消除多束探测中的异常值的双重强大的战略,以改善海底地形质量估计
Ping Zhou1,2, Jifa Chen3, Shengping Wang4
1Research Center of Hydraulic Safety Engineering Technology, Jiangxi Academy of Water Science and Engineering, Nanchang 330029, China.
Sensors (Basel, Switzerland)
|March 13, 2024
概括
本研究引入了一种用于海底地形勘探的双强技术,有效消除深度异常并提高数据质量. 新方法通过解决地形复杂性和异常分布来确保高精度估计.
科学领域:
- 地质物理学 地质物理学
- 海洋地质 海洋地质学
- 水文测量 - 水文测量
背景情况:
- 使用多束回声系统进行海底地形勘探,经常会产生具有异常点的数据集.
- 传统的异常值消除方法对于复杂的数据集是不够的,无法考虑地形复杂性,错误大小和异常值分布.
研究的目的:
- 开发一种双重强大的技术,用于高精度的海底地形质量估计.
- 为了快速检测和消除多束回声声数据中的深度异常.
主要方法:
- 一种双重强大的技术,结合了强大的多面函数用于初始异常检测和强大的战争算法,用于精细的异常值去除.
- 应用双强技术 (DRS) 来解决大型错误,精细的异常点移除,地形复杂性和异常点分布.
主要成果:
- 与RPF,WT,GF和WLS-SVM方案相比,双强技术 (DRS) 以最有利的平均平方误差 (0.8321) 和误差波动范围 ([-2.0582,1.9209]) 显示出卓越的性能.
- DRS有效地适应各种地形复杂性,离散异常分布和聚类异常值,通过客观指标和视觉结果地图进行验证.
结论:
- 拟议的双强技术通过有效检测和消除深度异常,确保高质量的海底地形估计.
- DRS技术为海底地形勘探提供了强大而适应性的解决方案,在准确性和错误处理方面优于现有方法.
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