真实ARMA模型拟合高阶自回归(AR)模型,然后基于所拟合的AR模型参数,用最小二乘法解一个不相容代数方程组得到ARMA模型参数。一个仿真的例子说明了其有... 提出了自回归滑动平均(ARMA)模型参数估计的两段最小二乘法。首先用递推最小二乘法对真实ARMA模型拟合高阶自回归(AR)模型,然后基于所拟合的AR模型参数,用最小二乘法解一个不相容代数方程组得到ARMA模型参数。一个仿真的例子说明了其有效性。 展开更多
关键词 ARMA模型 参数估计 两段最小乘法 自回归滑动平均模型 推最小二乘法 高阶自回归模型
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基于车辆动力学的道路坡度与整车质量估计 被引量:21
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作者 戴卓 吴光强 《汽车技术》 CSCD 北大核心 2018年第1期20-24,共5页
基于动力学方法估计自动变速器坡道换挡控制所需的道路坡度和整车质量。建立7速双离合自动变速器动力学模型,利用卡尔曼滤波算法估计变速器输出轴转矩,将其作为道路坡度和整车质量估计算法的输入。基于整车纵向动力学方程,采用改进型递... 基于动力学方法估计自动变速器坡道换挡控制所需的道路坡度和整车质量。建立7速双离合自动变速器动力学模型,利用卡尔曼滤波算法估计变速器输出轴转矩,将其作为道路坡度和整车质量估计算法的输入。基于整车纵向动力学方程,采用改进型递推最小二乘法设计道路坡度和整车质量实时估计算法。仿真和实车试验结果表明,开发的估计算法能在不增加传感器的前提下实现较为准确的道路坡度和整车质量估计。 展开更多
关键词 道路坡度估计 整车质量估计 卡尔曼滤波递 推最小二乘法
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Identification and optimization for hydraulic roll gap control in strip rolling mill
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作者 孙杰 陈树宗 +3 位作者 韩欢欢 陈兴华 陈秋捷 张殿华 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2183-2191,共9页
In order to improve the control performance of strip rolling mill, theoretical model of the hydraulic gap control(HGC) system was established. HGC system offline identification scheme was designed for a tandem cold st... In order to improve the control performance of strip rolling mill, theoretical model of the hydraulic gap control(HGC) system was established. HGC system offline identification scheme was designed for a tandem cold strip mill, the system model parameters were identified by ARX model, and the identified model was verified. Taking the offline identified parameters as the initial values, online identification using recursive least square was carried out with model parameters changing. For the purpose of improving system robustness and decreasing the sensitivity due to model errors, the HGC system based on generalized predictive control(GPC) was designed, and simulation experiments for traditional controller and GPC controller were conducted. The results show that both controllers acquire good control effect with model matching. When the model mismatches, for the traditional controller, the overshot will increase to 76.7% and the rising time will increase to 165.7 ms, which cannot be accepted by HGC system; for the GPC controller, the overshot is less than 8.5%, and the rising time is less than 26 ms in any case. 展开更多
关键词 hydraulic roll gap control MODELING system identification generalized predictive control
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