Neuro-adaptive H∞ estimation and its application to improved tracking in GPS receivers
Neuro-adaptive H∞ estimation and its application to improved tracking in GPS receivers
复制标题
神经自适应 H∞ 估计及其在改进 GPS 接收器跟踪中的应用
DOI：
10.1109/isie.2007.4374565
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发表时间：
2007
期刊：
影响因子：
--
通讯作者：
U. Shaked
中科院分区：
文献类型：
--
作者：
I. Yaesh;U. Shaked
本文提出了一种改进H∞最优滤波器跟踪性能的神经自适应方法。该设计方法是基于嵌入的H∞最优滤波器内的一个简化的自适应控制回路，是由新息过程驱动。整个估计方案的稳定性建立在严格的被动条件下的相关系统。建议的方法被应用于改善用户操作期间的GPS接收机的跟踪性能。
A neuro-adaptive scheme is suggested for improving the tracking properties of H∞-optimal filters. The design approach is based on embedding the H∞-optimal filter within a simplified adaptive control loop that is driven by the innovation process. The stability of the overall estimation scheme is established under strictly passive conditions of a related system. The suggested method is applied to improve the tracking properties of a GPS receiver during user maneuvers.