SLAM algorithms rely on identifying stable feature points in the environment for cross-frame feature matching; however, on open water surfaces, the texture of the water surface is random and non-repeatable, and distant shorelines lack geometric detail, making it difficult for feature extraction to find stable anchor points, causing SLAM systems to drift rapidly or even fail.