Higher-order Extended Kalman Filters
The above recursion is a first-order extended Kalman filter (EKF). Higher order EKFs may be obtained by retaining more terms of the Taylor series expansions. For example, second and third order EKFs are described in . However, higher order EKFs tend to only provide performance benefits when the measurement noise is small.
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