9 \(H_\infty\) filter
The \(H_\infty\) filter is a more recent development (1980’s) than the Kalman filter (1990’s). It is focused on the industrial applications where both the system model and noise statistics are precisely unknown.
Here, the uncertainty in system model and noise statistics were handled by a more generalized estimator, named as \(H_\infty\) filter.
In detail description about the derivation, algorithm and additional topics in the \(H_\infty\) filter can be referred in Simon (2006). The focus is not on this topic for now.