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基于最小二乘的选权迭代抗差拟合模型研究 被引量:5
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作者 马洪滨 何群 +1 位作者 邵永东 董仲宇 《沈阳建筑大学学报(自然科学版)》 EI CAS 2007年第5期768-771,共4页
目的提出基于最小二乘的选权迭代抗差推估GPS水准高程拟合方法,并检验可靠性.方法利用数值分析方法和GPS水准拟合过程分析软件对相关平面、二次曲面和三次曲面抗差推估数学模型进行对比分析研究.结果二次曲面抗差的结果要好于相关平面... 目的提出基于最小二乘的选权迭代抗差推估GPS水准高程拟合方法,并检验可靠性.方法利用数值分析方法和GPS水准拟合过程分析软件对相关平面、二次曲面和三次曲面抗差推估数学模型进行对比分析研究.结果二次曲面抗差的结果要好于相关平面与三次曲面抗差的结果精度,并非抗差模型阶次越高有效性越高.抗差模型的精度与点位分布有关.在进行抗差计算时要结合多种模型进行比较分析,特别点要进行多次抗差计算,通过抗差计算有效剔出了粗差点,提高了GPS水准拟合精度.结论基于最小二乘的选权迭代抗差拟合模型解决了常规拟合模型不稳定的缺点,实际数据证明,模型结果能够达到等级几何水准的精度. 展开更多
关键词 粗差剔除 最小二乘推估 抗差 高程拟合
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GPS网与地面网的连接
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作者 施群德 刘鹏 张国新 《辽宁工程技术大学学报(自然科学版)》 CAS 2000年第4期368-370,共3页
针对 GPS定位网与地面网重合点坐标不统一的问题 ,提出将重合点坐标作为相关观测值进行平差 ,求出重合点坐标。应用求出的转换参数进行 GPS网非连接点的坐标转换 ,根据最小二乘推估理论导出推估地面网非连接点坐标改正值的数学模型。达... 针对 GPS定位网与地面网重合点坐标不统一的问题 ,提出将重合点坐标作为相关观测值进行平差 ,求出重合点坐标。应用求出的转换参数进行 GPS网非连接点的坐标转换 ,根据最小二乘推估理论导出推估地面网非连接点坐标改正值的数学模型。达到两网统一坐标系统、相互连接的目的。 展开更多
关键词 控制网连接 最小二乘推估 GPS网 地面网
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光纤时间传递溯源钟差粗差探测算法 被引量:2
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作者 孟令达 刘娅 +1 位作者 王文利 李孝辉 《仪器仪表学报》 EI CAS CSCD 北大核心 2018年第9期114-120,共7页
卫星导航系统时间对溯源链路的可靠性和同步精度提出要求。采用光纤时间传递技术实现的溯源链路可获得高精度的溯源钟差,提高卫星导航系统时间同步精度。但由于光纤传输链路、光纤设备和基准输入信号等中断或干扰降低溯源链路可靠性并... 卫星导航系统时间对溯源链路的可靠性和同步精度提出要求。采用光纤时间传递技术实现的溯源链路可获得高精度的溯源钟差,提高卫星导航系统时间同步精度。但由于光纤传输链路、光纤设备和基准输入信号等中断或干扰降低溯源链路可靠性并导致溯源钟差存在粗差影响溯源模型精度,因此需要对溯源链路状态实时监测,并在估计溯源模型参数前对溯源钟差数据进行粗差探测。对此,通过引入最小二乘推估理论,推导基于光纤时间传递的溯源钟差拟合残差统计特性,提出针对光纤时间传递溯源钟差的滑动窗口粗差实时探测方法。实验以某卫星导航试验系统长度为56 km、时间传递不确定度优于100 ps的光纤溯源链路实测钟差数据为例,验证了所提方法的可行性与有效性。 展开更多
关键词 光纤时间传递 粗差实时探测 卫星导航系统时间溯源 最小二乘推估 滑动窗口检验法
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Adaptive robust motion trajectory tracking control of pneumatic cylinders 被引量:4
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作者 孟德远 陶国良 朱笑丛 《Journal of Central South University》 SCIE EI CAS 2013年第12期3445-3460,共16页
High-accuracy motion trajectory tracking control of a pneumatic cylinder driven by a proportional directional control valve was considered. A mathematical model of the system was developed firstly. Due to the time-var... High-accuracy motion trajectory tracking control of a pneumatic cylinder driven by a proportional directional control valve was considered. A mathematical model of the system was developed firstly. Due to the time-varying friction force in the cylinder, unmodeled dynamics, and unknown disturbances, there exist large extent of parametric uncertainties and rather severe uncertain nonlinearities in the pneumatic system. To deal with these uncertainties effectively, an adaptive robust controller was constructed in this work. The proposed controller employs on-line recursive least squares estimation(RLSE) to reduce the extent of parametric uncertainties, and utilizes the sliding mode control method to attenuate the effects of parameter estimation errors, unmodeled dynamics and disturbances. Therefore, a prescribed motion tracking transient performance and final tracking accuracy can be guaranteed. Since the system model uncertainties are unmatched, the recursive backstepping design technology was applied. In order to solve the conflicts between the sliding mode control design and the adaptive control design, the projection mapping was used to condition the RLSE algorithm so that the parameter estimates are kept within a known bounded convex set. Extensive experimental results were presented to illustrate the excellent achievable performance of the proposed controller and performance robustness to the load variation and sudden disturbance. 展开更多
关键词 servo-pneumatic system tracking control sliding mode control adaptive control parameter estimation
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Cross-coupling integral adaptive robust posture control of a pneumatic parallel platform 被引量:1
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作者 左赫 陶国良 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第8期2036-2047,共12页
A pneumatic parallel platform driven by an air cylinder and three circumambient pneumatic muscles was considered. Firstly, a mathematical model of the pneumatic servo system was developed for the MIMO nonlinear model-... A pneumatic parallel platform driven by an air cylinder and three circumambient pneumatic muscles was considered. Firstly, a mathematical model of the pneumatic servo system was developed for the MIMO nonlinear model-based controller designed. The pneumatic muscles were controlled by three proportional position valves, and the air cylinder was controlled by a proportional pressure valve. As the forward kinematics of this structure had no analytical solution, the control strategy should be designed in joint space. A cross-coupling integral adaptive robust controller(CCIARC) which combined cross-coupling control strategy and traditional adaptive robust control(ARC) theory was developed by back-stepping method to accomplish trajectory tracking control of the parallel platform. The cross-coupling part of the controller stabilized the length error in joint space as well as the synchronization error, and the adaptive robust control part attenuated the adverse effects of modelling error and disturbance. The force character of the pneumatic muscles was difficult to model precisely, so the on-line recursive least square estimation(RLSE) method was employed to modify the model compensation. The projector mapping method was used to condition the RLSE algorithm to bound the parameters estimated. An integral feedback part was added to the traditional robust function to reduce the negative influence of the slow time-varying characteristic of pneumatic muscles and enhance the ability of trajectory tracking. The stability of the controller designed was proved through Laypunov's theory. Various contrast controllers were designed to testify the newly designed components of the CCIARC. Extensive experiments were conducted to illustrate the performance of the controller. 展开更多
关键词 servo-pneumatic system pneumatic muscle parallel platform cross coupling adaptive robust control parameter estimation
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