표 1. | Table 1. 기존 및 제안된 필터 비교 | Comparison of EKF-CA and proposed R2-AEKF.

Category EKF-CA [Conventional] R2-AEKF [Proposed]
Process noise Q Fixed, derived from white-jerk PSD, identical for x/y axes Anisotropic shaping based on maneuver indicator (axial vs. lateral, velocity-based)
Measurement noise R Fixed variances for range and bearing Channel-wise adaptive rescaling (innovation EWMA, deadband, rate-limit, robust gating)
Estimation property Stable in nominal conditions, degraded under abrupt maneuvers Similar to EKF-CA in nominal conditions, more robust during rapid turn or bursts
Computational cost Low Slightly increased (scale adaptation overhead), still real-time feasible
Suitable scenarios Straight flight, smooth turns Abrupt turns, bursts, jerk, varying, noise statistics