Sørensen Fredrik Fogh, Mai Christian, Olsen Ole Marius, Liniger Jesper, Pedersen Simon
AAU Energy, Aalborg University, Niels Bohrs Vej 8, 6700 Esbjerg, Denmark.
Sensors (Basel). 2023 Jul 21;23(14):6575. doi: 10.3390/s23146575.
Acoustic and optical sensing modalities represent two of the primary sensing methods within underwater environments, and both have been researched extensively in previous works. Acoustic sensing is the premier method due to its high transmissivity in water and its relative immunity to environmental factors such as water clarity. Optical sensing is, however, valuable for many operational and inspection tasks and is readily understood by human operators. In this work, we quantify and compare the operational characteristics and environmental effects of turbidity and illumination on two commercial-off-the-shelf sensors and an additional augmented optical method, including: a high-frequency, forward-looking inspection sonar, a stereo camera with built-in stereo depth estimation, and color imaging, where a laser has been added for distance triangulation. The sensors have been compared in a controlled underwater environment with known target objects to ascertain quantitative operation performance, and it is shown that optical stereo depth estimation and laser triangulation operate satisfactorily at low and medium turbidites up to a distance of approximately one meter, with an error below 2 cm and 12 cm, respectively; acoustic measurements are almost completely unaffected up to two meters under high turbidity, with an error below 5 cm. Moreover, the stereo vision algorithm is slightly more robust than laser-line triangulation across turbidity and lighting conditions. Future work will concern the improvement of the stereo reconstruction and laser triangulation by algorithm enhancement and the fusion of the two sensing modalities.
声学和光学传感方式是水下环境中的两种主要传感方法,并且在以往的研究中都得到了广泛的探讨。由于声学传感在水中具有高透射率且相对不受诸如水体透明度等环境因素的影响,因此它是首要的传感方法。然而,光学传感对于许多操作和检测任务都很有价值,并且易于被人类操作员理解。在这项工作中,我们对两种商用现货传感器以及一种额外的增强光学方法(包括:高频前视检测声纳、具有内置立体深度估计功能的立体相机和彩色成像,其中添加了激光用于距离三角测量)的操作特性以及浊度和光照对它们的环境影响进行了量化和比较。在具有已知目标物体的受控水下环境中对这些传感器进行了比较,以确定其定量操作性能,结果表明,光学立体深度估计和激光三角测量在低浊度和中浊度条件下,在距离约一米范围内运行良好,误差分别低于2厘米和12厘米;在高浊度下,两米范围内声学测量几乎完全不受影响,误差低于5厘米。此外,在不同的浊度和光照条件下,立体视觉算法比激光线三角测量稍微更稳健一些。未来的工作将涉及通过算法增强以及两种传感方式的融合来改进立体重建和激光三角测量。