In convergence-zone (CZ) propagation, sound rays undergo continuous refraction due to the vertical sound speed gradient, forming complex multipath arrival structures. Many conventional active-sonar localization methods approximately assume straight-line propagation and employ R = ct/ 2 for ranging. This simplification neglects ray bending and multipath superposition in CZ environments, thereby introducing systematic range-init...