卡尔曼滤波器
虚假关系
噪音(视频)
物理
联轴节(管道)
控制理论(社会学)
国家(计算机科学)
滤波器(信号处理)
统计物理学
计算机科学
算法
控制(管理)
图像(数学)
人工智能
工程类
机器学习
机械工程
计算机视觉
作者
Witlef Wieczorek,S. Höfer,Jason Hoelscher-Obermaier,Ralf Riedinger,Klemens Hammerer,Markus Aspelmeyer
标识
DOI:10.1103/physrevlett.114.223601
摘要
We demonstrate optimal state estimation for a cavity optomechanical system through Kalman filtering. By taking into account nontrivial experimental noise sources, such as colored laser noise and spurious mechanical modes, we implement a realistic state-space model. This allows us to obtain the conditional system state, i.e., conditioned on previous measurements, with a minimal least-squares estimation error. We apply this method to estimate the mechanical state, as well as optomechanical correlations both in the weak and strong coupling regime. The application of the Kalman filter is an important next step for achieving real-time optimal (classical and quantum) control of cavity optomechanical systems.
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