Use of optimal estimation theory, in particular the Kalman filter, in data analysis and signal processing

Review of Scientific Instruments - Tập 57 Số 11 - Trang 2862-2869 - 1986
William S. Cooper1
1Lawrence Berkeley Laboratory, University of California, Berkeley, California 94720

Tóm tắt

The Kalman filter, a powerful and useful optimal estimation technique, does not seem to be widely known among physicists. Here we outline the derivation of the algorithm, and give three examples of its use: (a) in estimating the value of a constant, with both system and measurement noise, (b) in numerical differentiation of noisy data, and (c) in optimally estimating the amplitude of a signal with arbitrary but known time dependence superimposed on a noisy background.

Từ khóa


Tài liệu tham khảo

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